Code_Mixed_Data_Final.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "83c41b4c",
   "metadata": {},
   "source": [
    "19CSE453 Natural Language processing\n",
    "\n",
    "Code-Mixed-Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c106ebae",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package words to\n",
      "[nltk_data]     C:\\Users\\lkdha\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package words is already up-to-date!\n",
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     C:\\Users\\lkdha\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n",
      "[nltk_data] Downloading package averaged_perceptron_tagger to\n",
      "[nltk_data]     C:\\Users\\lkdha\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package averaged_perceptron_tagger is already up-to-\n",
      "[nltk_data]       date!\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "import string\n",
    "import nltk\n",
    "nltk.download('words')\n",
    "nltk.download('punkt')\n",
    "nltk.download('averaged_perceptron_tagger')\n",
    "\n",
    "from nltk.util import ngrams\n",
    "from nltk.tokenize import sent_tokenize\n",
    "from nltk.tokenize import word_tokenize\n",
    "from collections import Counter, defaultdict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e62c7255",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1. Naan oru swimmer\\n2. entha restaurantku venalum polam\\n3. inda book nalla irukku\\n4. phoneil charge illai\\n5. avana enakku teriadu\\n6. Pudhu laptop vangalamnu irukken\\n7. book vaanga vandhaen.\\n8. Pudhu laptop vangalamnu irukken\\n9. Room ulla thoongu\\n10. bermuda oru periya mystery\\n11. Illa, unakku mark la irukku\\n12. Enakku Mathematics sariyaa puriyamaattaengudhu\\n13. inda dress nalla irukku\\n14. Naan swimming pool ulla koncham neram irunthen\\n15. Blood test result eppadi vanthirukku ?\\n16. Car ootu\\n17. Naanum rowdy than\\n18. adutha class mukkiyamaana subject iruku.\\n19. Antha Doctor enna panna sonnaaru ?\\n20. Edha irundalum, naliki thaan sollu.\\n21. inga adhigam signal kedaikala.\\n22. va bro ippo video game vilayadavom.\\n23. Itha video use pannakoodathu\\n24. Innaiku new year da'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f = open(\"./Code-Mixed corpora.txt\", \"r\").read()\n",
    "f"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3c2c64b",
   "metadata": {},
   "source": [
    "<h2>Preprocessing</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "271f48a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['1. Naan oru swimmer',\n",
       " '2. entha restaurantku venalum polam',\n",
       " '3. inda book nalla irukku',\n",
       " '4. phoneil charge illai',\n",
       " '5. avana enakku teriadu',\n",
       " '6. Pudhu laptop vangalamnu irukken',\n",
       " '7. book vaanga vandhaen.',\n",
       " '8. Pudhu laptop vangalamnu irukken',\n",
       " '9. Room ulla thoongu',\n",
       " '10. bermuda oru periya mystery',\n",
       " '11. Illa, unakku mark la irukku',\n",
       " '12. Enakku Mathematics sariyaa puriyamaattaengudhu',\n",
       " '13. inda dress nalla irukku',\n",
       " '14. Naan swimming pool ulla koncham neram irunthen',\n",
       " '15. Blood test result eppadi vanthirukku ?',\n",
       " '16. Car ootu',\n",
       " '17. Naanum rowdy than',\n",
       " '18. adutha class mukkiyamaana subject iruku.',\n",
       " '19. Antha Doctor enna panna sonnaaru ?',\n",
       " '20. Edha irundalum, naliki thaan sollu.',\n",
       " '21. inga adhigam signal kedaikala.',\n",
       " '22. va bro ippo video game vilayadavom.',\n",
       " '23. Itha video use pannakoodathu',\n",
       " '24. Innaiku new year da']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corp = f.split(\"\\n\")\n",
    "corp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4c9a4f17",
   "metadata": {},
   "outputs": [],
   "source": [
    "def text_lowercase(text):\n",
    "    return text.lower()\n",
    "\n",
    "def remove_numbers(text):\n",
    "    result = re.sub(r'\\d+','',text) #regular expression\n",
    "    return result\n",
    "\n",
    "def remove_whitespace(text):\n",
    "    return \" \".join(text.split()) #text.strip()\n",
    "\n",
    "def remove_punctuation(text):\n",
    "    translator = str.maketrans('','',string.punctuation)\n",
    "    return text.translate(translator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b1ecee2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "corpora = [\"\"]*len(corp)\n",
    "for i in range(len(corp)):\n",
    "    raw = text_lowercase(corp[i])\n",
    "    processed = remove_whitespace(raw)\n",
    "    processed = remove_numbers(processed)\n",
    "    processed = text_lowercase(processed)\n",
    "    processed = remove_punctuation(processed)\n",
    "    processed = processed.strip()\n",
    "    processed = \"<s> \"+processed+\" </s>\"\n",
    "    corp[i] = processed\n",
    "    corpora[i] = corp[i][4:-5]   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4710cef4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['<s> naan oru swimmer </s>',\n",
       " '<s> entha restaurantku venalum polam </s>',\n",
       " '<s> inda book nalla irukku </s>',\n",
       " '<s> phoneil charge illai </s>',\n",
       " '<s> avana enakku teriadu </s>',\n",
       " '<s> pudhu laptop vangalamnu irukken </s>',\n",
       " '<s> book vaanga vandhaen </s>',\n",
       " '<s> pudhu laptop vangalamnu irukken </s>',\n",
       " '<s> room ulla thoongu </s>',\n",
       " '<s> bermuda oru periya mystery </s>',\n",
       " '<s> illa unakku mark la irukku </s>',\n",
       " '<s> enakku mathematics sariyaa puriyamaattaengudhu </s>',\n",
       " '<s> inda dress nalla irukku </s>',\n",
       " '<s> naan swimming pool ulla koncham neram irunthen </s>',\n",
       " '<s> blood test result eppadi vanthirukku </s>',\n",
       " '<s> car ootu </s>',\n",
       " '<s> naanum rowdy than </s>',\n",
       " '<s> adutha class mukkiyamaana subject iruku </s>',\n",
       " '<s> antha doctor enna panna sonnaaru </s>',\n",
       " '<s> edha irundalum naliki thaan sollu </s>',\n",
       " '<s> inga adhigam signal kedaikala </s>',\n",
       " '<s> va bro ippo video game vilayadavom </s>',\n",
       " '<s> itha video use pannakoodathu </s>',\n",
       " '<s> innaiku new year da </s>']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5e98f11a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['naan',\n",
       " 'oru',\n",
       " 'swimmer',\n",
       " 'entha',\n",
       " 'restaurantku',\n",
       " 'venalum',\n",
       " 'polam',\n",
       " 'inda',\n",
       " 'book',\n",
       " 'nalla',\n",
       " 'irukku',\n",
       " 'phoneil',\n",
       " 'charge',\n",
       " 'illai',\n",
       " 'avana',\n",
       " 'enakku',\n",
       " 'teriadu',\n",
       " 'pudhu',\n",
       " 'laptop',\n",
       " 'vangalamnu',\n",
       " 'irukken',\n",
       " 'book',\n",
       " 'vaanga',\n",
       " 'vandhaen',\n",
       " 'pudhu',\n",
       " 'laptop',\n",
       " 'vangalamnu',\n",
       " 'irukken',\n",
       " 'room',\n",
       " 'ulla',\n",
       " 'thoongu',\n",
       " 'bermuda',\n",
       " 'oru',\n",
       " 'periya',\n",
       " 'mystery',\n",
       " 'illa',\n",
       " 'unakku',\n",
       " 'mark',\n",
       " 'la',\n",
       " 'irukku',\n",
       " 'enakku',\n",
       " 'mathematics',\n",
       " 'sariyaa',\n",
       " 'puriyamaattaengudhu',\n",
       " 'inda',\n",
       " 'dress',\n",
       " 'nalla',\n",
       " 'irukku',\n",
       " 'naan',\n",
       " 'swimming',\n",
       " 'pool',\n",
       " 'ulla',\n",
       " 'koncham',\n",
       " 'neram',\n",
       " 'irunthen',\n",
       " 'blood',\n",
       " 'test',\n",
       " 'result',\n",
       " 'eppadi',\n",
       " 'vanthirukku',\n",
       " 'car',\n",
       " 'ootu',\n",
       " 'naanum',\n",
       " 'rowdy',\n",
       " 'than',\n",
       " 'adutha',\n",
       " 'class',\n",
       " 'mukkiyamaana',\n",
       " 'subject',\n",
       " 'iruku',\n",
       " 'antha',\n",
       " 'doctor',\n",
       " 'enna',\n",
       " 'panna',\n",
       " 'sonnaaru',\n",
       " 'edha',\n",
       " 'irundalum',\n",
       " 'naliki',\n",
       " 'thaan',\n",
       " 'sollu',\n",
       " 'inga',\n",
       " 'adhigam',\n",
       " 'signal',\n",
       " 'kedaikala',\n",
       " 'va',\n",
       " 'bro',\n",
       " 'ippo',\n",
       " 'video',\n",
       " 'game',\n",
       " 'vilayadavom',\n",
       " 'itha',\n",
       " 'video',\n",
       " 'use',\n",
       " 'pannakoodathu',\n",
       " 'innaiku',\n",
       " 'new',\n",
       " 'year',\n",
       " 'da']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokens = []\n",
    "for i in range(len(corpora)):\n",
    "    word = word_tokenize(corpora[i])\n",
    "    tokens = tokens+word\n",
    "tokens"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0be24d77",
   "metadata": {},
   "source": [
    "<b>Separating English and Tamil Words</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e17f9ffe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'swimmer book charge book room ulla mystery mark la mathematics dress swimming pool ulla blood test result car rowdy than class subject doctor signal video game video use new year da'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import nltk\n",
    "words = set(nltk.corpus.words.words())\n",
    "\n",
    "eng = \" \".join(w for w in tokens \\\n",
    "         if w.lower() in words or not w.isalpha())\n",
    "eng"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fc8933bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['swimmer',\n",
       " 'book',\n",
       " 'charge',\n",
       " 'book',\n",
       " 'room',\n",
       " 'ulla',\n",
       " 'mystery',\n",
       " 'mark',\n",
       " 'la',\n",
       " 'mathematics',\n",
       " 'dress',\n",
       " 'swimming',\n",
       " 'pool',\n",
       " 'ulla',\n",
       " 'blood',\n",
       " 'test',\n",
       " 'result',\n",
       " 'car',\n",
       " 'rowdy',\n",
       " 'than',\n",
       " 'class',\n",
       " 'subject',\n",
       " 'doctor',\n",
       " 'signal',\n",
       " 'video',\n",
       " 'game',\n",
       " 'video',\n",
       " 'use',\n",
       " 'new',\n",
       " 'year',\n",
       " 'da']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eng = word_tokenize(eng)\n",
    "eng"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "03738e6a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['swimmer',\n",
       " 'book',\n",
       " 'charge',\n",
       " 'book',\n",
       " 'room',\n",
       " 'ulla',\n",
       " 'mystery',\n",
       " 'mark',\n",
       " 'mathematics',\n",
       " 'dress',\n",
       " 'swimming',\n",
       " 'pool',\n",
       " 'ulla',\n",
       " 'blood',\n",
       " 'test',\n",
       " 'result',\n",
       " 'car',\n",
       " 'rowdy',\n",
       " 'than',\n",
       " 'class',\n",
       " 'subject',\n",
       " 'doctor',\n",
       " 'signal',\n",
       " 'video',\n",
       " 'game',\n",
       " 'video',\n",
       " 'use',\n",
       " 'new',\n",
       " 'year']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for i in eng:\n",
    "    if len(i)<=2:\n",
    "        eng.remove(i)\n",
    "eng"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4a2af0a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "POS Tagging: \n",
      "\n",
      "[('swimmer', 'NN'), ('book', 'NN'), ('charge', 'NN'), ('book', 'NN'), ('room', 'NN'), ('ulla', 'JJ'), ('mystery', 'NN'), ('mark', 'NN'), ('mathematics', 'NNS'), ('dress', 'JJ'), ('swimming', 'VBG'), ('pool', 'NN'), ('ulla', 'NN'), ('blood', 'NN'), ('test', 'NN'), ('result', 'NN'), ('car', 'NN'), ('rowdy', 'NN'), ('than', 'IN'), ('class', 'NN'), ('subject', 'JJ'), ('doctor', 'NN'), ('signal', 'NN'), ('video', 'NN'), ('game', 'NN'), ('video', 'NN'), ('use', 'VBP'), ('new', 'JJ'), ('year', 'NN')]\n"
     ]
    }
   ],
   "source": [
    "word_tokens = eng\n",
    "tagged = nltk.pos_tag(word_tokens)\n",
    "print(\"POS Tagging: \\n\")\n",
    "print(tagged)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ce3fdcfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['naan',\n",
       " 'oru',\n",
       " 'entha',\n",
       " 'restaurantku',\n",
       " 'venalum',\n",
       " 'polam',\n",
       " 'inda',\n",
       " 'nalla',\n",
       " 'irukku',\n",
       " 'phoneil',\n",
       " 'illai',\n",
       " 'avana',\n",
       " 'enakku',\n",
       " 'teriadu',\n",
       " 'pudhu',\n",
       " 'laptop',\n",
       " 'vangalamnu',\n",
       " 'irukken',\n",
       " 'vaanga',\n",
       " 'vandhaen',\n",
       " 'pudhu',\n",
       " 'laptop',\n",
       " 'vangalamnu',\n",
       " 'irukken',\n",
       " 'thoongu',\n",
       " 'bermuda',\n",
       " 'oru',\n",
       " 'periya',\n",
       " 'illa',\n",
       " 'unakku',\n",
       " 'la',\n",
       " 'irukku',\n",
       " 'enakku',\n",
       " 'sariyaa',\n",
       " 'puriyamaattaengudhu',\n",
       " 'inda',\n",
       " 'nalla',\n",
       " 'irukku',\n",
       " 'naan',\n",
       " 'koncham',\n",
       " 'neram',\n",
       " 'irunthen',\n",
       " 'eppadi',\n",
       " 'vanthirukku',\n",
       " 'ootu',\n",
       " 'naanum',\n",
       " 'adutha',\n",
       " 'mukkiyamaana',\n",
       " 'iruku',\n",
       " 'antha',\n",
       " 'enna',\n",
       " 'panna',\n",
       " 'sonnaaru',\n",
       " 'edha',\n",
       " 'irundalum',\n",
       " 'naliki',\n",
       " 'thaan',\n",
       " 'sollu',\n",
       " 'inga',\n",
       " 'adhigam',\n",
       " 'kedaikala',\n",
       " 'va',\n",
       " 'bro',\n",
       " 'ippo',\n",
       " 'vilayadavom',\n",
       " 'itha',\n",
       " 'pannakoodathu',\n",
       " 'innaiku',\n",
       " 'da']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tam = [x for x in tokens if x not in eng]\n",
    "tam"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13fe3430",
   "metadata": {},
   "source": [
    "<h2>N-gram model</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9b7c863a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "98\n",
      "[['naan'], ['oru'], ['swimmer'], ['entha'], ['restaurantku'], ['venalum'], ['polam'], ['inda'], ['book'], ['nalla'], ['irukku'], ['phoneil'], ['charge'], ['illai'], ['avana'], ['enakku'], ['teriadu'], ['pudhu'], ['laptop'], ['vangalamnu'], ['irukken'], ['book'], ['vaanga'], ['vandhaen'], ['pudhu'], ['laptop'], ['vangalamnu'], ['irukken'], ['room'], ['ulla'], ['thoongu'], ['bermuda'], ['oru'], ['periya'], ['mystery'], ['illa'], ['unakku'], ['mark'], ['la'], ['irukku'], ['enakku'], ['mathematics'], ['sariyaa'], ['puriyamaattaengudhu'], ['inda'], ['dress'], ['nalla'], ['irukku'], ['naan'], ['swimming'], ['pool'], ['ulla'], ['koncham'], ['neram'], ['irunthen'], ['blood'], ['test'], ['result'], ['eppadi'], ['vanthirukku'], ['car'], ['ootu'], ['naanum'], ['rowdy'], ['than'], ['adutha'], ['class'], ['mukkiyamaana'], ['subject'], ['iruku'], ['antha'], ['doctor'], ['enna'], ['panna'], ['sonnaaru'], ['edha'], ['irundalum'], ['naliki'], ['thaan'], ['sollu'], ['inga'], ['adhigam'], ['signal'], ['kedaikala'], ['va'], ['bro'], ['ippo'], ['video'], ['game'], ['vilayadavom'], ['itha'], ['video'], ['use'], ['pannakoodathu'], ['innaiku'], ['new'], ['year'], ['da']]\n"
     ]
    }
   ],
   "source": [
    "n = 1\n",
    "unigrams = []\n",
    "L= [[word for word in line.split()] for line in corpora]\n",
    "unigrams = [l[i-n:i] for l in L for i in range(n,len(l)+1)]\n",
    "\n",
    "print(len(unigrams))\n",
    "print(unigrams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b25201df",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "122\n",
      "[['<s>', 'naan'], ['naan', 'oru'], ['oru', 'swimmer'], ['swimmer', '</s>'], ['<s>', 'entha'], ['entha', 'restaurantku'], ['restaurantku', 'venalum'], ['venalum', 'polam'], ['polam', '</s>'], ['<s>', 'inda'], ['inda', 'book'], ['book', 'nalla'], ['nalla', 'irukku'], ['irukku', '</s>'], ['<s>', 'phoneil'], ['phoneil', 'charge'], ['charge', 'illai'], ['illai', '</s>'], ['<s>', 'avana'], ['avana', 'enakku'], ['enakku', 'teriadu'], ['teriadu', '</s>'], ['<s>', 'pudhu'], ['pudhu', 'laptop'], ['laptop', 'vangalamnu'], ['vangalamnu', 'irukken'], ['irukken', '</s>'], ['<s>', 'book'], ['book', 'vaanga'], ['vaanga', 'vandhaen'], ['vandhaen', '</s>'], ['<s>', 'pudhu'], ['pudhu', 'laptop'], ['laptop', 'vangalamnu'], ['vangalamnu', 'irukken'], ['irukken', '</s>'], ['<s>', 'room'], ['room', 'ulla'], ['ulla', 'thoongu'], ['thoongu', '</s>'], ['<s>', 'bermuda'], ['bermuda', 'oru'], ['oru', 'periya'], ['periya', 'mystery'], ['mystery', '</s>'], ['<s>', 'illa'], ['illa', 'unakku'], ['unakku', 'mark'], ['mark', 'la'], ['la', 'irukku'], ['irukku', '</s>'], ['<s>', 'enakku'], ['enakku', 'mathematics'], ['mathematics', 'sariyaa'], ['sariyaa', 'puriyamaattaengudhu'], ['puriyamaattaengudhu', '</s>'], ['<s>', 'inda'], ['inda', 'dress'], ['dress', 'nalla'], ['nalla', 'irukku'], ['irukku', '</s>'], ['<s>', 'naan'], ['naan', 'swimming'], ['swimming', 'pool'], ['pool', 'ulla'], ['ulla', 'koncham'], ['koncham', 'neram'], ['neram', 'irunthen'], ['irunthen', '</s>'], ['<s>', 'blood'], ['blood', 'test'], ['test', 'result'], ['result', 'eppadi'], ['eppadi', 'vanthirukku'], ['vanthirukku', '</s>'], ['<s>', 'car'], ['car', 'ootu'], ['ootu', '</s>'], ['<s>', 'naanum'], ['naanum', 'rowdy'], ['rowdy', 'than'], ['than', '</s>'], ['<s>', 'adutha'], ['adutha', 'class'], ['class', 'mukkiyamaana'], ['mukkiyamaana', 'subject'], ['subject', 'iruku'], ['iruku', '</s>'], ['<s>', 'antha'], ['antha', 'doctor'], ['doctor', 'enna'], ['enna', 'panna'], ['panna', 'sonnaaru'], ['sonnaaru', '</s>'], ['<s>', 'edha'], ['edha', 'irundalum'], ['irundalum', 'naliki'], ['naliki', 'thaan'], ['thaan', 'sollu'], ['sollu', '</s>'], ['<s>', 'inga'], ['inga', 'adhigam'], ['adhigam', 'signal'], ['signal', 'kedaikala'], ['kedaikala', '</s>'], ['<s>', 'va'], ['va', 'bro'], ['bro', 'ippo'], ['ippo', 'video'], ['video', 'game'], ['game', 'vilayadavom'], ['vilayadavom', '</s>'], ['<s>', 'itha'], ['itha', 'video'], ['video', 'use'], ['use', 'pannakoodathu'], ['pannakoodathu', '</s>'], ['<s>', 'innaiku'], ['innaiku', 'new'], ['new', 'year'], ['year', 'da'], ['da', '</s>']]\n"
     ]
    }
   ],
   "source": [
    "n = 2\n",
    "bigrams = []\n",
    "L= [[word for word in line.split()] for line in corp]\n",
    "bigrams = [l[i-n:i] for l in L for i in range(n,len(l)+1)]\n",
    "\n",
    "print(len(bigrams))\n",
    "print(bigrams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6095ff11",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['naan', 'oru', 'swimmer'],\n",
       " ['entha', 'restaurantku', 'venalum', 'polam'],\n",
       " ['inda', 'book', 'nalla', 'irukku'],\n",
       " ['phoneil', 'charge', 'illai'],\n",
       " ['avana', 'enakku', 'teriadu'],\n",
       " ['pudhu', 'laptop', 'vangalamnu', 'irukken'],\n",
       " ['book', 'vaanga', 'vandhaen'],\n",
       " ['pudhu', 'laptop', 'vangalamnu', 'irukken'],\n",
       " ['room', 'ulla', 'thoongu'],\n",
       " ['bermuda', 'oru', 'periya', 'mystery'],\n",
       " ['illa', 'unakku', 'mark', 'la', 'irukku'],\n",
       " ['enakku', 'mathematics', 'sariyaa', 'puriyamaattaengudhu'],\n",
       " ['inda', 'dress', 'nalla', 'irukku'],\n",
       " ['naan', 'swimming', 'pool', 'ulla', 'koncham', 'neram', 'irunthen'],\n",
       " ['blood', 'test', 'result', 'eppadi', 'vanthirukku'],\n",
       " ['car', 'ootu'],\n",
       " ['naanum', 'rowdy', 'than'],\n",
       " ['adutha', 'class', 'mukkiyamaana', 'subject', 'iruku'],\n",
       " ['antha', 'doctor', 'enna', 'panna', 'sonnaaru'],\n",
       " ['edha', 'irundalum', 'naliki', 'thaan', 'sollu'],\n",
       " ['inga', 'adhigam', 'signal', 'kedaikala'],\n",
       " ['va', 'bro', 'ippo', 'video', 'game', 'vilayadavom'],\n",
       " ['itha', 'video', 'use', 'pannakoodathu'],\n",
       " ['innaiku', 'new', 'year', 'da']]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokenized_text  = []\n",
    "for i in range(len(corpora)):\n",
    "    word = word_tokenize(corpora[i])\n",
    "    tokenized_text.append(word)\n",
    "tokenized_text "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "60ba15d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.lm.preprocessing import padded_everygram_pipeline\n",
    "train_data, padded_sents = padded_everygram_pipeline(2, tokenized_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "2ba9a2e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.lm import MLE\n",
    "model = MLE(n) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f29be19f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Vocabulary with cutoff=1 unk_label='<UNK>' and 87 items>\n"
     ]
    }
   ],
   "source": [
    "model.fit(train_data, padded_sents)\n",
    "print(model.vocab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ee5377ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('naan', 'oru', 'swimmer')\n"
     ]
    }
   ],
   "source": [
    "print(model.vocab.lookup(tokenized_text[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c699f221",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0136986301369863"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.score('laptop')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82870d61",
   "metadata": {},
   "source": [
    "<h3>Transliteration</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "768d00e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from google.transliteration import transliterate_word\n",
    "tamil = [None]\n",
    "for x in tam:\n",
    "    suggestions = transliterate_word(x, lang_code='ta')\n",
    "    tamil.append(suggestions[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3a6602d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'None நான் ஒரு எந்த ரெஸ்டூரண்ட்க்கு வேணாலும் போலாம் இந்த நல்ல இருக்கு போனில் இல்லை அவனை எனக்கு தெரியாது புது லேப்டாப் வாங்கலாம்னு இருக்கேன் வாங்க வந்தான் புது லேப்டாப் வாங்கலாம்னு இருக்கேன் தூங்கு பெர்முடா ஒரு பெரிய இல்ல உனக்கு ல இருக்கு எனக்கு சரியா புரியமாட்டாயெங்குது இந்த நல்ல இருக்கு நான் கொஞ்சம் நேரம் இருந்தேன் எப்படி வந்திருக்கு ஓட்டு நானும் அடுத்த முக்கியமான இருக்கு அந்த என்ன பண்ண சொன்னாரு எதை இருந்தாலும் நாழிகை தான் சொல்லு இங்க அதிகம் கிடைக்கல வ ப்ரோ இப்போ விளையாடவோம் இத பண்ணக்கூடாது இன்னைக்கு ட'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "' '.join([str(elem) for elem in tamil])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "21200720",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hello.\n"
     ]
    }
   ],
   "source": [
    "from googletrans import Translator\n",
    "translator = Translator()\n",
    "print(translator.translate('안녕하세요.').text)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c20b03d9",
   "metadata": {},
   "source": [
    "<h3>Translation</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e6f3e025",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\" I A swimmer |  Which RESTURRAND Despite Let's go |  These book Good having |  Underneath charge Not |  Himself Me Don't know |  New Laptop Can buy I'm |  book Buy Came |  New Laptop Can buy I'm |  room ulla Sleep |  Bermuda A Great mystery |  No You mark L having |  Me mathematics Ok Wherever you do not understand |  These dress Good having |  I swimming pool ulla Little Time Had been |  blood test result How Arrive |  car Drive |  Me too rowdy than |  Next class Important subject having |  That doctor What Make Stated |  What Though Hourgrade Just Tell |  Here Excess signal Available |  D Pro Now video game Let's play |  Brim video use Not to do |  today new year T | \""
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "translated_corp = \"\"\n",
    "for sent in tokenized_text:\n",
    "    for word in sent:\n",
    "        if word in tam:\n",
    "            suggestions = transliterate_word(word, lang_code='ta')\n",
    "            tran = translator.translate(str(suggestions[0])).text\n",
    "            translated_corp = translated_corp+\" \"+tran\n",
    "        else:\n",
    "            translated_corp = translated_corp+\" \"+str(word)\n",
    "    translated_corp = translated_corp+\" | \"\n",
    "translated_corp "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "0155257d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "naan oru swimmer\n",
      "I am a swimmer\n",
      "\n",
      "entha restaurantku venalum polam\n",
      "You can go to any restaurant\n",
      "\n",
      "inda book nalla irukku\n",
      "This book is good\n",
      "\n",
      "phoneil charge illai\n",
      "No charge on the phone\n",
      "\n",
      "avana enakku teriadu\n",
      "I don't know him\n",
      "\n",
      "pudhu laptop vangalamnu irukken\n",
      "I will be buying a new laptop\n",
      "\n",
      "book vaanga vandhaen\n",
      "Came to buy the book\n",
      "\n",
      "pudhu laptop vangalamnu irukken\n",
      "I will be buying a new laptop\n",
      "\n",
      "room ulla thoongu\n",
      "Sleep in the room\n",
      "\n",
      "bermuda oru periya mystery\n",
      "Bermuda is a great mistory\n",
      "\n",
      "illa unakku mark la irukku\n",
      "No house you Mark\n",
      "\n",
      "enakku mathematics sariyaa puriyamaattaengudhu\n",
      "I don't understand mattematics okay\n",
      "\n",
      "inda dress nalla irukku\n",
      "This dress is good\n",
      "\n",
      "naan swimming pool ulla koncham neram irunthen\n",
      "I had a little time in the swimming pool\n",
      "\n",
      "blood test result eppadi vanthirukku\n",
      "How to Blood Test Result\n",
      "\n",
      "car ootu\n",
      "Drive the car\n",
      "\n",
      "naanum rowdy than\n",
      "I am also Rowdy\n",
      "\n",
      "adutha class mukkiyamaana subject iruku\n",
      "Next Class Important Subject\n",
      "\n",
      "antha doctor enna panna sonnaaru\n",
      "What did the doctor say\n",
      "\n",
      "edha irundalum naliki thaan sollu\n",
      "Tell me tomorrow\n",
      "\n",
      "inga adhigam signal kedaikala\n",
      "There is not much signal available here\n",
      "\n",
      "va bro ippo video game vilayadavom\n",
      "Let's play video games now\n",
      "\n",
      "itha video use pannakoodathu\n",
      "This video should not be used\n",
      "\n",
      "innaiku new year da\n",
      "New Year da\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\" I am a swimmer |  You can go to any restaurant |  This book is good |  No charge on the phone |  I don't know him |  I will be buying a new laptop |  Came to buy the book |  I will be buying a new laptop |  Sleep in the room |  Bermuda is a great mistory |  No house you Mark |  I don't understand mattematics okay |  This dress is good |  I had a little time in the swimming pool |  How to Blood Test Result |  Drive the car |  I am also Rowdy |  Next Class Important Subject |  What did the doctor say |  Tell me tomorrow |  There is not much signal available here |  Let's play video games now |  This video should not be used |  New Year da | \""
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "translated_corp = \"\"\n",
    "for sent in corpora:\n",
    "    print(sent)\n",
    "    tran = translator.translate(str(sent),src=\"ta\",dest = \"en\").text\n",
    "    print(tran)\n",
    "    print()\n",
    "    translated_corp = translated_corp+\" \"+tran\n",
    "    translated_corp = translated_corp+\" | \"\n",
    "translated_corp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "06b86120",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\" I am a swimmer |  You can go to any restaurant |  This book is good |  No charge on the phone |  I don't know him |  I will be buying a new laptop |  Came to buy the book |  I will be buying a new laptop |  Sleep in the room |  Bermuda is a great mistory |  No house you Mark |  I don't understand mattematics okay |  This dress is good |  I had a little time in the swimming pool |  How to Blood Test Result |  Drive the car |  I am also Rowdy |  Next Class Important Subject |  What did the doctor say |  Tell me tomorrow |  There is not much signal available here |  Let's play video games now |  This video should not be used |  New Year da | \""
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "translated_corp"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "520b35df",
   "metadata": {},
   "source": [
    "<h2>POS Tagging</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "6a4ee040",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"62210ce08b2548689fe75f29909ea967-0\" class=\"displacy\" width=\"11035\" height=\"787.0\" direction=\"ltr\" style=\"max-width: none; height: 787.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
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       "</text>\n",
       "\n",
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       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"830\">restaurant</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"830\">NOUN</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"960\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"960\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1025\">This</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1025\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1090\">book</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1090\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1155\">is</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1155\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1220\">good</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1220\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1285\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1285\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1350\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1350\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1415\">No</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1415\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1480\">charge</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1480\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1545\">on</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1545\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1610\">the</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1610\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1675\">phone</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1675\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1740\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1740\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1805\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1805\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1870\">I</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1870\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1935\">do</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1935\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2000\">n't</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2000\">PART</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2065\">know</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2065\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2130\">him</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2130\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2195\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2195\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2260\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2260\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2325\">I</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2325\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2390\">will</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2390\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2455\">be</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2455\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2520\">buying</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2520\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2585\">a</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2585\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2650\">new</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2650\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2715\">laptop</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2715\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2780\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2780\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2845\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2845\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2910\">Came</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2910\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2975\">to</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2975\">PART</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3040\">buy</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3040\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3105\">the</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3105\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3170\">book</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3170\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3235\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3235\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3300\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3300\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3365\">I</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3365\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3430\">will</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3430\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3495\">be</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3495\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3560\">buying</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3560\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3625\">a</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3625\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3690\">new</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3690\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3755\">laptop</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3755\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3820\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3820\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3885\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3885\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3950\">Sleep</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3950\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4015\">in</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4015\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4080\">the</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4080\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4145\">room</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4145\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4210\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4210\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4275\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4275\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4340\">Bermuda</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4340\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4405\">is</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4405\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4470\">a</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4470\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4535\">great</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4535\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4600\">mistory</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4600\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4665\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4665\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4730\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4730\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4795\">No</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4795\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4860\">house</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4860\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4925\">you</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4925\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4990\">Mark</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4990\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5055\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5055\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5120\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5120\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5185\">I</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5185\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5250\">do</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5250\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5315\">n't</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5315\">PART</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5380\">understand</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5380\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5445\">mattematics</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5445\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5510\">okay</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5510\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5575\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5575\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5640\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5640\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5705\">This</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5705\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5770\">dress</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5770\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5835\">is</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5835\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5900\">good</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5900\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5965\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5965\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6030\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6030\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6095\">I</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6095\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6160\">had</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6160\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6225\">a</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6225\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6290\">little</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6290\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6355\">time</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6355\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6420\">in</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6420\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6485\">the</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6485\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6550\">swimming</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6550\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6615\">pool</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6615\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6680\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6680\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6745\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6745\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6810\">How</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6810\">SCONJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6875\">to</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6875\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6940\">Blood</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6940\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7005\">Test</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7005\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7070\">Result</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7070\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7135\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7135\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7200\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7200\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7265\">Drive</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7265\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7330\">the</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7330\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7395\">car</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7395\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7460\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7460\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7525\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7525\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7590\">I</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7590\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7655\">am</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7655\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7720\">also</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7720\">ADV</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7785\">Rowdy</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7785\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7850\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7850\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7915\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7915\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7980\">Next</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7980\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8045\">Class</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8045\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8110\">Important</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8110\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8175\">Subject</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8175\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8240\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8240\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8305\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8305\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8370\">What</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8370\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8435\">did</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8435\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8500\">the</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8500\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8565\">doctor</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8565\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8630\">say</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8630\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8695\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8695\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8760\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8760\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8825\">Tell</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8825\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8890\">me</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8890\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8955\">tomorrow</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8955\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9020\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9020\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9085\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9085\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9150\">There</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9150\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9215\">is</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9215\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9280\">not</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9280\">PART</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9345\">much</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9345\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9410\">signal</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9410\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9475\">available</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9475\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9540\">here</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9540\">ADV</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9605\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9605\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9670\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9670\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9735\">Let</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9735\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9800\">'s</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9800\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9865\">play</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9865\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9930\">video</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9930\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9995\">games</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9995\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10060\">now</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10060\">ADV</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10125\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10125\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10190\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10190\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10255\">This</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10255\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10320\">video</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10320\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10385\">should</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10385\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10450\">not</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10450\">PART</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10515\">be</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10515\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10580\">used</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10580\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10645\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10645\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10710\"> </tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10710\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10775\">New</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10775\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10840\">Year</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10840\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10905\">da</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10905\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"697.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10970\">|</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10970\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
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       "        <textPath xlink:href=\"#arrow-62210ce08b2548689fe75f29909ea967-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">dep</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M70,654.0 L62,642.0 78,642.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
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       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-62210ce08b2548689fe75f29909ea967-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M135,654.0 L127,642.0 143,642.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-62210ce08b2548689fe75f29909ea967-0-2\" stroke-width=\"2px\" d=\"M200,652.0 C200,99.5 2050.0,99.5 2050.0,652.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-62210ce08b2548689fe75f29909ea967-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">ccomp</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M200,654.0 L192,642.0 208,642.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-62210ce08b2548689fe75f29909ea967-0-3\" stroke-width=\"2px\" d=\"M265,652.0 C265,587.0 285.0,587.0 285.0,652.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-62210ce08b2548689fe75f29909ea967-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M265,654.0 L257,642.0 273,642.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-62210ce08b2548689fe75f29909ea967-0-4\" stroke-width=\"2px\" d=\"M330,652.0 C330,619.5 280.0,619.5 280.0,652.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-62210ce08b2548689fe75f29909ea967-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">compound</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M330,654.0 L322,642.0 338,642.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-62210ce08b2548689fe75f29909ea967-0-5\" stroke-width=\"2px\" d=\"M200,652.0 C200,554.5 290.0,554.5 290.0,652.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-62210ce08b2548689fe75f29909ea967-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">attr</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M290.0,654.0 L298.0,642.0 282.0,642.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-62210ce08b2548689fe75f29909ea967-0-6\" stroke-width=\"2px\" d=\"M200,652.0 C200,522.0 360.0,522.0 360.0,652.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-62210ce08b2548689fe75f29909ea967-0-6\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">dep</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M360.0,654.0 L368.0,642.0 352.0,642.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-62210ce08b2548689fe75f29909ea967-0-7\" stroke-width=\"2px\" d=\"M525,652.0 C525,587.0 545.0,587.0 545.0,652.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-62210ce08b2548689fe75f29909ea967-0-7\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M525,654.0 L517,642.0 533,642.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-62210ce08b2548689fe75f29909ea967-0-8\" stroke-width=\"2px\" d=\"M590,652.0 C590,619.5 540.0,619.5 540.0,652.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-62210ce08b2548689fe75f29909ea967-0-8\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">aux</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M590,654.0 L582,642.0 598,642.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-62210ce08b2548689fe75f29909ea967-0-9\" stroke-width=\"2px\" d=\"M200,652.0 C200,424.5 570.0,424.5 570.0,652.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-62210ce08b2548689fe75f29909ea967-0-9\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">conj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M570.0,654.0 L578.0,642.0 562.0,642.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-62210ce08b2548689fe75f29909ea967-0-10\" stroke-width=\"2px\" d=\"M655,652.0 C655,619.5 605.0,619.5 605.0,652.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-62210ce08b2548689fe75f29909ea967-0-10\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M605.0,654.0 L613.0,642.0 597.0,642.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-62210ce08b2548689fe75f29909ea967-0-11\" stroke-width=\"2px\" d=\"M785,652.0 C785,587.0 805.0,587.0 805.0,652.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
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       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M785,654.0 L777,642.0 793,642.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-62210ce08b2548689fe75f29909ea967-0-12\" stroke-width=\"2px\" d=\"M850,652.0 C850,619.5 800.0,619.5 800.0,652.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-62210ce08b2548689fe75f29909ea967-0-12\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">compound</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M850,654.0 L842,642.0 858,642.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-62210ce08b2548689fe75f29909ea967-0-13\" stroke-width=\"2px\" d=\"M720,652.0 C720,554.5 810.0,554.5 810.0,652.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
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       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M810.0,654.0 L818.0,642.0 802.0,642.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
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       "    </text>\n",
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       "\n",
       "<g class=\"displacy-arrow\">\n",
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       "    </text>\n",
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       "\n",
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       "\n",
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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import spacy\n",
    "from spacy import displacy\n",
    "nlp = spacy.load('en_core_web_sm')\n",
    "\n",
    "doc = nlp(translated_corp)\n",
    "\n",
    "displacy.render(doc, style='dep', jupyter=True, options={'distance': 65})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "5c9e16f8",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'raw_text' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_12816/3447204021.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mnlp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mspacy\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'en_core_web_sm'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mdoc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnlp\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mraw_text\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[0mdisplacy\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrender\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdoc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstyle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'dep'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mjupyter\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moptions\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'distance'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;36m65\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'raw_text' is not defined"
     ]
    }
   ],
   "source": [
    "from spacy import displacy\n",
    "nlp = spacy.load('en_core_web_sm')\n",
    "\n",
    "doc = nlp(raw_text)\n",
    "\n",
    "displacy.render(doc, style='dep', jupyter=True, options={'distance': 65})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d50b5e80",
   "metadata": {},
   "source": [
    "<H2>NER</H2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "263aac3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "from spacy import displacy\n",
    "\n",
    "NER = spacy.load(\"en_core_web_sm\")\n",
    "raw_text = ' '.join([str(elem) for elem in eng])\n",
    "N_text1= NER(raw_text)\n",
    "\n",
    "for word in N_text1.ents:\n",
    "    print(word.text,word.label_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "6e56d2a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\IDE\\Anaconda\\lib\\site-packages\\spacy\\displacy\\__init__.py:200: UserWarning: [W006] No entities to visualize found in Doc object. If this is surprising to you, make sure the Doc was processed using a model that supports named entity recognition, and check the `doc.ents` property manually if necessary.\n",
      "  warnings.warn(Warnings.W006)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">swimmer book charge book room ulla mystery mark mathematics dress swimming pool ulla blood test result car rowdy than class subject doctor signal video game video use new year</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "displacy.render(N_text1,style=\"ent\",jupyter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "4ddef4bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bermuda PERSON\n",
      "tomorrow DATE\n",
      "New Year EVENT\n"
     ]
    }
   ],
   "source": [
    "NER = spacy.load(\"en_core_web_sm\")\n",
    "\n",
    "N_text2= NER(translated_corp.replace(\"|\",\"\"))\n",
    "\n",
    "for word in N_text2.ents:\n",
    "    print(word.text,word.label_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "accbad6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\"> I am a swimmer   You can go to any restaurant   This book is good   No charge on the phone   I don't know him   I will be buying a new laptop   Came to buy the book   I will be buying a new laptop   Sleep in the room   \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bermuda\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " is a great mistory   No house you Mark   I don't understand mattematics okay   This dress is good   I had a little time in the swimming pool   How to Blood Test Result   Drive the car   I am also Rowdy   Next Class Important Subject   What did the doctor say   Tell me \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tomorrow\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       "   There is not much signal available here   Let's play video games now   This video should not be used   \n",
       "<mark class=\"entity\" style=\"background: #ffeb80; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    New Year\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       " da  </div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "displacy.render(N_text2,style=\"ent\",jupyter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c3e42243",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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