EFCAMDAT Parser 1.ipynb

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  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "cd0b85e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import xml.etree.ElementTree as ET\n",
    "from xml.dom import minidom\n",
    "import nltk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "c13edb6e",
   "metadata": {},
   "outputs": [],
   "source": [
    "tree = minidom.parse('/Users/Trinity_1/Research/Arab All Levels.xml')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "b712de4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "grade = tree.getElementsByTagName('grade')\n",
    "writing = tree.getElementsByTagName('writing')\n",
    "text_xml = tree.getElementsByTagName('text')\n",
    "learner = tree.getElementsByTagName('learner')\n",
    "topic = tree.getElementsByTagName('topic')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "d9e22962",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Taking inventory in the office'"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic[0].firstChild.nodeValue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "3440dfb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2'"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic[0].attributes['id'].value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "444a8a4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "\n",
    " <writing id=\"153\" level=\"1\" unit=\"2\">\n",
    "      <learner id=\"1801\" nationality=\"kw\"/>\n",
    "      <topic id=\"2\">Taking inventory in the office</topic>\n",
    "      <date>2011-11-11 10:42:12.580</date>\n",
    "      <grade>80</grade>\n",
    "    <text>\n",
    "      Dear Ms There are 30 pens , 15 pens , 12 desks , 13 computers , 16 keyboards and 16 headphones , also there is one table . Best Regard .\n",
    "    </text>\n",
    "    </writing>\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9c8a7811",
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       " <DOM Element: grade at 0x7f904a11aa70>,\n",
       " <DOM Element: grade at 0x7f904a11ae60>,\n",
       " <DOM Element: grade at 0x7f904a11b1c0>,\n",
       " <DOM Element: grade at 0x7f904a11b7f0>,\n",
       " <DOM Element: grade at 0x7f904a11bb50>,\n",
       " <DOM Element: grade at 0x7f904a11beb0>,\n",
       " <DOM Element: grade at 0x7f904a1343a0>,\n",
       " <DOM Element: grade at 0x7f904a134700>,\n",
       " <DOM Element: grade at 0x7f904a134a60>,\n",
       " <DOM Element: grade at 0x7f904a135120>,\n",
       " <DOM Element: grade at 0x7f904a135480>,\n",
       " <DOM Element: grade at 0x7f904a135900>,\n",
       " <DOM Element: grade at 0x7f904a135c60>,\n",
       " <DOM Element: grade at 0x7f904a135fc0>,\n",
       " <DOM Element: grade at 0x7f904a136320>,\n",
       " <DOM Element: grade at 0x7f904a1368c0>,\n",
       " <DOM Element: grade at 0x7f904a136c20>,\n",
       " <DOM Element: grade at 0x7f904a136f80>,\n",
       " <DOM Element: grade at 0x7f904a1372e0>,\n",
       " <DOM Element: grade at 0x7f904a137640>,\n",
       " <DOM Element: grade at 0x7f904a1379a0>,\n",
       " ...]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "elements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "5c8f00ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "grade = []\n",
    "text = []\n",
    "ids = []\n",
    "writing_ids = []\n",
    "levels = []\n",
    "unit = []\n",
    "nationality = []\n",
    "topic_id = []\n",
    "topic_text = []\n",
    "for ind, element in enumerate(elements):\n",
    "#     print(element.firstChild.nodeValue)\n",
    "    grade.append(float(element.firstChild.nodeValue))\n",
    "    text.append((text_xml[ind].firstChild.nodeValue))\n",
    "    ids.append(int(learner[ind].attributes['id'].value))\n",
    "    nationality.append(str(learner[ind].attributes['nationality'].value))\n",
    "    writing_ids.append(int(writing[ind].attributes['id'].value))\n",
    "    levels.append(int(writing[ind].attributes['level'].value))\n",
    "    unit.append(int(writing[ind].attributes['unit'].value))\n",
    "    topic_id.append(int(topic[ind].attributes['id'].value))\n",
    "    topic_text.append(str(topic[ind].firstChild.nodeValue))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "3118dc4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n      Hi granny,  How are you? Look at my photos. The first one, I look at Eivel Tower. It is very beautiful and I like it .The second one , this is my husband . He eat at a resturant in Paris . Is very nice city .The third one , this is my husband ,my son and I . We want to enter the stadiom to watch the match between Leion club and Paris San German club. \\n    '"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text[8269]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "fa3d47dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting numpy\n",
      "  Downloading numpy-1.24.1-cp310-cp310-macosx_10_9_x86_64.whl (19.8 MB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m19.8/19.8 MB\u001b[0m \u001b[31m3.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
      "\u001b[?25hInstalling collected packages: numpy\n",
      "Successfully installed numpy-1.24.1\n"
     ]
    }
   ],
   "source": [
    "!pip install numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "30a525f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "afa82299",
   "metadata": {},
   "outputs": [],
   "source": [
    "writing_ids_copy = np.array(writing_ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "5c77c4c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([8269]),)"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.where(writing_ids_copy == 218495)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "c69fb149",
   "metadata": {},
   "outputs": [],
   "source": [
    "test = nltk.word_tokenize(text[8269])\n",
    "pos_text = nltk.pos_tag(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "1619f23a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Hi',\n",
       " 'granny',\n",
       " ',',\n",
       " 'How',\n",
       " 'are',\n",
       " 'you',\n",
       " '?',\n",
       " 'Look',\n",
       " 'at',\n",
       " 'my',\n",
       " 'photos',\n",
       " '.',\n",
       " 'The',\n",
       " 'first',\n",
       " 'one',\n",
       " ',',\n",
       " 'I',\n",
       " 'look',\n",
       " 'at',\n",
       " 'Eivel',\n",
       " 'Tower',\n",
       " '.',\n",
       " 'It',\n",
       " 'is',\n",
       " 'very',\n",
       " 'beautiful',\n",
       " 'and',\n",
       " 'I',\n",
       " 'like',\n",
       " 'it',\n",
       " '.The',\n",
       " 'second',\n",
       " 'one',\n",
       " ',',\n",
       " 'this',\n",
       " 'is',\n",
       " 'my',\n",
       " 'husband',\n",
       " '.',\n",
       " 'He',\n",
       " 'eat',\n",
       " 'at',\n",
       " 'a',\n",
       " 'resturant',\n",
       " 'in',\n",
       " 'Paris',\n",
       " '.',\n",
       " 'Is',\n",
       " 'very',\n",
       " 'nice',\n",
       " 'city',\n",
       " '.The',\n",
       " 'third',\n",
       " 'one',\n",
       " ',',\n",
       " 'this',\n",
       " 'is',\n",
       " 'my',\n",
       " 'husband',\n",
       " ',',\n",
       " 'my',\n",
       " 'son',\n",
       " 'and',\n",
       " 'I',\n",
       " '.',\n",
       " 'We',\n",
       " 'want',\n",
       " 'to',\n",
       " 'enter',\n",
       " 'the',\n",
       " 'stadiom',\n",
       " 'to',\n",
       " 'watch',\n",
       " 'the',\n",
       " 'match',\n",
       " 'between',\n",
       " 'Leion',\n",
       " 'club',\n",
       " 'and',\n",
       " 'Paris',\n",
       " 'San',\n",
       " 'German',\n",
       " 'club',\n",
       " '.']"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2a0192ae",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "453e5208",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "e9c9354d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to /Users/Trinity_1/nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n",
      "[nltk_data] Downloading package averaged_perceptron_tagger to\n",
      "[nltk_data]     /Users/Trinity_1/nltk_data...\n",
      "[nltk_data]   Unzipping taggers/averaged_perceptron_tagger.zip.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download(\"punkt\")\n",
    "nltk.download('averaged_perceptron_tagger')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "4a6bd844",
   "metadata": {},
   "outputs": [],
   "source": [
    "pos_text\n",
    "\n",
    "Verb = filter(lambda x:x[1]=='VBZ', pos_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fb8b77b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "pp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "id": "16bbeeba",
   "metadata": {},
   "outputs": [],
   "source": [
    "found_sentences = []\n",
    "found_sentences_ind = []\n",
    "test = []\n",
    "test_ind = []\n",
    "for j in range(len(text)):\n",
    "    test = nltk.word_tokenize(text[j])\n",
    "    \n",
    "    pos_text = nltk.pos_tag(test)\n",
    "    sentence = []\n",
    "    sentences = []\n",
    "    tmp_ind = 0 \n",
    "    for ind, pos in enumerate(pos_text):\n",
    "        flag = False\n",
    "        if pos_text[ind - 1][1] == '.' or ind == 0:\n",
    "            flag = True\n",
    "        if pos[1]=='VBZ' and flag:\n",
    "#             print(pos[0])\n",
    "#             print(ind)\n",
    "            i = 0\n",
    "#             print(pos_text)\n",
    "#             print(len(pos_text))\n",
    "#             print(ind)\n",
    "            while pos_text[ind + i][1] != '.' and ind + i <len(pos_text) - 1:\n",
    "                if '.' in pos_text[ind + i][0]:\n",
    "                    break\n",
    "                elif '?' in pos_text[ind + i][0]:\n",
    "                    sentence = []\n",
    "                else:\n",
    "                    sentence.append(pos_text[ind + i][0])\n",
    "                    test.append(pos_text[ind + i][0])\n",
    "                    test_ind.append(j)\n",
    "                i = i + 1\n",
    "#                 print(i)\n",
    "            sentences.append(' '.join(sentence))\n",
    "            sentence = []\n",
    "    \n",
    "    if len(sentences) > 0:\n",
    "#         print(pos_text)\n",
    "        found_sentences.append(sentences)\n",
    "        found_sentences_ind.append(j)\n",
    "#         print(' '.join(sentence))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "id": "a7149dea",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count = 0 | Id = 325 | Lives in : Jeddah , Saudi Arabi Favorite season : winter Animal : horse Time : night Day : Wednesday Number :\n",
      "count = 1 | Id = 554 | Is this time suit you or not\n",
      "count = 2 | Id = 571 | Is n't it just wonderful\n",
      "count = 3 | Id = 635 | Lives in : Saudi Aribia\n",
      "count = 4 | Id = 665 | Is she beautiful\n",
      "count = 5 | Id = 743 | Is the insurance cover me\n",
      "count = 6 | Id = 799 | Lets eat cake , dance and sing\n",
      "count = 7 | Id = 800 | Is spring it 's usually cloudy and\n",
      "count = 8 | Id = 875 | Sometimes it 's tiring and boring when I work a log time\n",
      "count = 9 | Id = 876 | Is it correct\n",
      "count = 10 | Id = 905 | does the local government fight against discrimination in your province\n",
      "count = 11 | Id = 905 | Is there any law that fight discrimination and punish the unlawful harassment\n",
      "count = 12 | Id = 1410 | Is the unwanted gestures or display of pornographic pictures include the sexual\n",
      "count = 13 | Id = 1439 | IN THE EVENING , I meet friends\n",
      "count = 14 | Id = 1493 | Thanks Ebrahim\n",
      "count = 15 | Id = 1622 | Whats the value of the stolen things\n",
      "count = 16 | Id = 1799 | Lives in : saudi Arabia\n",
      "count = 17 | Id = 2099 | Lets eat cake , dance and sing\n",
      "count = 18 | Id = 2158 | Lets eat cake , dance , play and\n",
      "count = 19 | Id = 2187 | Is it a discrimination when at an interview the employer asks a woman about her marital status\n",
      "count = 20 | Id = 2212 | Sets the table in the morning\n",
      "count = 21 | Id = 2212 | Does ironing on Thursday\n",
      "count = 22 | Id = 2225 | has mother is a frindly women and has father is strongar man\n",
      "count = 23 | Id = 2276 | Lets eat cake , dance and sing\n",
      "count = 24 | Id = 2298 | Sounds like a great idea - pactice doing job interviews to help you get used to the type of questions asked - careers fairs , a good opportunity to meet potential employers - Get out into the world and learn about another culture ( take a gap year ) - a work placement during the university break is a great way to get experience - volunteering is a good way to'improve a CV , Peace Corps sounds\n",
      "count = 25 | Id = 2349 | Lets eat cake , dance and sing\n",
      "count = 26 | Id = 2893 | Plays computer games at 6 pm\n",
      "count = 27 | Id = 2893 | Does gardening in the morning\n",
      "count = 28 | Id = 2893 | Sets the table at 6 p\n",
      "count = 29 | Id = 2965 | IS there any shortage in the laws that fight discrimination crimes\n",
      "count = 30 | Id = 3076 | Dresses\n",
      "count = 31 | Id = 3302 | lets roll\n",
      "count = 32 | Id = 3333 | Thanks\n",
      "count = 33 | Id = 3366 | Is the summer the weather very hot and sunny\n",
      "count = 34 | Id = 3414 | Lets eat cake , dance and sing\n",
      "count = 35 | Id = 3469 | IS your work include evaluation based on the time sppent so could affect woman who take time to get their children from the school\n",
      "count = 36 | Id = 3469 | Is your work require social hours\n",
      "count = 37 | Id = 3558 | Plays computer games at \\\\every sfternoon\n",
      "count = 38 | Id = 3592 | whats your name\n",
      "count = 39 | Id = 3768 | Sounds like a great idea\n",
      "count = 40 | Id = 3815 | Is this method is beneficial for high grade students\n",
      "count = 41 | Id = 3833 | Thanks a lot and best regards\n",
      "count = 42 | Id = 3849 | Translates 500 useful phrases into 50 languages\n",
      "count = 43 | Id = 3910 | Is n't this totally awesome\n",
      "count = 44 | Id = 3911 | Did it affect your performance\n",
      "count = 45 | Id = 4065 | Thinks\n",
      "count = 46 | Id = 4076 | Lives in : Jeddah , Saudia Arabia Favorite : season : summer color : Black animal : small cat time : the morning day : Sunday\n",
      "count = 47 | Id = 4127 | looks like and handsome me\n",
      "count = 48 | Id = 4272 | does n't likes she High sounds\n",
      "count = 49 | Id = 4313 | lets meet friends and eat cake and dance and listen to music nad sing songe nad drink\n",
      "count = 50 | Id = 4455 | Wins the player with the most points\n",
      "count = 51 | Id = 4679 | Item 2 : The manger assign to the tasks to achieve the job which are : a ) Shary contact Alson to ask her about the requirements for the next meeting , b ) Alex with his team must brainstorm some new ideas to discuss it next meeting , c ) booking a table at a Malaysian restaurant as one of the offic party on the end of this month\n",
      "count = 52 | Id = 4841 | Lets eat cake , dance and sing\n",
      "count = 53 | Id = 4944 | Lives in : Riyadh , Saudi Arabia Season : spring Color : blue Animal : dog day : every day Number :\n",
      "count = 54 | Id = 4961 | Items prices as the following : Table : $ 40 Boots : $ 100 Clock : $ 15 Best regards ,\n",
      "count = 55 | Id = 5037 | IN THE evenings I like to watch movies and music programs\n",
      "count = 56 | Id = 5096 | Lets eat cake , watch movie and dance\n",
      "count = 57 | Id = 5157 | Is it means unfair treatment due to certain characters that a person has\n",
      "count = 58 | Id = 5187 | Whats youe name\n",
      "count = 59 | Id = 5310 | Is a woman encouraged to meet clients or invited to social events\n",
      "count = 60 | Id = 5358 | Plays computer games at 6 pm\n",
      "count = 61 | Id = 5358 | Does gardening in the morning\n",
      "count = 62 | Id = 5619 | Is that true she does n't like earrings , phones and dresses\n",
      "count = 63 | Id = 5632 | Is it possible to offer the installment every two months and if yes , Is the interest will be lower\n",
      "count = 64 | Id = 5783 | Plays computer games at 6pm\n",
      "count = 65 | Id = 5783 | Does gardening in the morning\n",
      "count = 66 | Id = 5783 | Sets the table at 6pm\n",
      "count = 67 | Id = 5834 | Imakes the dinner and sets the table everyday in the\n",
      "count = 68 | Id = 5863 | Does gardening in the morning\n",
      "count = 69 | Id = 5863 | sets the table at 6pm\n",
      "count = 70 | Id = 5933 | Is good to hear from you\n",
      "count = 71 | Id = 6071 | Sounds be good let 's meet there\n",
      "count = 72 | Id = 6109 | Is n't gorgeous\n",
      "count = 73 | Id = 6164 | Does ironing in the morning\n",
      "count = 74 | Id = 6164 | Does gardening in the morning\n",
      "count = 75 | Id = 6164 | Feeds the dog again at 4pm every day\n",
      "count = 76 | Id = 6172 | Does the dishes at 7am every day\n",
      "count = 77 | Id = 6172 | Does the laundry on tuesday moorning\n",
      "count = 78 | Id = 6172 | Sets the table at 7:30pm\n",
      "count = 79 | Id = 6172 | Washes the dishes again after we finished dinner\n",
      "count = 80 | Id = 6172 | Does the ironing at 8pm every day\n",
      "count = 81 | Id = 6197 | Lives in : Hail , Saudi Arabia\n",
      "count = 82 | Id = 6217 | Lets eat cake , dance and sing\n",
      "count = 83 | Id = 6423 | Is it because gender , marital status , or because of the pregnancy or maternatiy leave\n",
      "count = 84 | Id = 6496 | Lives in : Baghdad , Iraq Favorite Color : green Animals : tiger Time : night Day : wednesday Number :\n",
      "count = 85 | Id = 6533 | has several uses can be hung on the neck and he wears them on hand , you can hide the screen lid decorated with a metal look like a bracelet\n",
      "count = 86 | Id = 6962 | Thanks a lot\n",
      "count = 87 | Id = 6963 | Thanks a lot\n",
      "count = 88 | Id = 7096 | Is n't it quite spectacular\n",
      "count = 89 | Id = 7121 | Lives in : Onizah , Saudi Arabia\n",
      "count = 90 | Id = 7172 | Is it because he has been unfaithful\n",
      "count = 91 | Id = 7189 | Thees clothes prices are $ 20 for pink jacket , $ 35 for black dress , $ 20 for skirt , $ 15 for blue shirt , $ 40 for gray pants\n",
      "count = 92 | Id = 7283 | Plays basketball everyday in the evening Lama\n",
      "count = 93 | Id = 7392 | Is there any laws protecting me from deceitful like him\n",
      "count = 94 | Id = 7401 | Is the low applied for both male and female as equally\n",
      "count = 95 | Id = 7401 | is the domestic circumstances which related directly by gender consider as discrimination\n",
      "count = 96 | Id = 7401 | Is the verbal and physical discrimination equal by the law\n",
      "count = 97 | Id = 7593 | Is the project government funded\n",
      "count = 98 | Id = 7593 | Is the design complete\n",
      "count = 99 | Id = 7596 | Is there kinds of discrimination\n",
      "count = 100 | Id = 7667 | Feeds the dogs twice a day and then walk three times a\n",
      "count = 101 | Id = 7733 | Is it possible to play in the windy day\n",
      "count = 102 | Id = 7872 | Lives in : Saudi Arabia , Riyadh Favorite Season : spring Color : pink Animal : small bird Time : evening Day : all day Number :\n",
      "count = 103 | Id = 7909 | thanks a lot for that , see you\n",
      "count = 104 | Id = 8269 | Is very nice city\n",
      "count = 105 | Id = 8366 | Has a gray jacket\n",
      "count = 106 | Id = 8366 | Has a pink shirt and black skirt\n",
      "count = 107 | Id = 8439 | is this shirt 25 dollars or 20 dollars\n",
      "count = 108 | Id = 8442 | Lets eat cake , listen to music and sing\n",
      "count = 109 | Id = 8669 | Lets eat cake , Watch movie and have fun\n",
      "count = 110 | Id = 8800 | lets eat cake , dance and sing songs\n",
      "count = 111 | Id = 8834 | Lets eat cake , dance and sing\n",
      "count = 112 | Id = 8872 | Skirts 15 $\n",
      "count = 113 | Id = 8982 | Does gardening in the morning\n",
      "count = 114 | Id = 9220 | Thanks a lot in advance\n",
      "count = 115 | Id = 9224 | Gonuts\n",
      "count = 116 | Id = 9227 | Looks like youve found the right place to live in , with a fascinating rustic-styled house in the Pacific Heights\n",
      "count = 117 | Id = 9239 | Lets celebrate and eat cake and dance , sing\n",
      "count = 118 | Id = 9270 | lets eat pizza and cake\n",
      "count = 119 | Id = 9633 | Lets pretend it never happened\n",
      "count = 120 | Id = 9894 | Lives in : Jordan\n",
      "count = 121 | Id = 10127 | Lives in : Riyadh , Saudi Arabia Favorite Season : spring Color : purple Animal : parrot Time : morning Day : Thursday Number :\n",
      "count = 122 | Id = 10233 | Is there a vacancy for your work according to my qualifications\n",
      "count = 123 | Id = 10247 | Is the meaning of the word dream\n",
      "count = 124 | Id = 10285 | Is not true\n",
      "count = 125 | Id = 10347 | Invitees number : thirty people of George 's friends\n",
      "count = 126 | Id = 10358 | Shes a housewife\n",
      "count = 127 | Id = 10361 | Georges wearing a red and gray jacket and red shoes , Hes handsome isnt he\n",
      "count = 128 | Id = 10548 | Is starts at 7 o'clock\n",
      "count = 129 | Id = 10594 | lets dance , sing , eat , and drink\n",
      "count = 130 | Id = 10638 | does laundry on tuesday afternoon\n",
      "count = 131 | Id = 10764 | Sometimes it 's cool in the evening\n",
      "count = 132 | Id = 10831 | Is every thing ok\n",
      "count = 133 | Id = 11017 | comes for the price of 270 $\n",
      "count = 134 | Id = 11167 | Does gardening in the morning\n",
      "count = 135 | Id = 11167 | Sets the table at 6pm\n",
      "count = 136 | Id = 11249 | Turns out it was a wig , the woman was a teenage boy\n",
      "count = 137 | Id = 11253 | prepares the childs school 's waring every day\n",
      "count = 138 | Id = 11253 | makes coffee every morning\n",
      "count = 139 | Id = 11253 | does yoga once a weak\n",
      "count = 140 | Id = 11309 | Is n't it exciting to deal with nature and animals\n",
      "count = 141 | Id = 11310 | Is the retirement ages same for both male and female or is different for each of them\n",
      "count = 142 | Id = 11496 | Waters the plants before go to bed\n",
      "count = 143 | Id = 11673 | Is n't that totally exhilirating\n",
      "count = 144 | Id = 11675 | Thanks a lot\n",
      "count = 145 | Id = 11716 | Lives in : Riyadh , Saudi Favorite Season : spring Time : evening Day : friday Number :\n",
      "count = 146 | Id = 11761 | somtimes the snowy is fall In autumn the weather is windy We go to the park in the spring\n",
      "count = 147 | Id = 11799 | Lets eat cake , dance and sing\n",
      "count = 148 | Id = 11802 | Lives in : Riyadh , Saudi Favorite : season : spring color : pink animal : cat time : morning Number:5 I can swim but I ca n't play chess\n",
      "count = 149 | Id = 11821 | Does your unemployment have any relation with discrmination\n",
      "count = 150 | Id = 11968 | Takes out the trash once a week\n",
      "count = 151 | Id = 11995 | Lives in : the KSA\n",
      "count = 152 | Id = 12046 | Sets the table at 8pm\n",
      "count = 153 | Id = 12606 | Guests ; 15\n",
      "count = 154 | Id = 13080 | Sometimes it rains\n",
      "count = 155 | Id = 13255 | Lets eat birthday cake and drink a juice\n",
      "count = 156 | Id = 13290 | Thanks a lot\n",
      "count = 157 | Id = 13600 | plays computer games at 6pm\n",
      "count = 158 | Id = 13600 | Does gardening in the\n",
      "count = 159 | Id = 13607 | Sometimes It rains a lot too\n",
      "count = 160 | Id = 13631 | Lets eat cake , dance and sing\n",
      "count = 161 | Id = 13707 | Is it OK for you\n",
      "count = 162 | Id = 13707 | Lets me know , see you soon\n",
      "count = 163 | Id = 13722 | Lets eat cake , dance and sing\n",
      "count = 164 | Id = 13734 | Lives in : Jeddah , Saudi Arabia Favorite season : winter colo : grey animal : cat time : morning day : Thursday Number :\n",
      "count = 165 | Id = 13867 | Theres nothing wrong with dreams\n",
      "count = 166 | Id = 13920 | does her homework at 5pm\n",
      "count = 167 | Id = 13920 | feeds the turtle twice a day\n",
      "count = 168 | Id = 13972 | Lives in : Jeddah , Saudi Arabia Favorite season : spring Animal : cat Time : morning Day : Monday Number :\n",
      "count = 169 | Id = 14077 | Yours\n",
      "count = 170 | Id = 14100 | Sometimes the monkey it 's very naughty\n",
      "count = 171 | Id = 14119 | Lets eat cake , dance and sing\n",
      "count = 172 | Id = 14142 | Is that convince you\n",
      "count = 173 | Id = 14543 | Is sex discrimination more common in some institutions than others\n",
      "count = 174 | Id = 14820 | Lives in : Saudi Arabia , Admmam Favorite Season : winter Time : every day\n",
      "count = 175 | Id = 14839 | Lets eat rice and drink\n",
      "count = 176 | Id = 14971 | Lives In : Jeddah , KSA Favorit Season : Spring Animal : Horse Time : morning Day : Wednesday Nomber :\n",
      "count = 177 | Id = 15072 | Thats the reason why Century has managed to be one of the top three watchmakers worldwide\n",
      "count = 178 | Id = 15080 | Is it worth it to go to juvenile detention\n",
      "count = 179 | Id = 15095 | is it applied\n",
      "count = 180 | Id = 15099 | Turns out it was a wig\n",
      "count = 181 | Id = 15128 | Lets dance , sing eat cake and drink\n",
      "count = 182 | Id = 15190 | guys The clothes store a sale\n",
      "count = 183 | Id = 15300 | Is n't that just great\n",
      "count = 184 | Id = 15437 | Plays computer games at 6pm\n",
      "count = 185 | Id = 15437 | Does gardening in the morning\n",
      "count = 186 | Id = 15437 | Sets the table at 6 pm\n",
      "count = 187 | Id = 15564 | Lets eat cake , dance and sing\n",
      "count = 188 | Id = 15737 | Lets eat cake and dance\n",
      "count = 189 | Id = 16058 | plays computer games at 6:00pm\n",
      "count = 190 | Id = 16058 | does gardening in the morning\n",
      "count = 191 | Id = 16058 | sets the table at 6:00pm\n",
      "count = 192 | Id = 16293 | thats\n",
      "count = 193 | Id = 16439 | Sometimes it 's difficult because I have to work long hours\n",
      "count = 194 | Id = 16542 | plays computer games at 7 pm every evening\n",
      "count = 195 | Id = 16542 | Does gardening in the morning\n",
      "count = 196 | Id = 16542 | sets the tabel at 7 pm\n",
      "count = 197 | Id = 16558 | is sunny and very hot , we play soccer and go swimming , In winter it 's cold and sometime rainy , In Autumn and spring are both cool , we wear in winter big coats , sweaters , and hats\n",
      "count = 198 | Id = 16566 | Lives in : Saudi Arabia , Riyadh Favorite Season : Winter Animal : cat Time : evening Day : Friday Number :\n",
      "count = 199 | Id = 16659 | Plays computer at 6pm in the , everyday\n",
      "count = 200 | Id = 16659 | Does gardening in the\n",
      "count = 201 | Id = 16659 | Sets the at 6pm every evening\n",
      "count = 202 | Id = 16690 | sneakears it 's $\n",
      "count = 203 | Id = 16757 | Lets eat cake , watch TV and listen to music\n",
      "count = 204 | Id = 16798 | Lets eat cake , dance and sing\n",
      "count = 205 | Id = 16806 | Does the employer treats women less favorably than amen\n",
      "count = 206 | Id = 16902 | Is there anything else I should be aware of\n",
      "count = 207 | Id = 16962 | Is meeting a client in a social events discrimination\n",
      "count = 208 | Id = 16962 | Is harassment increasing or decreasing now a days\n",
      "count = 209 | Id = 16962 | Is it legal for two co-workers to have a relationship\n",
      "count = 210 | Id = 16962 | Is all works fully educated about these type of behavior\n",
      "count = 211 | Id = 17123 | Im a teacher\n",
      "count = 212 | Id = 17138 | Im a manager\n",
      "count = 213 | Id = 17256 | Im a housewife\n",
      "count = 214 | Id = 17260 | Always I take breaks\n",
      "count = 215 | Id = 17343 | Is n't hard to decide whether you consider something as an indirect discrimination since it involved judging on the intentions\n",
      "count = 216 | Id = 17343 | Is gender discrimination a serious issue in the United states of America\n",
      "count = 217 | Id = 17361 | Does the woman give alot of effort than the man after return of work\n",
      "count = 218 | Id = 17474 | Thanks a lot\n",
      "count = 219 | Id = 17477 | Thanks a lot\n",
      "count = 220 | Id = 17515 | is # # # # # # # # #\n",
      "count = 221 | Id = 17535 | plays the basketball every day\n",
      "count = 222 | Id = 17535 | reads newspaper on friday morning\n",
      "count = 223 | Id = 17591 | Lets eat cake , dance and sing\n",
      "count = 224 | Id = 17702 | Always she sets the table at 6pm\n",
      "count = 225 | Id = 17728 | does gardening in the morning feed the dog at 5 pm every day walk the dog in the afternoon set the table at 6pm\n",
      "count = 226 | Id = 17734 | Thanks a lot\n",
      "count = 227 | Id = 17751 | Lives in : Riyadh , Saudi Arabia Favorite Season : winter Color : black Animal : tortoise Time : morning Day :\n",
      "count = 228 | Id = 17786 | Does the laundery on sunday\n",
      "count = 229 | Id = 17786 | Does the garden once a a year\n",
      "count = 230 | Id = 17794 | Skirts 9 $\n",
      "count = 231 | Id = 17943 | holds honors degree in electrical engineering\n",
      "count = 232 | Id = 18020 | Iam a teacher\n",
      "count = 233 | Id = 18026 | sometimes it 's hard because i do n't sit at a desk and i work long hours\n",
      "count = 234 | Id = 18182 | Thanks a lot\n",
      "count = 235 | Id = 18196 | Lives : Dubai , United Arab Emirates\n",
      "count = 236 | Id = 18250 | Sometimes it rains so bring raincoat and suncreen\n",
      "count = 237 | Id = 18344 | is married\n",
      "count = 238 | Id = 18344 | is thirty-two years old\n",
      "count = 239 | Id = 18344 | is eight years old\n",
      "count = 240 | Id = 18419 | Sets the table at 5:00 PM\n",
      "count = 241 | Id = 18419 | Does the gardening in the morning\n",
      "count = 242 | Id = 18419 | Does the laundry on Tuesday afternoon\n",
      "count = 243 | Id = 18451 | Lets eat cake , dance and sing\n",
      "count = 244 | Id = 18463 | Im a teachar iworks english teach\n",
      "count = 245 | Id = 18472 | Im a teacher\n",
      "count = 246 | Id = 18521 | Lets eat cake , dance and sing\n",
      "count = 247 | Id = 18554 | Is ther any men working with you in the same office\n",
      "count = 248 | Id = 18756 | Washes the dishes and dry\n",
      "count = 249 | Id = 18756 | Walks the dog every day\n",
      "count = 250 | Id = 18756 | Washes the dog fur on Saturday and taks him to the bed at 7o'clock evening\n",
      "count = 251 | Id = 19064 | lives in : saudi arabia , Riyadh favoraite season : summer animal : cat time : morning day : monday nimber : 6 color :\n",
      "count = 252 | Id = 19124 | Lets eat cake , dance and sing\n",
      "count = 253 | Id = 19302 | Thes what we do\n",
      "count = 254 | Id = 19309 | Theres so much to dh in it\n",
      "count = 255 | Id = 19310 | Thinks for your questions Best wishes\n",
      "count = 256 | Id = 19327 | Plays computer games at 7am\n",
      "count = 257 | Id = 19327 | Does the laundry and ironing the clothes every tuesday\n",
      "count = 258 | Id = 19327 | Does the gardening every day\n",
      "count = 259 | Id = 19423 | plays computer games on the evening\n",
      "count = 260 | Id = 19423 | mops the floor every week\n",
      "count = 261 | Id = 19423 | does laundry on thursday afternoon\n",
      "count = 262 | Id = 19635 | is beautiful in spring , summer , autumn and winter\n",
      "count = 263 | Id = 19760 | Lets eat cake , dance and sing\n",
      "count = 264 | Id = 20097 | Sometimes we would rather not change things even though they are improved\n",
      "count = 265 | Id = 20220 | Lives in : Egypt Favorite : season : Summer color : Green time : Evening day : Friday I can play chess but I ca n't do\n",
      "count = 266 | Id = 20417 | Lives in : Yanbu , in Saudi Arabia\n",
      "count = 267 | Id = 20502 | Is Saturday good for you\n",
      "count = 268 | Id = 20658 | lets eat cake sing song and dance\n",
      "count = 269 | Id = 20705 | Geordies search for missing the Internet and high-speed\n",
      "count = 270 | Id = 20705 | Contains special recipes : not broad nor bgosairh contain multimedia and mony site and has severed colors including red , green and yello\n",
      "count = 271 | Id = 20731 | Lets eat cake , play computer games , And watch movies\n",
      "count = 272 | Id = 20742 | Lives in : Alkhobar , Saudi Arabia\n",
      "count = 273 | Id = 21351 | is fabulous\n",
      "count = 274 | Id = 21431 | Yours\n",
      "count = 275 | Id = 21467 | Lets eat cake , dance and sing and listen to music\n",
      "count = 276 | Id = 21504 | Lets eat cake , dance and sing\n",
      "count = 277 | Id = 21511 | sometimes it 's difficult\n",
      "count = 278 | Id = 21547 | plays computer games at 6pm\n",
      "count = 279 | Id = 21737 | Is gender equality still a hot topic in the UAE\n",
      "count = 280 | Id = 22070 | Is n't that amazing\n",
      "count = 281 | Id = 22240 | is stay here with me and sleeping 7 hours best regards atta\n",
      "count = 282 | Id = 22409 | Is there ruls in US law if a victime complained in court\n",
      "count = 283 | Id = 22420 | \n",
      "count = 284 | Id = 22424 | Is it Friday or Saturday\n",
      "count = 285 | Id = 22971 | Thanks the lovely gift\n",
      "count = 286 | Id = 22974 | Is really amazing city\n",
      "count = 287 | Id = 23121 | is tall and thin\n",
      "count = 288 | Id = 23258 | is played by James\n",
      "count = 289 | Id = 23258 | is photographer , but his leg is\n",
      "count = 290 | Id = 23258 | begins using his camera to fight\n",
      "count = 291 | Id = 23298 | Is sexual harassment includes under direct discrimination or indirect discrimination\n",
      "count = 292 | Id = 23357 | Im a Teacher\n",
      "count = 293 | Id = 23454 | IN THE EVENING I PLAY FOOTBALL WITH MY FRIENDS , AND I HAVE DINNER WITH MY FAMILY AT 8 O'CLOCK\n",
      "count = 294 | Id = 23542 | Terrorists people , backward people , they covered their women and do n't respect them ' In fact , women in Saudi Arabia are lucky , They like the queens on Europe , you ca n't touch strange woman I mean & quot ; Woman not from your family & quot ;\n",
      "count = 295 | Id = 24005 | Iam a housewife\n",
      "count = 296 | Id = 24100 | washes the dishes every day\n",
      "count = 297 | Id = 24100 | Does the homework every night at 8 pm\n",
      "count = 298 | Id = 24205 | Turns out it was a wig and the young woman wasnt a young woman at all , but a teenage boy\n",
      "count = 299 | Id = 24307 | Lets eat cake , dance , and sing song\n",
      "count = 300 | Id = 24332 | begins using his camera to fight evil\n",
      "count = 301 | Id = 24466 | Does it interesting for you\n",
      "count = 302 | Id = 24495 | Lives in : Saudi Arabia\n",
      "count = 303 | Id = 24585 | Iam a student\n",
      "count = 304 | Id = 24867 | Guys the online catalog has Amazing clothing offers\n",
      "count = 305 | Id = 24883 | Thanks a lot see you soon\n",
      "count = 306 | Id = 24903 | Plays computer games at 6\n",
      "count = 307 | Id = 24903 | Does gardening in the morning\n",
      "count = 308 | Id = 24903 | Sets the table always at 6\n",
      "count = 309 | Id = 24908 | sounds spectacular , huh\n",
      "count = 310 | Id = 25108 | is played by james Stewart\n",
      "count = 311 | Id = 25127 | Does the laundry once a month\n",
      "count = 312 | Id = 25127 | watches moves every day\n",
      "count = 313 | Id = 25135 | is live madinah my sister is twnty-four\n",
      "count = 314 | Id = 25135 | is live jedah\n",
      "count = 315 | Id = 25187 | Takes the dogs for a walk twice times every day 8:30 AM and 8 o'clock PM\n",
      "count = 316 | Id = 25361 | Is not too useful because it is based only in entertaining and news , i strongly that it is should be more educational but i saw in this month one short program in Dubai channel talk about how to improve yourself , i think they should increase the program in same field\n",
      "count = 317 | Id = 25447 | Lets eat cake , drink juice , dance and sing and watch movie\n",
      "count = 318 | Id = 25481 | Is it a necessity to face a murder in order to get the attention of our government\n",
      "count = 319 | Id = 25596 | Is there a problem if i use & quot ; British & amp ; American & quot ; words in the same passage\n",
      "count = 320 | Id = 25638 | Lives in : Jeddah , Saudi Arabia\n",
      "count = 321 | Id = 25699 | Is there free wireless internet\n",
      "count = 322 | Id = 25736 | Lets eat cake , dance and sing\n",
      "count = 323 | Id = 25793 | is played by james stewart\n",
      "count = 324 | Id = 25793 | is photographer , but his leg is borken\n",
      "count = 325 | Id = 25793 | begins using his camera to fight evil\n",
      "count = 326 | Id = 25839 | Is it a good idea to add this animal to the cards\n",
      "count = 327 | Id = 25845 | Im a student , i talk on the phone with my friends and send some emails to my teachers\n",
      "count = 328 | Id = 25948 | Does the laundry and ironing on Sunday morning\n",
      "count = 329 | Id = 26108 | Is that true\n",
      "count = 330 | Id = 26374 | Has a lot of tall buildings\n",
      "count = 331 | Id = 26524 | has fresh fish and salad good and breakfast is very good not expensive\n",
      "count = 332 | Id = 26822 | is going to be a scientist in physics\n",
      "count = 333 | Id = 26837 | is n't that , ofcourse because robot do not do mistakes people do robots do not get tired people get , robots do not ge boring people get and alot of defferences make the robots much better in some positions not at all\n",
      "count = 334 | Id = 26838 | ofcourse no for example person like bill gates everyone know about him but someone like jimy swagart maybe little people knowing about him\n",
      "count = 335 | Id = 26938 | yours khalid\n",
      "count = 336 | Id = 26964 | plays computer at\n",
      "count = 337 | Id = 26964 | Does gardenning in the morning\n",
      "count = 338 | Id = 27022 | Thanks a lot\n",
      "count = 339 | Id = 27180 | Lets eat cake , dance and sing\n",
      "count = 340 | Id = 27202 | Sits a happy man and woman\n",
      "count = 341 | Id = 27213 | becoues most of childrein stopped buight the toys and prefer buying video games\n",
      "count = 342 | Id = 27287 | Is a city of peace and Islam , Its beautiful heritage , people are always smiling\n",
      "count = 343 | Id = 27556 | Is advertising in the Journal useful\n",
      "count = 344 | Id = 27564 | * the talk about women 's rights in my country is painful for the soul and mind , could n't be restricted it in 150 characters\n",
      "count = 345 | Id = 27625 | Is it nice city\n",
      "count = 346 | Id = 27817 | is about 400 km from jeddah , it 's has amauntents and a lot of hillis\n",
      "count = 347 | Id = 27851 | sometimes it 's difficult , but i interesting in it so much , because i love childrens\n",
      "count = 348 | Id = 27852 | Plays computer games at 6pm\n",
      "count = 349 | Id = 27852 | Does gardening in the morning\n",
      "count = 350 | Id = 27852 | Sets the table at 6pm\n",
      "count = 351 | Id = 27986 | Gets up at 7am\n",
      "count = 352 | Id = 27986 | Sets the table at 8 :30 pm\n",
      "count = 353 | Id = 27987 | Guests :12\n",
      "count = 354 | Id = 28036 | Thieves broke into the Jewelry Store on Sunday night , and stole all the jewelry in the store\n",
      "count = 355 | Id = 28172 | is a kichen , ameeting room , a few restrooms and a lot of windows\n",
      "count = 356 | Id = 28220 | Does n't it sound absolutely exciting\n",
      "count = 357 | Id = 28281 | lets eat alots of cake and snacks and play card games and dance\n",
      "count = 358 | Id = 28461 | Goes to the hospital once daily\n",
      "count = 359 | Id = 28461 | Does the housework every day\n",
      "count = 360 | Id = 28461 | Washes the dishes every evening\n",
      "count = 361 | Id = 28461 | Does the ironing on Saturday\n",
      "count = 362 | Id = 28461 | Pays the pills every month\n",
      "count = 363 | Id = 28567 | is the the promotion given equally for both women and men\n",
      "count = 364 | Id = 28764 | Is there a movie theater near you\n",
      "count = 365 | Id = 29078 | Is about 400 kilometers from Riyadh\n",
      "count = 366 | Id = 29192 | is played by James Stewart\n",
      "count = 367 | Id = 29192 | is a photograper , but his leg is broken\n",
      "count = 368 | Id = 29364 | Is the gender equality still a hot topic in the media\n",
      "count = 369 | Id = 29627 | Has a delicious\n",
      "count = 370 | Id = 29631 | Sometimes the small shops are cheaper than the department stores or mall\n",
      "count = 371 | Id = 29650 | is characterized by gentle atmosphere , mountains green as it 's located beside the Indian Ocean\n",
      "count = 372 | Id = 29654 | Plays computer games at 6pm\n",
      "count = 373 | Id = 29654 | Does gardening in the morning\n",
      "count = 374 | Id = 29654 | Sets the table at 6pm\n",
      "count = 375 | Id = 29667 | Thieves broke into Al Mussali jewlery on sunday night and stole & quot ; necklace and some diamonds & quot ;\n",
      "count = 376 | Id = 29699 | Plays computer games at 6pm\n",
      "count = 377 | Id = 29714 | sometimes she 's a lazy bot always shs 's funny\n",
      "count = 378 | Id = 29729 | Is the gender difference a key concern in my country\n",
      "count = 379 | Id = 29750 | is easy and saves time for me\n",
      "count = 380 | Id = 29793 | Does not allow him to see the children around him g was a really fun game\n",
      "count = 381 | Id = 30112 | Is not expinsev\n",
      "count = 382 | Id = 30159 | is a photographer , but his leg is broken\n",
      "count = 383 | Id = 30379 | Is about 1200 kilometers from the Red Sea and about 450 kilometers from the Gulf Arabia\n",
      "count = 384 | Id = 30508 | Is played by james stewart\n",
      "count = 385 | Id = 30508 | is a photographer , but his leg is broken\n",
      "count = 386 | Id = 30508 | begins using his camera to fight evil\n",
      "count = 387 | Id = 30628 | Is very common to see people for all age , specially many women than men\n",
      "count = 388 | Id = 30641 | Is too bad smoke in front of the people , specialy in a close area\n",
      "count = 389 | Id = 30842 | theres an italian restaurant across the street\n",
      "count = 390 | Id = 30857 | Theres an italian restaurant across the street\n",
      "count = 391 | Id = 30857 | Theres a library and a big department store\n",
      "count = 392 | Id = 31016 | Is That Good For You\n",
      "count = 393 | Id = 31081 | Is there anything I miss , let me know\n",
      "count = 394 | Id = 31129 | Thats the reason why Century has managed to be one of the top watchmakers worldwide\n",
      "count = 395 | Id = 31218 | is played by madlen johns and norah\n",
      "count = 396 | Id = 31385 | Im a store manager for THE BODY SHOP company\n",
      "count = 397 | Id = 31433 | sometimes it can rain\n",
      "count = 398 | Id = 31585 | Is gender equality still a hot topic in the UK\n",
      "count = 399 | Id = 31748 | Whats most important , live every day as if it were I last , and take care of my health\n",
      "count = 400 | Id = 31852 | has 4 bedroom\n",
      "count = 401 | Id = 31955 | theres a school , hospital , Indian Restaurant , shopping center and a coffee shop\n",
      "count = 402 | Id = 31958 | Is one of the mandates of the United\n",
      "count = 403 | Id = 31959 | Is very expensive but deserve it\n",
      "count = 404 | Id = 31965 | Is very modern and overlooking the sea\n",
      "count = 405 | Id = 31966 | Is a beautiful event , I became uncle and\n",
      "count = 406 | Id = 32477 | Is it expensive , where i can live , what is the kind of food , and what is the good restaurant in the PA\n",
      "count = 407 | Id = 32717 | Is has soup and fresh salad\n",
      "count = 408 | Id = 32856 | is gender equality still a hot topic in the ksa\n",
      "count = 409 | Id = 33023 | Is gender equality important in Saudi Arabia\n",
      "count = 410 | Id = 33199 | is played by Sylvester Stallone\n",
      "count = 411 | Id = 33199 | is played by Arnold\n",
      "count = 412 | Id = 33251 | Theres bookstore next to supermarket\n",
      "count = 413 | Id = 33251 | Theres a library in font of bank\n",
      "count = 414 | Id = 33331 | Distributes business employees equal , I am very lucky Presidents very disciplined in working time of entry and exit , resolute in action and non-courtly , treats everyone equal\n",
      "count = 415 | Id = 33447 | Always\n",
      "count = 416 | Id = 33457 | is work by gasoline so that we could not getting air and water quality\n",
      "count = 417 | Id = 33634 | lets talk about the tower crane , how to built the new skyscraper without it , its impossible\n",
      "count = 418 | Id = 33655 | is outside job i think that what you looking for you will be dealing with animals preparing thier food pay is totally spectacular $ 50,000 benefit full accident insurance one month holiday every year , regular trip to Florida to observe willd crocodiles by far is almost exhilarating job dont miss it i dont think you could find a better position then that , good luck let me know what is going to be your decision\n",
      "count = 419 | Id = 33920 | Is big house\n",
      "count = 420 | Id = 34108 | Always she sing for me\n",
      "count = 421 | Id = 34159 | Has a great director to work and Humicabna two I love my breaths but delirious Director hated my job and I want to move from\n",
      "count = 422 | Id = 34242 | Is abut 300 km west from Arabic coast , and abut 900 km east from Mecca\n",
      "count = 423 | Id = 34244 | Begins with prayers called & quot ; Ead prayers & quot ; , then Begin the popular festivals\n",
      "count = 424 | Id = 34353 | is about 1900 SAR for night\n",
      "count = 425 | Id = 34652 | -Is the gender could added points for your promotion\n",
      "count = 426 | Id = 34819 | Has a Fresh salad , And chicken salad you like\n",
      "count = 427 | Id = 34900 | is about 200 kilometers from the red sea cost\n",
      "count = 428 | Id = 35145 | is playing a big role in these days , depending to those whose are running the TV\n",
      "count = 429 | Id = 35153 | Days come I did n't know what happened she looked like a wonderful and very smart , well I something happened to me It was love think of her every minute\n",
      "count = 430 | Id = 35236 | is played by James Stewart\n",
      "count = 431 | Id = 35236 | is a photographer , but his leg is broken\n",
      "count = 432 | Id = 35849 | is freely city close to the Gulf\n",
      "count = 433 | Id = 35874 | is played by James Stewart\n",
      "count = 434 | Id = 35874 | is a photographer , but his leg is broken\n",
      "count = 435 | Id = 35874 | begins using his camera to fight evil\n",
      "count = 436 | Id = 35937 | Is questionable\n",
      "count = 437 | Id = 36022 | theres a big park in KSA , and there is a building Kingdom\n",
      "count = 438 | Id = 36100 | Theives broke in a jewellry shop and stole lots of gold and diamonds\n",
      "count = 439 | Id = 36128 | is about 350 kilometers from Riyadh\n",
      "count = 440 | Id = 36135 | -Needs some restoration\n",
      "count = 441 | Id = 36256 | is played by Dived nebd\n",
      "count = 442 | Id = 36256 | is a photographer , but his leg is broken\n",
      "count = 443 | Id = 36673 | Is lasts for whole month and is the most famous event in The JOUF city\n",
      "count = 444 | Id = 36786 | Is this because you of your phobia\n",
      "count = 445 | Id = 36794 | Seconds later I heard her speaking to a colleague , complaining about a bug standing on the screen\n",
      "count = 446 | Id = 37132 | Does Women discriminated more than men , and Why\n",
      "count = 447 | Id = 37139 | Always people said that life is short , come in\n",
      "count = 448 | Id = 37625 | Is that\n",
      "count = 449 | Id = 37716 | is photographer , but his arm is broken\n",
      "count = 450 | Id = 37753 | has eyes is black\n",
      "count = 451 | Id = 37847 | is n't he\n",
      "count = 452 | Id = 38318 | Is it the time we recognize the difference between men and women gender\n",
      "count = 453 | Id = 38321 | Is bungee really a sport\n",
      "count = 454 | Id = 38349 | theres a supermarket and bigWarehouses\n",
      "count = 455 | Id = 38349 | theres a coffe shop and a good kabsa ( rise ) place\n",
      "count = 456 | Id = 38389 | Businesses that sell green products have to conserve natural resources as much as possible by using organic , recycled and biodegradable materials in their products and packaging\n",
      "count = 457 | Id = 38441 | Im a successful teacher who proved herself through two years only\n",
      "count = 458 | Id = 38460 | Thats the reason why Century has managed to be one of the top watchmakers among high classes worldwide\n",
      "count = 459 | Id = 38609 | theres an ltalian restaurant acrossthe\n",
      "count = 460 | Id = 38880 | theres park between library and movie thearer\n",
      "count = 461 | Id = 38880 | theres big school in front of playground\n",
      "count = 462 | Id = 38940 | writes at the head of every line\n",
      "count = 463 | Id = 39063 | Thieves stole our neighbor 's money\n",
      "count = 464 | Id = 39307 | Is strict traditinal values hot topic in Saudi Arabia\n",
      "count = 465 | Id = 39335 | Thanks\n",
      "count = 466 | Id = 39496 | Is very difficult to get a house in a rich country\n",
      "count = 467 | Id = 39634 | Theres a big gym near the park\n",
      "count = 468 | Id = 39636 | Is n't that totally exhilarating\n",
      "count = 469 | Id = 39665 | is\n",
      "count = 470 | Id = 39804 | Iam a hardworking , organized and motivated person , and I think I will be very helpful for your company if I joined to you\n",
      "count = 471 | Id = 39839 | is to blocks\n",
      "count = 472 | Id = 39840 | is the next the sea and city\n",
      "count = 473 | Id = 40340 | is care with rights between the gender and it has many instrucation and systems for how can give each other rights without injustice either\n",
      "count = 474 | Id = 40398 | Is there diffrences between gender in UAE in work\n",
      "count = 475 | Id = 40473 | is a Lieutenant in the\n",
      "count = 476 | Id = 40538 | is right that women are half of the socity\n",
      "count = 477 | Id = 40557 | Thats all :\n",
      "count = 478 | Id = 41008 | Is gender equality still a hot topic in Saudi Arabia\n",
      "count = 479 | Id = 41071 | Is n't that just great\n",
      "count = 480 | Id = 41094 | Is leadership skill or a science\n",
      "count = 481 | Id = 41356 | Is there an interest in gender equality in the new century in Saudi Arabia\n",
      "count = 482 | Id = 41499 | Is there any new things happens with you\n",
      "count = 483 | Id = 41584 | Is it all about equal opportunity for women at workplace\n",
      "count = 484 | Id = 41605 | Is there are free wireless internet\n",
      "count = 485 | Id = 41682 | is the my office , there are a lot of a desks and computers , that at right is the kitchen\n",
      "count = 486 | Id = 41798 | Is it too bad\n",
      "count = 487 | Id = 41911 | Is weather terrible\n",
      "count = 488 | Id = 41911 | is there any museum near to you\n",
      "count = 489 | Id = 41942 | is a photographer , but his leg is broken\n",
      "count = 490 | Id = 42038 | is he tall , ans very intelligent\n",
      "count = 491 | Id = 42050 | Is an area famous fot the cultivation of palm\n",
      "count = 492 | Id = 42084 | Is gender equality still a hot topic in the KSA\n",
      "count = 493 | Id = 42103 | Businesses that sell green products have to conserve natural resources as much as possible by using organic , recycled and biodegradable materials in their products and packaging\n",
      "count = 494 | Id = 42409 | Is the country ready for a real democracy\n",
      "count = 495 | Id = 42525 | is not crowding too streets is not crowding Zulfi as a great\n",
      "count = 496 | Id = 42564 | Does it work with you\n",
      "count = 497 | Id = 42609 | Sometimes it 's just confusing to clearly distinguish between what is most important and less critical , but in general , I believe that honesty and empathy will result in a good team building\n",
      "count = 498 | Id = 42713 | is played by James Stewart\n",
      "count = 499 | Id = 42713 | is a photographer , but his leg is broken\n",
      "count = 500 | Id = 42713 | begins using his camera to fight evil\n",
      "count = 501 | Id = 42775 | is there any kind of gender equality in my country Syria\n",
      "count = 502 | Id = 42803 | Is beautiful , his between big and small city and Crowded\n",
      "count = 503 | Id = 42855 | Is friendly and playful\n",
      "count = 504 | Id = 42860 | Loves the people in our neighborhood very large library ( Jarir Bookstore ) they contain electronic devices as well , but they are expensive\n",
      "count = 505 | Id = 42925 | Applebees the best resturant\n",
      "count = 506 | Id = 43081 | Is gender equality still a hot topic in the UK\n",
      "count = 507 | Id = 43141 | Whats about sports\n",
      "count = 508 | Id = 43144 | Theres a library and a big department store\n",
      "count = 509 | Id = 43144 | Theres a coffee shop and a good pizza place\n",
      "count = 510 | Id = 43160 | is blayed by James Stewart\n",
      "count = 511 | Id = 43160 | begins using his camera to fight evil\n",
      "count = 512 | Id = 43650 | is about 300 KM from Riyadh\n",
      "count = 513 | Id = 43717 | Is gender equality is important\n",
      "count = 514 | Id = 43790 | Is played by bruce willece\n",
      "count = 515 | Id = 44113 | Theres an English restaurant near the library\n",
      "count = 516 | Id = 44113 | Theres a park and a good pizza place\n",
      "count = 517 | Id = 44138 | starts concert at 9\n",
      "count = 518 | Id = 44251 | is about 550 KM from Riyad Capital , and north Dammam\n",
      "count = 519 | Id = 44577 | is there equality with men\n",
      "count = 520 | Id = 44772 | Is one day in origin , but often continue the celebrations to three days and probably more than that\n",
      "count = 521 | Id = 44772 | Begins the celebration better wear new clothes and then go to the Eid prayer and be after sunrise 10 or 15 minutes\n",
      "count = 522 | Id = 44914 | Theres not much of a change in mood\n",
      "count = 523 | Id = 44998 | has a some chair and desk\n",
      "count = 524 | Id = 45230 | Is gender equality still a hot topic in the KSA\n",
      "count = 525 | Id = 45246 | is about 170 km from damma\n",
      "count = 526 | Id = 45399 | Is the gender equality still a hot topic in the Kuwait\n",
      "count = 527 | Id = 45485 | Theres a computer on my desk\n",
      "count = 528 | Id = 45485 | Theres a chiar\n",
      "count = 529 | Id = 45669 | Thieves broke into on Friday night and stole an 17th-centyry Egyptian\n",
      "count = 530 | Id = 46032 | is gender equality still a hot topic in the Uk\n",
      "count = 531 | Id = 46109 | Is gender equality still a hot topic in the UK\n",
      "count = 532 | Id = 46265 | Is there a cinema near you\n",
      "count = 533 | Id = 46345 | Is about 1500 km from center Saudi Arabia ( Riyadh )\n",
      "count = 534 | Id = 46457 | Theres no broke , spraines and bruis I just ca n't sleep for three day 's\n",
      "count = 535 | Id = 46608 | is played by James Stewart\n",
      "count = 536 | Id = 46608 | is a photographer , but his leg is broken\n",
      "count = 537 | Id = 46608 | begins using his camera to fight evil\n",
      "count = 538 | Id = 46615 | Is gender equality still a hot topic in the UK\n",
      "count = 539 | Id = 46658 | Is gender equality still a hot topic in the saudi arabia\n",
      "count = 540 | Id = 46766 | Thanks a lot baby\n",
      "count = 541 | Id = 47018 | Is gender equality still a hot topic in the KSA\n",
      "count = 542 | Id = 47323 | Is a city holy to\n",
      "count = 543 | Id = 47630 | is played by James Stewart\n",
      "count = 544 | Id = 47630 | is a photographer , but his leg is broken\n",
      "count = 545 | Id = 47630 | begins using his camera to fight evil\n",
      "count = 546 | Id = 47844 | Is n't it time to pay wemen and men equally in private companies\n",
      "count = 547 | Id = 47869 | is about 134 kilometers from Cairo\n",
      "count = 548 | Id = 47910 | Is gender equality still a hot topic in the UK\n",
      "count = 549 | Id = 48153 | Theres a new restaurant in town , and I think youd like it ; its very simple and cozy\n",
      "count = 550 | Id = 48215 | Is there a museum near you\n",
      "count = 551 | Id = 48343 | Is n't it great\n",
      "count = 552 | Id = 48676 | Theres an Italian restaurant across the street\n",
      "count = 553 | Id = 48676 | Theres a library and a big department store\n",
      "count = 554 | Id = 48676 | Theres a coffee shop and a good pizza place\n",
      "count = 555 | Id = 48829 | is played by James Stewart\n",
      "count = 556 | Id = 48829 | is a photographer , but his leg is broken\n",
      "count = 557 | Id = 48829 | begins using his camera to fight evil\n",
      "count = 558 | Id = 48925 | is played by Jouly Hour\n",
      "count = 559 | Id = 48925 | is adentist , but she was falled in love with apatient\n",
      "count = 560 | Id = 48950 | Is gender equality still a hot topic in the KSA\n",
      "count = 561 | Id = 49133 | Is a beautiful city , and the city has a lot of great buildings and\n",
      "count = 562 | Id = 49310 | is a photographer , but his leg is broken\n",
      "count = 563 | Id = 49310 | begins using his camera to fight evil\n",
      "count = 564 | Id = 49492 | Is have a great beach\n",
      "count = 565 | Id = 49493 | Is a hardworking and intelligent\n",
      "count = 566 | Id = 49678 | Is the name\n",
      "count = 567 | Id = 49685 | Is The Makkah great beautiful , and the city not't sleeping peoples\n",
      "count = 568 | Id = 49822 | is a photographer but his leg is broken\n",
      "count = 569 | Id = 50021 | has green eyes and has black hair\n",
      "count = 570 | Id = 50165 | Always the police catch many groups of residents who prepare alcohol and sell it\n",
      "count = 571 | Id = 50169 | Is there strict roles over women in Saudi Arabia\n",
      "count = 572 | Id = 50234 | is gender equality is a hot topic in the KSA\n",
      "count = 573 | Id = 50234 | nowadays the hot topic is to let women driving car but there is a lot objection from community\n",
      "count = 574 | Id = 50237 | Nowadays a lot of people taken up extreme sports\n",
      "count = 575 | Id = 50326 | Is that meaning women always at home in Saudi Arabia\n",
      "count = 576 | Id = 50416 | Is this racing of increasing prices\n",
      "count = 577 | Id = 50565 | theres some\n",
      "count = 578 | Id = 50718 | I'ts a small city\n",
      "count = 579 | Id = 50774 | Tourists come to it in the summer\n",
      "count = 580 | Id = 51004 | Is played by jessica chastain and nikolaj costerwaldau\n",
      "count = 581 | Id = 51075 | Is gender equality still a hot topic in Syria\n",
      "count = 582 | Id = 51124 | Theres city park it big and wonrfull\n",
      "count = 583 | Id = 51124 | Theres a few of good gym in the Piin street\n",
      "count = 584 | Id = 51172 | is butiful\n",
      "count = 585 | Id = 51437 | Is a holy city Has a lot of visitors and shops\n",
      "count = 586 | Id = 51462 | Is played by Ahmed Heelme and Mena Shalbe\n",
      "count = 587 | Id = 51462 | Is an excellent actor\n",
      "count = 588 | Id = 51540 | Sometimes it 's difficult to find something educational , I feel pretty strongly that there should be some kind of restrictions\n",
      "count = 589 | Id = 51575 | Businesses that sell green products have to conserve natural resources as much as possible by using organic , recycled and biodegradable materials in their products and packaging\n",
      "count = 590 | Id = 51643 | Thieves broke into the store and stole money\n",
      "count = 591 | Id = 51996 | Is the gender equality still a hot topic in Saudi\n",
      "count = 592 | Id = 52059 | Is n't time for her to drive\n",
      "count = 593 | Id = 52117 | is photographer , but his leg is broken\n",
      "count = 594 | Id = 52117 | begins using his camera to flight evil\n",
      "count = 595 | Id = 52178 | Is clean and comfortable\n",
      "count = 596 | Id = 52583 | is played by James Steward\n",
      "count = 597 | Id = 52583 | is a photographer , but his leg is broken\n",
      "count = 598 | Id = 52583 | begins using his camera to fight evil\n",
      "count = 599 | Id = 52776 | Is pretty nice and always smiling but busy\n",
      "count = 600 | Id = 52903 | is played by James Stewark\n",
      "count = 601 | Id = 52903 | begins using camera to fight evil\n",
      "count = 602 | Id = 53296 | Thanks a\n",
      "count = 603 | Id = 53493 | is\n",
      "count = 604 | Id = 53581 | s really comfortable the bedroom is larg , but it 's a little cold\n",
      "count = 605 | Id = 53812 | is there free wireless internet\n",
      "count = 606 | Id = 53971 | Nowadays most people watch football game and interested with players\n",
      "count = 607 | Id = 54073 | Nowadays most of the channels are about sex , violence , drugs , gangs and non eductional material , thus , we see bad altitudes of the children in schools and with handling the parents\n",
      "count = 608 | Id = 54175 | Is gender equality still wake and they need someone to protect them as bodyguard\n",
      "count = 609 | Id = 54233 | Has a beautiful smile\n",
      "count = 610 | Id = 54280 | is a photographer but his leg is broken\n",
      "count = 611 | Id = 54317 | Is 900 kilometers from Dubai\n",
      "count = 612 | Id = 54373 | Theres an online catalog of gifts and Christmas cards\n",
      "count = 613 | Id = 54381 | is big and\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count = 614 | Id = 54392 | Is about 400 kilometers from east cost and 1000 kilometers from west cost\n",
      "count = 615 | Id = 54438 | Theres a kitchen\n",
      "count = 616 | Id = 54446 | Theres an Indian restaurant across the street\n",
      "count = 617 | Id = 54446 | Theres a hospital and a big department store\n",
      "count = 618 | Id = 54446 | Theres a library and a coffee shop\n",
      "count = 619 | Id = 54720 | is there any movies theater near you\n",
      "count = 620 | Id = 55038 | Is n't 2014 now\n",
      "count = 621 | Id = 55038 | Is she a made\n",
      "count = 622 | Id = 55419 | is was really scary\n",
      "count = 623 | Id = 55458 | Theres an ltian restaurant across the\n",
      "count = 624 | Id = 55458 | Theres a coffee shop and a good pizza place\n",
      "count = 625 | Id = 55666 | theres an Arabian restaurant across the street\n",
      "count = 626 | Id = 55666 | theres a library and a big department store\n",
      "count = 627 | Id = 55666 | theres a coffee shop and a good pizza place\n",
      "count = 628 | Id = 55950 | Is the gender will effect on your request\n",
      "count = 629 | Id = 55950 | Is gender equality getting better\n",
      "count = 630 | Id = 55975 | is that prime reason why the women jobs were certain\n",
      "count = 631 | Id = 56085 | Is gender differences still obvious in Saudi Arabia\n",
      "count = 632 | Id = 56097 | is a lot office desks , there is my desk in the chair and computer and mouse and keyboard i 'm go the drink coffee in the time\n",
      "count = 633 | Id = 56098 | Is beatiful park and expensive shoops\n",
      "count = 634 | Id = 56204 | Is gender determine anything\n",
      "count = 635 | Id = 56204 | Is the biological merits that people get by coincidence make some people in higher position than others\n",
      "count = 636 | Id = 56269 | theses days I am thinking a lot of our family future\n",
      "count = 637 | Id = 56309 | is more restricted than any other countries because of our religion which restricts watching sex at anytime and any age\n",
      "count = 638 | Id = 56406 | disadvantages its common for student to fail the grade if they fail a big test and if you want to inter university and college you need to have TOEFL and you need to study hard the math and arabic because you will get test on them and its unusual to seea 60 year old going back to\n",
      "count = 639 | Id = 56498 | Always it has a nice smell\n",
      "count = 640 | Id = 56554 | Ilik\n",
      "count = 641 | Id = 56779 | Theirs a lot of beulding\n",
      "count = 642 | Id = 56891 | Theres a Indian restaurant across street\n",
      "count = 643 | Id = 56891 | Theres a coffee shop and a good pizza place\n",
      "count = 644 | Id = 57209 | Is an american thriller film directed by brad anderson and written by richard d'Oidio\n",
      "count = 645 | Id = 57472 | Is gender equality still a hot topic in the UK\n",
      "count = 646 | Id = 57763 | is the weather very bad\n",
      "count = 647 | Id = 57931 | Is there a theater movie near to you\n",
      "count = 648 | Id = 58185 | Nowadays Most of TV channels are showing diverse\n",
      "count = 649 | Id = 58293 | Is difficult live\n",
      "count = 650 | Id = 58336 | Is there a theater near you\n",
      "count = 651 | Id = 58515 | Is neer the soper market\n",
      "count = 652 | Id = 58592 | Thieves broke into gold shop and stole fifteen kilos of gold\n",
      "count = 653 | Id = 58719 | Is on the Red Sea in westren Saudia Arabia\n",
      "count = 654 | Id = 58997 | Theives broke into a villa to stole some money\n",
      "count = 655 | Id = 59463 | is a kitcgen and meeting room\n"
     ]
    }
   ],
   "source": [
    "count = 0 \n",
    "# print(found_sentences)\n",
    "for idx, sentences in enumerate(found_sentences):\n",
    "    for sentence in sentences:\n",
    "        print('count = {} | Id = {} | {}'.format(count, found_sentences_ind[idx], (sentence)))\n",
    "        count = count + 1 \n",
    "    test = nltk.word_tokenize(text[found_sentences_ind[idx]])\n",
    "\n",
    "\n",
    "#     pos_text = nltk.pos_tag(test)\n",
    "#     print(pos_text)\n",
    "\n",
    "# count = 0 \n",
    "# for idx, sentence in enumerate(test):\n",
    "#     print('count = {} | Id = {} | {}'.format(idx, test_ind[idx], ' '.join(sentence)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "58ef5ac3",
   "metadata": {},
   "outputs": [],
   "source": [
    "patterns = [\n",
    "(r'.*ing$', 'VBG'),                # gerunds\n",
    "(r'.*ed$', 'VBD'),                 # simple past\n",
    "(r'.*es$', 'VBZ'),                 # 3rd singular present\n",
    "(r'.*ould$', 'MD'),                # modals\n",
    "(r'.*\\'s$', 'NN$'),                # possessive nouns\n",
    "(r'.*s$', 'NNS'),                  # plural nouns\n",
    "(r'^-?[0-9]+(\\.[0-9]+)?$', 'CD'),  # cardinal numbers\n",
    "(r'.*', 'NN')                      # nouns (default)\n",
    "]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "1776377a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('Dear', 'JJ'), ('Ms', 'NNP'), ('There', 'EX'), ('are', 'VBP'), ('30', 'CD'), ('pens', 'NNS'), (',', ','), ('15', 'CD'), ('pens', 'NNS'), (',', ','), ('12', 'CD'), ('desks', 'NNS'), (',', ','), ('13', 'CD'), ('computers', 'NNS'), (',', ','), ('16', 'CD'), ('keyboards', 'NNS'), ('and', 'CC'), ('16', 'CD'), ('headphones', 'NNS'), (',', ','), ('also', 'RB'), ('there', 'EX'), ('is', 'VBZ'), ('one', 'CD'), ('table', 'NN'), ('.', '.'), ('Best', 'JJS'), ('Regard', 'NN'), ('.', '.')]\n"
     ]
    }
   ],
   "source": [
    "test = nltk.word_tokenize(text[0])\n",
    "\n",
    "pos_text = nltk.pos_tag(test)\n",
    "print(pos_text)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "75dd61f1",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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