Data_Preprocessing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "16141f65",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import string\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "14517a2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('businessCard.txt',mode='r',encoding='utf8',errors='ignore') as f:\n",
    "    text = f.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b77f414c",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = list(map(lambda x:x.split('\\t'),text.split('\\n')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "6845e6ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(data[1:],columns=data[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "56d12a7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>text</th>\n",
       "      <th>tag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td></td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>.</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>040-4852</td>\n",
       "      <td>B-PHONE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>\"8881,\"</td>\n",
       "      <td>I-PHONE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>90309</td>\n",
       "      <td>B-PHONE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>52549</td>\n",
       "      <td>I-PHONE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>Fi</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>/laurelsoverseaseducation</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>@:</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>LAURELS</td>\n",
       "      <td>B-ORG</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         id                       text      tag\n",
       "0  000.jpeg                                   O\n",
       "1  000.jpeg                          .        O\n",
       "2  000.jpeg                   040-4852  B-PHONE\n",
       "3  000.jpeg                    \"8881,\"  I-PHONE\n",
       "4  000.jpeg                      90309  B-PHONE\n",
       "5  000.jpeg                      52549  I-PHONE\n",
       "6  000.jpeg                         Fi        O\n",
       "7  000.jpeg  /laurelsoverseaseducation        O\n",
       "8  000.jpeg                         @:        O\n",
       "9  000.jpeg                    LAURELS    B-ORG"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "401e943e",
   "metadata": {},
   "source": [
    "### Cleaning Text\n",
    "- Remove white space\n",
    "- Remove Unwanted special characters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d7093080",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "4825ac9a",
   "metadata": {},
   "outputs": [],
   "source": [
    "whitespace = string.whitespace\n",
    "punctuation = \"!#$%&\\'()*+:;<=>?[\\\\]^`{|}~\"\n",
    "tableWhitespace = str.maketrans('','',whitespace)\n",
    "tablePunctuation = str.maketrans('','',punctuation)\n",
    "def cleanText(txt):\n",
    "    text = str(txt)\n",
    "    text = text.lower()\n",
    "    removewhitespace = text.translate(tableWhitespace)\n",
    "    removepunctuation = removewhitespace.translate(tablePunctuation)\n",
    "    \n",
    "    return str(removepunctuation)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "37218136",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['text'] = df['text'].apply(cleanText)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "0bdf5554",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Public\\Documents\\Wondershare\\CreatorTemp/ipykernel_18448/3379659824.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  dataClean.dropna(inplace=True)\n"
     ]
    }
   ],
   "source": [
    "dataClean = df.query(\"text != '' \")\n",
    "dataClean.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "146af89d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>text</th>\n",
       "      <th>tag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>.</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>040-4852</td>\n",
       "      <td>B-PHONE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>\"8881,\"</td>\n",
       "      <td>I-PHONE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>90309</td>\n",
       "      <td>B-PHONE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>52549</td>\n",
       "      <td>I-PHONE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>fi</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>/laurelsoverseaseducation</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>@</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>laurels</td>\n",
       "      <td>B-ORG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>000.jpeg</td>\n",
       "      <td>overseas</td>\n",
       "      <td>I-ORG</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id                       text      tag\n",
       "1   000.jpeg                          .        O\n",
       "2   000.jpeg                   040-4852  B-PHONE\n",
       "3   000.jpeg                    \"8881,\"  I-PHONE\n",
       "4   000.jpeg                      90309  B-PHONE\n",
       "5   000.jpeg                      52549  I-PHONE\n",
       "6   000.jpeg                         fi        O\n",
       "7   000.jpeg  /laurelsoverseaseducation        O\n",
       "8   000.jpeg                          @        O\n",
       "9   000.jpeg                    laurels    B-ORG\n",
       "10  000.jpeg                   overseas    I-ORG"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataClean.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "873b4881",
   "metadata": {},
   "source": [
    "### Convert Data into Spacy Format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "b3a22c16",
   "metadata": {},
   "outputs": [],
   "source": [
    "group = dataClean.groupby(by='id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "01fc9f98",
   "metadata": {},
   "outputs": [],
   "source": [
    "cards = group.groups.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "d6eb5c85",
   "metadata": {},
   "outputs": [],
   "source": [
    "allCardsData = []\n",
    "for card in cards:\n",
    "    cardData = []\n",
    "    grouparray = group.get_group(card)[['text','tag']].values\n",
    "    content = ''\n",
    "    annotations = {'entities':[]}\n",
    "    start = 0\n",
    "    end = 0\n",
    "    for text, label in grouparray:\n",
    "        text = str(text)\n",
    "        stringLength = len(text) + 1\n",
    "\n",
    "        start = end\n",
    "        end = start + stringLength\n",
    "\n",
    "        if label != 'O':\n",
    "            annot = (start,end-1,label)\n",
    "            annotations['entities'].append(annot)\n",
    "\n",
    "        content = content + text + ' '\n",
    "        \n",
    "        \n",
    "    cardData = (content,annotations)\n",
    "    allCardsData.append(cardData)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "02e77966",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "  {'entities': [(2, 10, 'B-PHONE'),\n",
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       "    (62, 69, 'B-ORG'),\n",
       "    (70, 78, 'I-ORG'),\n",
       "    (79, 90, 'I-ORG'),\n",
       "    (91, 102, 'I-ORG'),\n",
       "    (103, 107, 'I-ORG'),\n",
       "    (108, 112, 'I-ORG'),\n",
       "    (146, 170, 'B-WEB'),\n",
       "    (171, 196, 'B-EMAIL')]}),\n",
       " ('john smith marketing manager web www.psdgraphics.com phone 123-456-7890 mail email@psdgraphics.com ',\n",
       "  {'entities': [(0, 4, 'B-NAME'),\n",
       "    (5, 10, 'I-NAME'),\n",
       "    (11, 20, 'B-DES'),\n",
       "    (21, 28, 'I-DES'),\n",
       "    (33, 52, 'B-WEB'),\n",
       "    (59, 71, 'B-PHONE'),\n",
       "    (77, 98, 'B-EMAIL')]}),\n",
       " ('sau 0 98489 24441 dy \"08672,\" 224441 /enkateswapa wie ',\n",
       "  {'entities': [(6, 11, 'B-PHONE'), (12, 17, 'I-PHONE'), (37, 49, 'B-ORG')]}),\n",
       " ('prasad @ \"9,96,31,73,53,59,49,04,00,000\" i flex design album design visiting cards dtp works telugu english ',\n",
       "  {'entities': [(0, 6, 'B-NAME')]}),\n",
       " ('madison yacht sales paul madison yacht broker - northeast region fax 718-444-1206 ',\n",
       "  {'entities': [(0, 7, 'B-ORG'),\n",
       "    (8, 13, 'I-ORG'),\n",
       "    (14, 19, 'I-ORG'),\n",
       "    (20, 24, 'B-NAME'),\n",
       "    (25, 32, 'I-NAME'),\n",
       "    (33, 38, 'B-DES'),\n",
       "    (39, 45, 'I-DES'),\n",
       "    (69, 81, 'B-PHONE')]}),\n",
       " ('www phototomics.com photot thomas atkins photographer and digital artist tatkins@phototomics.com phototomics 3419 via lido 340 newport beach ca - california 92663 ',\n",
       "  {'entities': [(0, 3, 'B-WEB'),\n",
       "    (4, 19, 'I-WEB'),\n",
       "    (20, 26, 'B-ORG'),\n",
       "    (27, 33, 'B-NAME'),\n",
       "    (34, 40, 'I-NAME'),\n",
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       "    (58, 65, 'I-DES'),\n",
       "    (66, 72, 'I-DES'),\n",
       "    (73, 96, 'B-EMAIL')]}),\n",
       " ('reddy 9866186785 opp ramakrishna \"theatre,main\" road \"peddapalli,\" dist \"karimnagar,\" telangana - 505172 email srihithaads.pdpl@ gmail.com ',\n",
       "  {'entities': [(6, 16, 'B-PHONE'),\n",
       "    (111, 128, 'B-EMAIL'),\n",
       "    (129, 138, 'I-EMAIL')]}),\n",
       " ('saja vik 990083000 g.s.m. booster 1 all types of mobile \"repair,\" data transfer - game application led touch glass \"change,\" all mobile led \"fitting,\" mobile repair training \"loor,\" city centre \"mall,\" opp. \"mbai-central,\" mumbai - 400 8 _ӊ_bes.t. ',\n",
       "  {'entities': [(0, 4, 'B-NAME'),\n",
       "    (9, 18, 'B-PHONE'),\n",
       "    (19, 25, 'B-ORG'),\n",
       "    (26, 33, 'I-ORG')]}),\n",
       " ('dr. michael dean clarinet performing teaching and consulting 682.888.7639 clarinetmike.com clarinetmike.wordpress.com clarinetmiketexas@ yahoo.com ',\n",
       "  {'entities': [(0, 3, 'B-NAME'),\n",
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       "    (118, 136, 'B-EMAIL'),\n",
       "    (137, 146, 'I-EMAIL')]}),\n",
       " ('a cell 9885050228 krishna 3257779 9393937799 d.no. \"27-33-19,\" satnam \"towers,\" opp buckingham post \"office,\" gudavallivari \"st.,\" \"governorpeta,\" vijayawada. at ',\n",
       "  {'entities': [(7, 17, 'B-PHONE'),\n",
       "    (18, 25, 'B-NAME'),\n",
       "    (26, 33, 'B-PHONE'),\n",
       "    (34, 44, 'B-PHONE')]}),\n",
       " ('cell 7396379143 ', {'entities': [(5, 15, 'B-PHONE')]}),\n",
       " ('mobile73963791 43 flex. print az designing printing cl el ',\n",
       "  {'entities': [(0, 14, 'B-PHONE')]}),\n",
       " ('mob-8445790640 siyalg all kind \"charger,\" \"earphones,\" mobile \"photostate,\" anygkindlof online works. ',\n",
       "  {'entities': [(0, 14, 'B-PHONE')]}),\n",
       " ('4 shri ganeshay namah t m. 70147-98128 baja deals in all kinds of new mobile \"handset,\" tempered glass finserv fancy \"covers,\" accessories available here samsung oppo vivo jenovo @ iphone mobile gionee ',\n",
       "  {'entities': [(27, 38, 'B-PHONE')]}),\n",
       " ('91 9087253526 91 9087252666 oe raghuvijayan104@gmail.com ',\n",
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       "    (3, 13, 'I-PHONE'),\n",
       "    (14, 16, 'B-PHONE'),\n",
       "    (17, 27, 'I-PHONE'),\n",
       "    (31, 56, 'B-EMAIL')]}),\n",
       " ('y-wireless repair eee certified technician phone tablet - electronic repairs call us 330-270-5060 facebook.com/youngstownwirelessrepair ',\n",
       "  {'entities': [(0, 10, 'B-ORG'), (11, 17, 'I-ORG'), (85, 97, 'B-PHONE')]}),\n",
       " ('cell phone repair center 6795 wilson \"blvd,\" suite 26 buy - sell - trade falls \"church,\" va 22044 tel 571 606 6636 / 571606 3445 - \"iphone,\" ipad 02-03-2004 - htc repair eam - samsung repair - trackball repair htc - cracked screens - water damage - speakers - charger port - software update nokia - password reset ..and almost any hardware or software issue eden center - seven corner - route 50 ',\n",
       "  {'entities': [(5, 10, 'B-ORG'),\n",
       "    (11, 17, 'I-ORG'),\n",
       "    (18, 24, 'I-ORG'),\n",
       "    (102, 105, 'B-PHONE'),\n",
       "    (106, 109, 'I-PHONE'),\n",
       "    (110, 114, 'I-PHONE'),\n",
       "    (117, 123, 'I-PHONE'),\n",
       "    (124, 128, 'I-PHONE')]}),\n",
       " ('mobile repair centre on-site repairs while you wait instant unlocking solutions damaged lcd screens replaced wateriliquid damaged phones \"charging,\" audio signal problems software problems replacement loan phones available while your phone is being repaired no-fix no-fee 20 87499933 www.mprc.co ',\n",
       "  {'entities': [(0, 6, 'B-ORG'),\n",
       "    (7, 13, 'I-ORG'),\n",
       "    (14, 20, 'I-ORG'),\n",
       "    (272, 274, 'B-PHONE'),\n",
       "    (275, 283, 'I-PHONE'),\n",
       "    (284, 295, 'B-WEB')]}),\n",
       " ('ezy fit senice brakes 91 portland \"rd,\" hucknall timing belts ng15 7ds suspension opp sandicliffe ford diagnostics batteries free brake check email co.uk web www.ezyfitautocentre.co.uk ',\n",
       "  {'entities': [(0, 3, 'B-ORG'), (4, 7, 'I-ORG'), (158, 184, 'B-WEB')]}),\n",
       " ('dale steffen club manager planet fitness home of the judgement free zone 9652 s. roberts rd. hickory \"hills,\" il 60457 ayes p 708.598.1010 planetfitness.com ',\n",
       "  {'entities': [(0, 4, 'B-NAME'),\n",
       "    (5, 12, 'I-NAME'),\n",
       "    (13, 17, 'B-DES'),\n",
       "    (18, 25, 'I-DES'),\n",
       "    (126, 138, 'B-PHONE'),\n",
       "    (139, 156, 'B-WEB')]}),\n",
       " ('hilton oak lawn heather stevens catering manager 9333 south cicero avenue oak \"lawn,\" il 60453 tel 708 425 7800 direct line 708 229 8859 fax 708 229 8858 email heather.stevens@hilton.com honors hilton official sponsor ',\n",
       "  {'entities': [(0, 6, 'B-ORG'),\n",
       "    (7, 10, 'I-ORG'),\n",
       "    (11, 15, 'I-ORG'),\n",
       "    (16, 23, 'B-NAME'),\n",
       "    (24, 31, 'I-NAME'),\n",
       "    (32, 40, 'B-DES'),\n",
       "    (41, 48, 'I-DES'),\n",
       "    (99, 102, 'B-PHONE'),\n",
       "    (103, 106, 'I-PHONE'),\n",
       "    (107, 111, 'I-PHONE'),\n",
       "    (160, 186, 'B-EMAIL')]}),\n",
       " ('- mobile limited marian piontek -708 890-8911 7884 n milwaukee ave \"niles,\" il 60714 mpiontek@neptunemobile.com ',\n",
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       "    (85, 111, 'B-EMAIL')]}),\n",
       " ('furniture victor harris jr sales associate tel 630.783.2346 fax 630.783.1175 ashley furniture homestore 875 e boughton road \"bolingbrook,\" il 60440 www.ashleyfurniturehomestore.com ',\n",
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       " ('kununurra rachell fewster shop 112b coolibah drive 418 894 400 kununurrra wa 6743 phone -8 9168 1737 fax -8 9169 3940 email info@subwaykununurra.com.au ',\n",
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       " ('h managing director mail customercare@sho 4reebok.com shreshth parekh to head indian operations reebok add \"326,\" third \"floor,\" chintamani \"plaza,\" \"bewing,\" andheri \"chakala,\" mumbai reebok india ltd. ',\n",
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       "    (198, 202, 'I-ORG')]}),\n",
       " ('general manager dominos 54321 caesar blvd. gardena \"fresh,\" ca 92337 mordan pisa store 562-543-7689 cell 562-456-3210 mpisa@dominos.com ',\n",
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       " ('j \"laptop,\" computer printer sales j laptop computer service j data recovery networking / amc house repairs service j printer repairs @ toner refiling j all type of accessories / cctv. camera / web hosting domain register j instant web development / software development infotech do something big 9898 24 4020 9033 25 1418 perfectinfotech2013@gmail.com @ \"124,\" gurukrupa \"complex,\" talod-majara road \"beside,\" mamlatdar \"kacheri,\" talod. ',\n",
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       " ('craig forman di. service max llc 25 pine street - suite 8 facility maintenance janitorial and supplies rockaway nj 7866 office -973 627-9292 fax -973 210-9160 cell -973 876-8402 craig@servicemaxnj.com www.servicemaxnj.com ',\n",
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       " ('8 stanford stanford medicine cardiovascular institute joseph c. \"wu,\" \"md,\" phd \"director,\" stanford cardiovascular institute professor medicine cardiology radiology 265 campus \"drive,\" g-1120b tel -650 736-2246 \"stanford,\" ca \"94305,\" mc-5454 fax -650 736-0234 http//wulab.stanfordedu cvi -650 725-7964 e-mail joewu@stanford.edu het //evi.stanford.edu ',\n",
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       " ('8281604684 9061825334 9544851506 you dream \"it,\" we make it sgraphics manathala isons \"arcade,\" above fedaral \"bank,\" perumanoorkulam \"jn.,\" manarcad-kottayam tel 481 2373840 vibrantgraphicz@gmail.com she flex vinyl printing cloth printing flex boards light boards wedding cards visiting cards sticker cutting \"notice,\" poster brochures graphic designing and all other advertisement works ',\n",
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       " ('burger king canada inc. manager jatheepa sathananthan \"maa,\" nicole white 1490 dixie \"rd,\" b k \"mississauga,on\" lse 3.00e05 burger king 905-274-1607 burger@king.com www.burgerking.com ',\n",
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       " ('alamo productions 434136 sierra \"hwy.,\" canyon \"country,\" ca 94359 -805 252-6157 te pree ',\n",
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       " ('cell 8099948528 ce 8466045457 email lictsrikant@gmail.com life insurance corporation of india seosrika ntht@gmail .com thathineni srikanth insurance advisor agent code no. 0316164y life insurance corporation of india br. off. lic \"office,\" \"trimulgherry,\" sec۪bad - 500 16 add. \"borabanda,\" hyderabad - 500 18 \"lictsrikant8099948528.blogspot.in,\" interviewsinhyderabad.blogspot.in \"facebook.com/lictsrikant8099948528,\" facebook.com/thathineni.srikanth.9 promote your business online pybo ',\n",
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       " ('john best test engineer philips healthcare tel 1 -717 667-5109 fax 1 -717 667-5169 john.best@philips.com philips echo drive \"reedsville,\" pa 17084-8603 usa www.philips.com ',\n",
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       " ('john w. best senior electronics design engineer 2124 old gatesburg road phone -814 867-8600 ext. 255 state \"college,\" pa 16803 fax -814 867-4513 jbest@spectrumedix.com ',\n",
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       " ('joseph smith speech and hearing \"science,\" \"phd,\" 2009 university of illinois at urbana-champaign student college of applied health science department of health science 602 east green street 217.333.1000 \"urbana,\" il 61801 josephsmith@illinois.edu ',\n",
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       " ('northeastern state university rowdy riverhawk bachelor of business administration accounting phone 918-444-3110 may 2017 careerservices@nsuok.edu 705 north grand avenue \"tahlequah,\" ok 74464 ',\n",
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       " ('eddie yaklin 22 wasan 888-639-1170 702-421-0081 direct 702-421-0081 cel 702-421-0081 24000 ai ter las \"vegas,\" nv 89123 www.alibizcards.com davidv@allbizcards.com fleet i ',\n",
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       "    (140, 162, 'B-EMAIL')]}),\n",
       " ('the george washington university \"washington,\" dc erik a. rodriguez assistant professor of chemistry department of chemistry 800 22nd \"street,\" nw science and engineering \"hall,\" suite 4000 \"washington,\" dc 20052 202-994-0305 telephone 202-994-5873 fax erik_rodriguez@gwu.edu 30 pow ',\n",
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       " ('j elon university john doe 2000 campus \"box,\" \"elon,\" nc 27244 university title office 123.456.7890 mobile 123.456.7890 \"school,\" office or department fax 123.456.7890 name@elon.edu wwwelon.edu/site gi facebook g twitter ',\n",
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       " ('cp toyota your toyota sales james bond 4718 san fernando rd. sales leasing consultant \"glendale,\" ca 91204 bus. -818 547-4220 service -818 901-2345 fax. -818 547-4680 parts -818 678-9012 info@firstprintingca.com www.firstprintingca.com ',\n",
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       " ('james bond \"salesperson,\" genesis brand genesis your town hyundai 4718 san fernando road \"f,\" \"glendale,\" ca 91204 t -818 547-4220 f -818 547-4680 www.firstprintingca.com ',\n",
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       " ('honda donnie hansen motocross team rider team honda american honda motor \"co.,\" inc. 100 west alondra boulevard e \"gardena,\" ca 90247 -213 321-8680 ',\n",
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       " ('james bond your city honda sales leasing consultant 4718 san fernando rd. \"glendale,\" ca 91204 bus. -818 547-4220 \"fax,\" -818 547-4680 info@firstprintingca.com www.firstprintingca.com ',\n",
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       " ('established 1922 william j. cunningham john j. \"delaney,\" ing. 1590 blue hill avenue \"mattapan,\" mass. blu 3800 ',\n",
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       " ('jack bolel senior sales executive 7470 sound avenue \"mattituck,\" ny 11952 re power office 631.240.0999 universe mobile 631.533.9399 fax 631.466.5200 jbolel@solaruniverse.com 52689-me www.solaruniverse/eastendli.com ',\n",
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       " ('reagan hayes luke j. hayes 1862 s. bentley avenue suite 101 los \"angeles,\" ca 90025 p 888.380.8642 f 310.494.5937 luke@reaganhayes.com www.reaganhayes.com ',\n",
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       " ('jeffery barnes leasing professional cell 818-283-2837 office 818-283-5987 fax 818-283-2339 www.allbizcards.com 3948 auto center dr. davidv@allbizcards.com los \"angeles,\" ca 90025 ',\n",
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       " ('james bond ey sales leasing consultant 4718 san femando road award of excellence \"glendale,\" ca 91204 bus 818-547-4220 fax 818-547-4680 info@firstprintingca.com your nissan sales ',\n",
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       " ('-209 251-8611 tom mason volkswagen volkswagen 5615 kings canyon road \"fresno,\" california 93727 doug bloomer res. ph. sanger 787-2701 ',\n",
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       " ('yj university of south australia dr jonathan smithiskywich \"pho,\" \"msc,\" bsc hons senior lecturer t 61 8 8302 0 school of nursing and midwifery m 61 422 333555 division of health sciences jonathan.smithiskywich@unisa.edu.au www.unisa.edu.au/itee/cangoon/forever gpo box \"2471,\" \"adelaide,\" south australia 5001 ',\n",
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       "    (224, 261, 'B-WEB')]}),\n",
       " ('northeastern state university rowdy riverhawk bachelor of business administration accounting phone 918-444-3110 careerservices@nsuok.edu \"tahlequah,\" ok 74464 may 2018 705 north grand avenue ',\n",
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       "    (112, 136, 'B-EMAIL')]}),\n",
       " ('new york city the main street office 78 room 98 c 90 -123 4564-654 90 -123 4564-654 best western cross lanes e-mail country hotel 80050065854 ',\n",
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       "    (130, 141, 'B-PHONE')]}),\n",
       " ('ax kitornewv at law 330 906 8772 cuyahoga \"falls,\" oh 4422 ao ',\n",
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       " ('bilal ahmad c cu ok chief executive 9 as an cgi qy online picture maker muhallah tajpura st4 ghulam farid road garjakh gujranwala pakistan contact03367089644 emailfaizan.chishti112@gmail.com ',\n",
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       "    (139, 157, 'B-PHONE'),\n",
       "    (158, 190, 'B-EMAIL')]}),\n",
       " ('managing rele enterprises pvt ltd. importers distributers \"213,\" potpathy \"road,\" 21 7 200 103 kondavil \"east,\" 21 373 405 3 \"kondavil,\" elvament@gmail.com ',\n",
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       "    (137, 155, 'B-EMAIL')]}),\n",
       " ('le \"95,\" nungambakkam high \"road,\" \"nungambakkam,\" chennai - 600 land mark - near sterling road bus stop \",\" opp to railway officers enclave ',\n",
       "  {'entities': []}),\n",
       " ('satyendra gupta cell 9846536345 \"panjagutta,\" \"hyderabad,\" a.p. ph91-40-2307 \"3692,\" \"emailforcehyd@gmail.com,\" www.cfcabcd.com ',\n",
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       "    (112, 127, 'B-WEB')]}),\n",
       " ('where minds blossom..... rising sun public school mudami \"street,peddapalli\" open er \"9,70,12,29,67,79,94,91,00,000\" ',\n",
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       "    (43, 49, 'I-ORG')]}),\n",
       " ('cell 91 8143222000 sai balaji digital jh \"quality,\" in time \"delivery,\" long time durability low \"price,\" hig flex vinyl printing \"5-85/2,\" first \"floor,\" oppchenna reddy \"hospital,\" geetha theater \"road,\" chanda \"nagar,\" hyd-500050 e-mail \"saibalajidigitals9@gmail.com,\" web www.saibalajidigitals.com ',\n",
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       " ('abhaya ads \"fy,\" ads fler hoardings 9949305965 @ abhayaads@gmail.com opp jyothi dry cleanning www.abha aads.com \"laxminagar,\" \"godavarikhani,\" 8 d karimnagar dist -505209 telangana state. ',\n",
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       "    (103, 111, 'I-WEB')]}),\n",
       " ('patanjal all patanjali products are available here go green distributors \"no.25,\" vivekanandha \"nagar,\" behind radha rani \"theatre,\" opp. eurokids \"school,\" singanallur \"post,\" coimbatore- 5 contact no 422 - 2273 \"729,\" 94456 \"37712,\" 70941 30557 go12green@gmail.com ',\n",
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       " ('speciality diabetes plant costus australian teakwood plants sandalwood plants medicinal herbal plants very exclusive pot plants regd. off. 20 \"b,\" tyagi \"road,\" opp. akashdeep \"hotel,\" dehradun. ph. \"0135-2627581,\" 9897391489 ',\n",
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       " ('china national investment guaranty corp. zheng xian yao vice president senior economist add beijing commercial \"college,\" tel 86-10 843-7042 33 fuoheng \"road,\" beijing 841-7711 ext 2855 post code 100037 fax 86-10 843-7040 843-7043 ',\n",
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       " ('m.ali bhatti propritor specialist in gold jewellery books digital photography designing ano printing siraj shaheed \"street,\" gumti bazar near rang mahal \"lahore,\" pakistan. ph \"92-42-7633218,\" 7641617 fax -7633168 cell \"92-321-4028150,\" -4088642 email bhati_london@yahoo.co.uk ',\n",
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       " ('businesslogo ', {'entities': [(0, 12, 'B-ORG')]}),\n",
       " ('nova hotels india pvt. ltd. plot no. \"h4,\" abhyudaya \"nagar,\" near vishnu \"theatre,\" chintalkunta \",\" \"vanasthalipuram,\" hyderabad 500 70 telangana ph 40 6589 9997/8 m 91 703 666 3276 ',\n",
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       " ('complet complet image general manager phone 33 33 44 44 e-mail office@completimage.ro.com www.completimage.ro ',\n",
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       " ('r. krishnamoorthy hp 91 95661 22266 a rkb solutions the mindpower group company no \"10a,\" 1st \"floor,\" rkr \"nagar,\" poompuhar nagar 1st main \"road,\" \"kolathur,\" chennai -600 99 phone 91- 44-64563388 email kps@rkbsolutions.co.in wwwarkbsolutions.co.in ',\n",
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       " ('92333547895 admin@gloriousschool.com glorious school of law legal insight. business instinct. model town \"lahore,\" 54700 gloriousschool.com ',\n",
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       " ('a utahstate university office/department name srikanth dakoju title office/department name office -435 797-1429 500 old main hill www.usu.edu/youraddress \"logan,\" ut 84322-0500 your.email@usu.edu ',\n",
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       " ('anru expressions west city \"mall,\" opposite telecom \"level1,\" henderson \",west\" auckland ph 96234191 fax 95297547 rajita rajita@anruhandicrafts.com nz@anruhandicrafts.com cell 211735198 . overseas office 1227 sector 9 \"faridabad,\" haryana-121006 india ph \"91-129-4007776,4087776\" in@anruhandicrafts.com www. anru ',\n",
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       " ('shat ng am dunn 7 bas seb \",\" 44618 \",\" shia. aat 630 he fh 1.330.464.5501 mh 1.330.828.2108 www.facebook.com/petergrahamdunn www.p grahamdunn.com ',\n",
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       " ('p. balamurugan manager-sales 95000 \"46823,\" manali lubricants pvt. ltd mfrs. of ehv transformer \"oil,\" \"industrial,\" automotive lubes petroleum specialties. \"24,\" sidco industrial \"estate,\" \"thirumudivakkam,chennai-600044.\" tel \"044-24780648,58,\" \"fax044-24780658,\" e-mail / manaliubs@gmail com ',\n",
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       " ('fred flintstone t 786-555-1212 f 786-555-3434 fred@rubbleine.com fredflint fredlink ff fredg @ fred ',\n",
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       " ('john doe @ businesscards.business q \"123,\" broadway. ',\n",
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       " ('rn higreen design meee ra 7908225333 pa ltd ',\n",
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       " ('miami uy niilwaukee re anna zuckerman aczuckerman@gmail.com ',\n",
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       " ('business name \"anytown,\" usa 90711 ',\n",
       "  {'entities': [(0, 8, 'B-ORG'), (9, 13, 'I-ORG')]}),\n",
       " ('evan caulfield cubermed internet marketing consultant we dont just build your \"website,\" we build your business 5834 robins n p -703 249-0001 ext 703 e evan@cybermed.com ',\n",
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       " ('ee highveldcoal jonathan erskine managing director bass executive \"suites,\" 1st floor virginia field \"house,\" virginia \"airport,\" durban \"north,\" 4051 south africa \"p.0,\" box \"20672,\" durban \"north,\" 4016 m.27 72539 6214 t. 27 31563 6611 f. 27 31 563 5433 / 27 86 559 2577 jono@highveldcoal.com ',\n",
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       " ('online services pvt. ltd. redefining online subhash jain website and php software development director \"seo,\" smo internet marketing \"brochure,\" catalogue designing printing domain \"registration,\" web hosting websites www.samyakonline.net www.samyakonline. biz www.outsourcegraphicdesigns.com www.samyakonline.co.in cell 9810083308 email nfo@samyakonine net ',\n",
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       " ('valued products uc al r card board art visiting cards synthetic visiting cards letter \"pads,\" pamphlets multi color specialists \"magazines,\" \"prospectus,\" labels packing boxes 91 92165 25794 non woven fabric carry bags 91 98728 25794 e-mail bbsp1995@yahoo.com www.novelties-cards.webs.com http//bluebirdmetalcrafts.yolasite.com ',\n",
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       " ('boston college victoria q. arbitage title line one office or department name \"house/hall,\" room \"number,\" street address chestnut \"hill,\" massachusetts 02467-0000 617-552-0123 f 617-552-0123 617-552-0123 email@bc.edu www.be.edu/yoururlhere.htm ',\n",
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       " ('driver 91 847 697 7142 ravikumaranna.com ravikumar@gmail.com 31/444 chhida ka \"nagla,\" kamla nagar bay pas agra ',\n",
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       " ('imperial college of technology tahir qureshi srecor dae a 552810830 it oe 333 3030830 ast near \"road,\" havelian designed by www.webcomforts.com ',\n",
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       " ('web designing a -9552573105 -621 2234966 info@shrikrishnatechnologies.com ',\n",
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       " ('financial risk management financial consultant cell 0300-8466858 email mrhot2000@hotmail.com ',\n",
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       "    (71, 92, 'B-EMAIL')]}),\n",
       " ('marianne vernacchia owner for pets on the go.... a. p.o. box \"41307,\" call now e. info@togopets.com san \"jose,\" ca 95160 w. www.togopets.com ',\n",
       "  {'entities': [(0, 8, 'B-NAME'),\n",
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       "    (26, 29, 'B-ORG'),\n",
       "    (30, 34, 'I-ORG'),\n",
       "    (82, 99, 'B-EMAIL'),\n",
       "    (124, 140, 'B-WEB')]}),\n",
       " ('aurobindo mukerji gd development solutions \"3-h,\" pocket iv mayur vihar phase-i delhi-110091 india telephone 91-011-22715484 e-mail aurobindo.mukerji@gmail.com ',\n",
       "  {'entities': [(0, 9, 'B-NAME'),\n",
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       "    (33, 42, 'I-ORG'),\n",
       "    (109, 124, 'B-PHONE'),\n",
       "    (132, 159, 'B-EMAIL')]}),\n",
       " ('yogeshwar s. hiras ky y c mob - 9867959520 life corporation of india life insurance corporation of india off. 92 \"h,\" bhiwara bhavan above thane janta sahkari bank \"kopri,\" thane e. - \"400603,\" resi . at owala post \"kasarwadavali,\" g. b. road thane w - 400615 e-mail - hirasyogeshwar@gmail.com ',\n",
       "  {'entities': [(0, 9, 'B-NAME'),\n",
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       "    (96, 98, 'I-ORG'),\n",
       "    (99, 104, 'I-ORG'),\n",
       "    (269, 293, 'B-EMAIL')]}),\n",
       " ('2 columbia mailman school university of public health firstname m \"lastname,\" phd mph candidate epidemiology certificate in advanced epidemiology abc1023@columbia.edu tel 123-456-7890 123 main \"street,\" suite \"100,\" \"anytown,\" ny mailman.columbia.edu ',\n",
       "  {'entities': [(2, 10, 'B-ORG'),\n",
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       "    (40, 46, 'I-ORG'),\n",
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       "    (54, 63, 'B-NAME'),\n",
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       "    (146, 166, 'B-WEB'),\n",
       "    (171, 183, 'B-PHONE'),\n",
       "    (230, 250, 'B-WEB')]}),\n",
       " ('reddy 9866186785 opp ramakrishna \"theatre,main\" road \"peddapalli,\" dist \"karimnagar,\" telangana - 505172 email srihithaads.pdpl@ gmail.com ',\n",
       "  {'entities': [(0, 5, 'B-NAME'),\n",
       "    (6, 16, 'I-PHONE'),\n",
       "    (111, 128, 'B-EMAIL'),\n",
       "    (129, 138, 'I-EMAIL')]}),\n",
       " ('sathish 9840768632 raji 9566359907 azhar 9840840097 mechanic page re- modification selling and buying \"49,\" cnk \"road,\" \"triplicane,\" chennai - 600 5 email chainsgears@gmail.com ',\n",
       "  {'entities': [(0, 7, 'B-NAME'),\n",
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       "    (41, 51, 'B-PHONE'),\n",
       "    (52, 60, 'B-DES'),\n",
       "    (156, 177, 'B-EMAIL')]}),\n",
       " ('wedojapan tony mcnicol director www.wedojapan.com 79 bradford \"road,\" \"bath,\" ba2 \"sbp,\" uk m 44 07808 60517 t 44 01225 287842 e tony@wedojapan.com ',\n",
       "  {'entities': [(0, 9, 'B-ORG'),\n",
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       "    (32, 49, 'B-WEB'),\n",
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       "    (114, 119, 'I-PHONE'),\n",
       "    (120, 126, 'I-PHONE'),\n",
       "    (129, 147, 'B-EMAIL')]}),\n",
       " ('abc company john smith president ceo www.abccompany.com 123 main street \"anytown,\" causa tel 1.510.555.1234 fax 1.510.555.1235 cell john@abccompany.com 1 company logo 2 clean font choice 3 \"add\"\"usa\"\"\"\"1\"\"\" \"4,\" negative space \"5,\" professional translation/dtp ',\n",
       "  {'entities': [(0, 3, 'B-ORG'),\n",
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       "    (37, 55, 'B-WEB'),\n",
       "    (93, 107, 'B-PHONE'),\n",
       "    (132, 151, 'B-EMAIL')]}),\n",
       " ('social eileenas director of business development phone 808812-7932 email eileen@thejerseysocial.com web www.thejerseysocial.com ',\n",
       "  {'entities': [(0, 6, 'B-ORG'),\n",
       "    (7, 15, 'B-NAME'),\n",
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       "    (55, 66, 'B-PHONE'),\n",
       "    (73, 99, 'B-EMAIL'),\n",
       "    (104, 127, 'B-WEB')]}),\n",
       " ('rajwada thab 8080808599 online order @ www.rajwadathal.com aad co ce ',\n",
       "  {'entities': [(0, 7, 'B-ORG'),\n",
       "    (8, 12, 'B-ORG'),\n",
       "    (13, 23, 'B-PHONE'),\n",
       "    (39, 58, 'B-WEB')]}),\n",
       " ('ratnakar giri goswami \"m.com.,l.l.b\" advocate high court / drt residence office tel fax0532-2465138 \"godawari,\" mob9415284836 \"108/25/43,l.1.c\" \"colony,\" emailrggoswamiadv@rediffmail.com tagore town near kali mata mandir allahabad - 211002 ',\n",
       "  {'entities': [(0, 8, 'B-NAME'),\n",
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       "    (84, 99, 'B-PHONE'),\n",
       "    (112, 125, 'B-PHONE'),\n",
       "    (154, 186, 'B-EMAIL')]}),\n",
       " ('agriexim bado mnthali - director 27 076 750 5938 bado@agriexim.co.za www.agriexim.co.za tel 27 011 236 8753 fax 27 011 236 8601 6 kikuyu \"road,\" sunninghill ',\n",
       "  {'entities': [(0, 8, 'B-ORG'),\n",
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       "    (69, 87, 'B-WEB'),\n",
       "    (92, 94, 'B-PHONE'),\n",
       "    (95, 98, 'I-PHONE'),\n",
       "    (99, 102, 'I-PHONE'),\n",
       "    (103, 107, 'I-PHONE')]}),\n",
       " ('ph off 051-9252887 fax no. 051-9252339 e-mail ar.shakir@hotmail.com abdul rashid shakir assistant director audit bureau of circulation abc ministry of information and broadcasting government of pakistan \"4\"\"\" \"floor,\" block \"c-1,\" benevolent fund \"building,\" zero \"point,\" islamabad. ',\n",
       "  {'entities': [(7, 18, 'B-PHONE'),\n",
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       "    (81, 87, 'I-NAME'),\n",
       "    (88, 97, 'B-DES'),\n",
       "    (98, 106, 'I-DES')]}),\n",
       " ('star j. sathish kumar ai managing director no \"z-239a,\" first \"floor,\" g \"block,\" 97893 54511 ee ',\n",
       "  {'entities': [(0, 4, 'B-ORG'),\n",
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       "    (82, 87, 'B-PHONE'),\n",
       "    (88, 93, 'I-PHONE')]}),\n",
       " ('p. ravikanth reddy sr.product executive - mapping rolta india limited \"105,\" golden \"edifice,\" \"6-3-639/40,\" opp. visweshwarayya \"statue,\" khairatabad \"junction,\" hyderabad - 500 4 tel 3306806 / \"3391083,\" fax 040-3393702 email preddy@rolta.com a web www.rolta.com ',\n",
       "  {'entities': [(0, 2, 'B-NAME'),\n",
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       "    (195, 205, 'B-PHONE'),\n",
       "    (228, 244, 'B-EMAIL'),\n",
       "    (251, 264, 'B-WEB')]}),\n",
       " ('m.s.jakeerulla cell no. 98482-99220 customer suport engineer tel. -40 3705149 mobi o74 atco atcom technologies limited authorised distributor for sales services unique services \"nagar,\" hyderabad - 500 18 ',\n",
       "  {'entities': [(0, 14, 'B-NAME'),\n",
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       "    (98, 110, 'I-ORG'),\n",
       "    (111, 118, 'I-ORG')]}),\n",
       " ('esri india krishna mohan deshiraju associate consultant niit gis ltd. 3rd \"floor,\" prashanti \"complex,\" basheerbagh hyderabad - 500 63 india tel 9140 \"6633616,\" \"3240434,\" 3243336 e fax 9140 \"3231567,\" 3298867 e e-mail krishnamd@niit.com e website www.esriindia.com ',\n",
       "  {'entities': [(0, 4, 'B-ORG'),\n",
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       "    (219, 237, 'B-EMAIL'),\n",
       "    (248, 265, 'B-WEB')]}),\n",
       " ('recency maitrivihar \"area,\" sudarsan v mapp prot no. \"3,\" \"ameerpet,\" - 500 16 asst. vice president phone 91 -40 2374-6171 91 -40 2375-4048 dir 914 -40 2374-3897 resi 91 -40 2780-4199 fax 91 -40 2374-3890 mobile 98490-22316 e-mail mv.sudarsan @ globaltrustbank.com ms global trust bank limited aa ',\n",
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       "    (275, 280, 'I-ORG'),\n",
       "    (281, 285, 'I-ORG'),\n",
       "    (286, 293, 'I-ORG')]}),\n",
       " ('dr. subba rao pavuluri b.sc. \"engg.,\" \"m.e,\" \"ph.d,\" formerly senior \"scientist,\" dept. of space managing director indian resources information management technologies ltd. plot no. \"1299k,\" road no. \"66,\" jubilee \"hills,\" hyderabad - 500 \"033,\" india. phone no. \"3544083,\" \"3544093,\" \"3544892,\" 3607511 r \"3608696,\" 3608651 fax \"91-40-3544894,\" e-mail atpl@hd1.vsni.net.in website www.inrimt.com ',\n",
       "  {'entities': [(0, 3, 'B-NAME'),\n",
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       "    (263, 273, 'B-PHONE'),\n",
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       "    (329, 345, 'I-PHONE'),\n",
       "    (353, 373, 'B-EMAIL'),\n",
       "    (382, 396, 'B-WEB')]}),\n",
       " ('krb mudaliar ph 0 27660486 cell 9849373800 res 27018231 offset printers eeoc designing cartons labels books brochures calenders greetings booklets posters \"etc.,\" \"-2,gyani\" \"complex,\" \"1-9-630/1,\" \"vidyanagar,\" beside \"sbh,\" hyderabad - \"44,\" ',\n",
       "  {'entities': [(0, 3, 'B-NAME'),\n",
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       "    (18, 26, 'I-PHONE'),\n",
       "    (32, 42, 'B-PHONE')]}),\n",
       " ('tt g. harinatha \"reddy,\" m.tech tel. 8624 - 29424 associate professor dept. of e.e.e n.6.8.r. institute of science technology vidayanagar - 524 4138 nellore district. ',\n",
       "  {'entities': [(3, 5, 'B-NAME'),\n",
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       "    (50, 59, 'B-DES'),\n",
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       "    (85, 93, 'B-ORG'),\n",
       "    (94, 103, 'I-ORG'),\n",
       "    (104, 106, 'I-ORG'),\n",
       "    (107, 114, 'I-ORG'),\n",
       "    (115, 125, 'I-ORG')]}),\n",
       " ('shilpa kirtankar executive marketing speck systems limited sidharth \"plaza,\" 4th \"floor,\" 9-1-125/3 s d \"road,\" secunderabad 500 \"003,\" india. tel -580 6070 to \"74,\" fax -580 6075 e-mail info@specksystems.com ',\n",
       "  {'entities': [(0, 6, 'B-NAME'),\n",
       "    (7, 16, 'I-NAME'),\n",
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       "    (37, 42, 'B-ORG'),\n",
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       "    (51, 58, 'I-ORG'),\n",
       "    (147, 151, 'B-PHONE'),\n",
       "    (152, 156, 'I-PHONE'),\n",
       "    (187, 208, 'B-EMAIL')]}),\n",
       " ('the university of i national school of engineering pr. ayina ohandja louis-max deputy - director p.o. box 8390 yaounde - cameroon t̩l -237 222 86 20 e-mail oayina@polytech.uninet.cm t̩l/fax -237 222 45 47 ',\n",
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       "    (39, 50, 'I-ORG'),\n",
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       "    (143, 145, 'I-PHONE'),\n",
       "    (146, 148, 'I-PHONE'),\n",
       "    (156, 181, 'B-EMAIL')]}),\n",
       " ('a rajendra prasad sr. engineer satyam navigation satyam satyam computer services ltd. satyam technology \"center,\" \"bahadurpally,\" rr district - 500 43 a.p. india tek fax 91-40-3097515 web site http//www.satyam.com vs a ',\n",
       "  {'entities': [(0, 1, 'B-NAME'),\n",
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       "    (31, 37, 'B-ORG'),\n",
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       "    (72, 80, 'I-ORG'),\n",
       "    (81, 85, 'I-ORG'),\n",
       "    (193, 213, 'B-WEB')]}),\n",
       " ('o 7152182 7152171 ww r 3000324 y.v. siva kumar wa. development officer life jusurance corporation of india office city street no. \"4,\" \"habsiguda,\" hyderabad - 500 7 \"plotnq.254,\" telecom \"nagar,\" gachi \"bowli,\" hyderabad - 500 2 ',\n",
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       "    (101, 106, 'I-ORG'),\n",
       "    (107, 113, 'I-ORG')]}),\n",
       " ('s. bhanu prakash director map production sathya technology services p ltd. satellite hydrology application technology services plot no. \"93,\" railway \"colony,\" sikh \"road,\" secunderabad - 500 9 ph o -7721102 r 7155040 telefax 7816862 e-mail ',\n",
       "  {'entities': [(0, 2, 'B-NAME'),\n",
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       "    (70, 74, 'I-ORG'),\n",
       "    (199, 207, 'B-PHONE')]}),\n",
       " ('tel 23326410 o 23520386 r k. v. narasimha rao \"b.com.,\" \"pg.d.d.,\" dpr. public relations officer information public 14 \"mig-1,huda\" colony. relations \"department,\" \"mehdipatnam,\" hyderabad - 28 samachar \"bhavan,\" ag.guardsyittyderabad 28 narasimharao_46 @ rediffmail.com ',\n",
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       "    (256, 270, 'I-EMAIL')]}),\n",
       " ('trisha technologies pvt. ltd. no. \"64,chikoti\" \"gardens,\" \"begumpet,\" hyderabad - 500 16 india. phones 040-7760078 / 7763090 fax 040-7767572 email trisha @ hd1.vsnl.net.in p. ananda gajapathi raju 7 applicationengineer cad/cam ',\n",
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       "    (172, 174, 'B-NAME'),\n",
       "    (175, 181, 'I-NAME'),\n",
       "    (182, 191, 'I-NAME'),\n",
       "    (192, 196, 'I-NAME'),\n",
       "    (199, 218, 'B-DES')]}),\n",
       " ('glg me directorretd survey training institute survey of india advisor consultant geodesy gps services \"202,\" knr apartments. street \"no.8,\" \"habsiguda,\" hyderabad-500 007ap phone 0407154448/7158151 \"telefax7158151,\" e-mail-nande@rediffmail.com - ',\n",
       "  {'entities': [(0, 3, 'B-ORG'),\n",
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       "    (93, 101, 'I-ORG'),\n",
       "    (179, 197, 'B-PHONE'),\n",
       "    (216, 243, 'B-EMAIL')]}),\n",
       " ('santosh v. kholamkar sales executive rolta india \"105,\" golden \"edifice,\" \"6-3-639/40,\" opp. visweshwarayya \"statue,\" khairatabad \"junction,\" hyderabad - 500 4 tel 3306806 / \"3391083,\" fax 040-3393702 xb email santoshk@rolta.com ro a web www.rolta.com ',\n",
       "  {'entities': [(0, 7, 'B-NAME'),\n",
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       "    (37, 42, 'B-ORG'),\n",
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       "    (174, 184, 'B-PHONE'),\n",
       "    (210, 228, 'B-EMAIL'),\n",
       "    (238, 251, 'B-WEB')]}),\n",
       " ('bhushan kumar m pavement design engineer span consultants pvt. ltd. an iso 9001 - 2000 company span \"house,\" \"92-c,\" gurudwara road \"madangir,\" new delhi - 110 62 phones 91-11-2606 5645-54 10 lines fax 91-11-2606 \"5643,\" 2649 1482 info@spanconsult.com web site www.spanconsult.com ',\n",
       "  {'entities': [(0, 7, 'B-NAME'),\n",
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       "    (181, 188, 'I-PHONE'),\n",
       "    (231, 251, 'B-EMAIL'),\n",
       "    (261, 280, 'B-WEB')]}),\n",
       " ('dr. ramesh kumar t. reddy managing director spatial applications limited \"770-f,\" road \"44,\" jubilee \"hills,\" hyderabad - 500 33 alp. india. phone 91 40 360 \"8244,\" 360 \"8148,\" production office 91 40 354 2020 web-site www.spatialapps.com ',\n",
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       "    (165, 168, 'I-PHONE'),\n",
       "    (169, 176, 'I-PHONE'),\n",
       "    (219, 238, 'B-WEB')]}),\n",
       " ('o 3314282 extn. 38 p-7635538- v.s.murthy msc.\\u06dd associate professor officer - in - charge of exams - jntu college of fine arts mahaveer \"marg,\" hyderabad - 28 res \"b-36,\" \"301,\" sreemaan krishna sri \"residency,\" xb colony. hyderabad - 500 13 ',\n",
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       "    (30, 40, 'B-NAME'),\n",
       "    (47, 56, 'B-DES'),\n",
       "    (57, 66, 'I-DES')]}),\n",
       " ('suraksha double action cement a.b traders authorised distributor \"birla,\" \"kesoram,\" l t orient \"acc,\" coromondal \"king,\" andhra \"cement,\" wholesaler retailer \"gudimatkapur,\" cell 98480 ih phones \"56570081,\" \"82,\" \"83,\" \"84,\" 85 ',\n",
       "  {'entities': [(0, 8, 'B-ORG'),\n",
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       "    (220, 225, 'I-PHONE'),\n",
       "    (226, 228, 'I-PHONE')]}),\n",
       " ('infotech cm cmate sfolitions k. shaker be. software engineer software world infotech \"506,\" 5th \"floor,\" ameer \"estate,\" \"ameerpet,\" hyderabad - 38 a.p india. voice email shaker@softworldlt.com http //www.softworldlt.com ',\n",
       "  {'entities': [(0, 8, 'B-ORG'),\n",
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       "    (76, 84, 'I-ORG'),\n",
       "    (171, 193, 'B-EMAIL'),\n",
       "    (199, 220, 'B-WEB')]}),\n",
       " ('construction chemicals master builders technology mbt india pvt. ltd. \"29,\" krishna nagar indl. layout g.vidya sagar reddy tavarakare main road sales engineer off hosur road opp prestige acropolis bangalore - 560 29 telefax 91-80-553 6859 mobile 9848127549 hyderabad meyter e-mail mbtindia29@vsnl.net web www.mbt-india.com ',\n",
       "  {'entities': [(23, 29, 'B-ORG'),\n",
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       "    (246, 256, 'B-PHONE'),\n",
       "    (281, 300, 'B-EMAIL'),\n",
       "    (305, 322, 'B-WEB')]}),\n",
       " ('p.s.deshpande phone 55501119 s.s.deshpande tele fax 24652049 mobile 21566652 industeics - . \"4-7-339,\" esamia \"bazar,\" victory play \"ground,\" hyderabad-500 27 a.p. e-mail ',\n",
       "  {'entities': [(0, 13, 'B-NAME'),\n",
       "    (20, 28, 'B-PHONE'),\n",
       "    (29, 42, 'B-NAME'),\n",
       "    (68, 76, 'B-PHONE')]}),\n",
       " ('esri india sunil kumar pk. business manager niit gis ltd. 3rd floor. prashanti \"complex,\" basheerbagh hyderabad - 500 63 india e tel \"55633616,\" \"23240434,\" 23243336 fax 9140 \"23231567,\" 23298867 e-mail sunilkkpk@niit.com website wwwesriindia.com ',\n",
       "  {'entities': [(0, 4, 'B-ORG'),\n",
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       "    (133, 144, 'B-PHONE'),\n",
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       "    (157, 165, 'I-PHONE'),\n",
       "    (203, 221, 'B-EMAIL'),\n",
       "    (230, 246, 'B-WEB')]}),\n",
       " ('mos sanjay kumar srivastava project consultant lt-ramboll consulting engineers limited \"339/340,\" anna \"salai,\" phone -24331134 6 \"lines,\" \"nandanam,\" 24364430 extn. 136 chennai - 600 35 fax -24331136 india. e-mail sks@litramboll.com web http//www.ltramboll.com ',\n",
       "  {'entities': [(4, 10, 'B-NAME'),\n",
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       "    (118, 127, 'B-PHONE'),\n",
       "    (215, 233, 'B-EMAIL'),\n",
       "    (238, 261, 'B-WEB')]}),\n",
       " ('ie mary naidu manager a r. m. software ltd. sri \"chambers\\u06dd,\" h.no. 6-3-200/b/5 banjara \"hills,\" hyderabad - 500 34 tel \"040-3303984,\" 3303985 fax 040-3306219 e-mail rmsihybd @hd2.vsni.net.in web www.rmsinet.com ',\n",
       "  {'entities': [(3, 7, 'B-NAME'),\n",
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       "    (165, 173, 'B-EMAIL'),\n",
       "    (174, 190, 'I-EMAIL'),\n",
       "    (195, 210, 'B-WEB')]}),\n",
       " ('esri india krishna mohan deshiraju associate consultant niit gis ltd. 3rd \"floor,\" prashanti \"complex,\" basheerbagh hyderabad - 500 63 india e tel 9140 \"55633616,\" \"23240434,\" 23243336 fax 9140 \"23231567,\" 23298867 e-mail krishnamd@niit.com e website www.eesriindia.com ',\n",
       "  {'entities': [(0, 4, 'B-ORG'),\n",
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       "    (176, 184, 'I-PHONE'),\n",
       "    (222, 240, 'B-EMAIL'),\n",
       "    (251, 269, 'B-WEB')]}),\n",
       " ('the asian gis monthly gly niraj product executive gis development \"g-4,\" \"sector-39,\" noida-201 \"301,\" india tel \"91-120-2502180-87,\" fax 2500060 mobile no. 9810107069 email niraj@gisdev.net \"www,.gisdevelopment.net\" ',\n",
       "  {'entities': [(50, 53, 'B-ORG'),\n",
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       "    (174, 190, 'B-EMAIL'),\n",
       "    (191, 216, 'B-WEB')]}),\n",
       " ('brig. j.s.ahuja chief consultant a sie org gis \"304,\" archana \"arcade,\" st. johns \"road,\" secunderabad - 500 25 tel -2731 1525 / 5531 1432 fax -2719 2310 res. 2784 2047 / 2781 614 e-mail orggis@hd2.dot.net.in ahuja@orginformatics.soft.net url wwworginformatics.com/orggis ',\n",
       "  {'entities': [(0, 5, 'B-NAME'),\n",
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       "    (187, 208, 'B-EMAIL'),\n",
       "    (209, 238, 'B-EMAIL'),\n",
       "    (243, 271, 'B-WEB')]}),\n",
       " ('k. dhanunjaya reddy e eas managing director cognition . dreddy@ndsss.com wy spatial systems p ltd. sai spurthy enclave \"8-3-230/4/4/1,\" \"venkatagiri,\" hyderabad - 500 45 india tel \"23555437,\" fax \"23553545,\" mobile 98490 66176 ',\n",
       "  {'entities': [(0, 2, 'B-NAME'),\n",
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       "    (180, 191, 'B-PHONE'),\n",
       "    (215, 220, 'B-PHONE'),\n",
       "    (221, 226, 'I-PHONE')]}),\n",
       " ('k.v. surya prakasa rao tel 4071285 b.e. elec. cell 98496-13296 director raja surya power systems electrical consultants and a۪ grade contractors \"16-1-30/1/19,\" indraprastha \"township,\" phase - 11 saidabad \"colony,\" hyderabad. ',\n",
       "  {'entities': [(0, 4, 'B-NAME'),\n",
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       "    (77, 82, 'I-ORG'),\n",
       "    (83, 88, 'I-ORG'),\n",
       "    (89, 96, 'I-ORG')]}),\n",
       " ('isg 9001-2008 qci certified company m. srinivasa rao director kvv consulting innovate collaborate improvize mob 91 98490 8232 e-mail srinivas@kwc-global.com۪ ',\n",
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       "    (121, 125, 'I-PHONE'),\n",
       "    (133, 157, 'B-EMAIL')]}),\n",
       " ('nazeerulla pattan assistant manager - marketing time. triumphant institute of management education pvt. ltd. \"95b,\" 2nd \"floor,\" siddamsetty \"complex,\" park \"lane,\" secunderabad - 500 3 tel 040-40088300 400 mobile 81213 18931 e-mail nazeerulla.pattan@time4education.com website www.time4education.com ',\n",
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       "    (220, 225, 'I-PHONE'),\n",
       "    (233, 269, 'B-EMAIL'),\n",
       "    (278, 300, 'B-WEB')]}),\n",
       " ('prof. k. srinivasa \"raju,\" ph.d. \"professor,\" department of civil engineering tel 91 40 66 30 35 19 fax 91 40 66 30 39 98 mob 91 90 10 82 7 42 email ksraju@hyderabad.bits-pilani-ac.in url bits pilani ksraju/profile hyderabad campus tact birla institute of technology \"science,\" pilani hyderabad \"campus,\" jawahar \"nagar,\" shameerpet mandal hyderabad 500 78 telangana \"state,\" india. ',\n",
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       "    (256, 266, 'I-ORG'),\n",
       "    (267, 277, 'I-ORG'),\n",
       "    (278, 284, 'I-ORG')]}),\n",
       " ('mindbox ee evolving education bridging the gap ate between industry and academia academia technology partners ut. ers ey ',\n",
       "  {'entities': [(0, 7, 'B-ORG')]}),\n",
       " ('www.cantercadd.com raj vodapally business development manager canter cadd india pvt. ltd. - diamond \"corner,\" h.no. 03-07-2003 a \"b,\" plot no۪s \"mm2,\" \"kajaguda,\" gachibowli hyderabad-500008 cell 91 965 2525 172 e-mail rajvodapally@cantercadd.com ',\n",
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       "    (219, 246, 'B-EMAIL')]}),\n",
       " ('oracle۪ oracle india private limited prestige technology park mercury block \"2b,\" lvl \"7-9,\" 29 sarjapur marthahalli ring road \"bangalore,\" karnataka - 560 103 india chandrasekhar \"patarlapalli,\" pmp director jd edwards enterpriseone phone 91 80 40298952 mobile 91.98 80594936 _ fax 91 80 40296480 chandrasekhar.patarlapalli@oracle.com oracle.com ',\n",
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       " ('m. prasada reddy me fre is partner nf mpr constructions mpr constructions \"6-3-661/7/1,\" plot no. \"77,\" near asian institute of \"gastroenterology,\" second left behind red rose \"restaurant,\" \"somajiguda,\" \"hyderabad-500082,\" telangana. ph 40 \"48554224,\" mobile 91 99495 72666 e-mail mpr@mprconstructions.com wwww.mprconstructions.com ',\n",
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       " ('ambuja cement sapna devendra regional manager south alccofine ambuja cements limited prema \"ganga,\" \"89,\" 7 th \"cross,\" 4 th \"main,\" 5 th \"block,\" bsk 3 rd \"stage,\" 3 rd \"phase,\" bhuvaneshwari \"nagar,\" bangalore -560 85 mobile 91 99640 90888 email sapna.devendra@ambujacement.com website www.ambujacement.com . www.alccofine.com ',\n",
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       "    (311, 328, 'B-WEB')]}),\n",
       " ('ambuja cement micro materials yatin joshi head - alccofine ambuja cements limited elegant business \"park,\" behind kotak mahindra \"bank,\" midc cross road \"b۪,\" off andheri - kurla \"road,\" andheri \"east,\" mumbai - 400 59 tel. -22 4066 7501 / 6616 \"7501,\" mobile 91 9920085526 email yatin.joshi@ambujacement.com website .www.alccofine.com e www.ambujacement.com e www.lafargeholcim.com ',\n",
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       "    (361, 382, 'B-WEB')]}),\n",
       " ('p praneeth kumar ae sr. engineer al 9550484382 6 praneethkumar.p@stedrant.com stpl stedrant technoclinic pvt. ltd. \"h.no.12-13-420,\" street \"no.1,\" \"taranaka,\" hyderabad-500017 phone 40 4853 7304 / \"05,\" e-mail info.hyd@stedrant.com lab shed no. \"f-3/a,\" street no. \"10,\" \"ida,\" nacharam hyderabad - \"500076,\" ph 9030003551 / 9030003552 e-mail labhyd@stedrant.com ',\n",
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       " ('aditya birla g venu territory technical services manager ',\n",
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       " ('dr. g. venkataramana \"m.b.b.s.,\" \"d.v.,\" \"d.p.c.,\" \"p.g.d.f.e.,\" \"f.c.s.e.p.1.,\" \"ph.d.,\" diplomate american board of sexology w.h.o.-fellow on stds aids consultant vatsayana clinic special clinic for sexual marital problems \"g-i,\" dhruvatara \"apts,\" near eenadu paper \"office,\" next to rta \"office,\" medinova \"compound,\" \"erramanzil,\" \"somajiguda,\" hyderabad-500 82 040-23319519 time 5-00 p.m. to 9-00 pm. mobile 9246345937 e-mailaidsandsex @rocketmail.com ',\n",
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       " ('professor emad gad faculty of \"science,\" engineering and technology __ school of engineering _john street hawthorn re victoria 3129 australia mail h38 chair of department of civil and construction engineering cricos provider 00111d a australia sw in telephone 61 3 9214 8210 swinburne facsimile 61 3 9214 8264 b u in mobile 61 413 175 650 egad@swin.edu.au www.swinburne.edu.au a qa wit ',\n",
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       " ('dr. maganti janardhana m.tech \"struct,\" ph.d iit madras professor of civil engineering . co-ordinator . bureau of industrial consultancy services bics jawaharlal nehru technological university hyderabad \"kukatpally,\" hyderabad - 500 \"state,\" india mob 91 9441864828 e-mail jmaganti@yahoo.com off 40 -23158661 to 4 jmaganti@jntuh.ac.in extn 1151 janardhanamaganti@gmail.com ',\n",
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       " ('l. krishna reddy mobile 9246538840 managing director b.e. civil ph. 27666972 wonder p ltd. yer ae \"1-9-630/1,\" 3rd \"floor,\" \"vidyanagar,\" hyderabad - 44 ',\n",
       "  {'entities': [(0, 2, 'B-NAME'),\n",
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       " ('in bceom societe franchaise dingenierie head office ravula residency sri nagar colony hyderabad - 82 tel 91-40-23737633 fax 1-40-23736277 e-mail aarvee @ aarvee.net k. phani i bhushan rao ̩ m. \"tech,\" \"mirc,\" pgdtqm iso 9007 quality control engineer aarvee associat̩s architects engineers e v site office h.no. mar-66 narsingi village rajendra nagar mandal r.r. dist. a.p tel 08413-232084 f mobile 4901 ',\n",
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       " ('satyanarayana .mvv ee m.tech \"structures,\" \"mie,\" \"mici,\" principal structural consultant civil structural engineers industrial high rise commercial infrastructure retrofitting @ plot no. \"34,\" vinayaka \"nagar,\" 9908531109 \"uppalaguda,\" hyderabad-500089. @ er.smalaka.mvv@gmail.com mvv engineering consultants i ',\n",
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       "    (298, 309, 'I-ORG')]}),\n",
       " ('dr. md. subhan cell9177608105 \"m.tech.,\" ph.d. professor hod civil engineering dept. institute of engineering technology affiliated to \"jntu,\" approved by aicte new \"delhi,category\" - institution ranked by jntuh koheda \"road,\" ibrahimpatnam \"m,\" r.r.dist. 501 510 t.s.ph 8415 - 201555 www.avniet.ac.in res plot no. \"7/201,\" old \"malhar,\" sahara \"estates,\" \"mansoorabad,\" l.b. \"nagar,\" hyderabad-500 68 e-mail md.subhan5@gmail.com licenced structural engineer/ghmc - licence no 22 ',\n",
       "  {'entities': [(0, 3, 'B-NAME'),\n",
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       " ('aditya birla sunil.kotta territory technical services manager ',\n",
       "  {'entities': [(0, 6, 'B-ORG'),\n",
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       "    (54, 61, 'I-DES')]}),\n",
       " ('\"v,\" satish kumar cell 7702502355 y vg academy engineering is easy ',\n",
       "  {'entities': [(0, 4, 'B-NAME'),\n",
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       " ('sripurna 9052000469 baloons unlimited 9885101029 \"foret,\" he \"best,\" emailapoorva.events.hyd@gmail.com apeerva events we undertake balloons decors surprise \"party,\" birthday decor baby \"shower,\" paper \"crafts,\" school and college \"events,\" 2d 3d \"setups,\" retirement \"functions,\" corporate events theme \"decor,\" helium balloons door \"delivery,\" much ed \"colony,\" near sai baba \"temple,\" \"gudimalkapur,\" \"mehdipatnam,\" hyderabad - 500028 ',\n",
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       " ('multi disciplinary construction engineers navayuga engineering company ltd. navayuga is g. shashidhar \"reddy,\" m.tech asst. general manager projects _ b any piot no. \"379,\" road no. \"10,\" jubilee \"hills,\" hyderabad - 500 33 india ed tel -94240-23389990 / 9991 / 9992 / \"23551711,\" fax -23557738 180 9001 - 2000 a ae ',\n",
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       " ('o and s. chand is vikas minds g. anjaneyulu m 91 96509 6733 sr. sales executive e g.anjaneyulu@schandpublishing.com higher education s chand and company limited \"\"\"padma\" plaza\\u06dd \"3-4-630,\" opp. ratna \"college,\" \"narayanguda,\" hyderabad - 500 29 india. f 91 40 2755 195 www.schandpublishing.com toll free no. 1800 3070 2850 ',\n",
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       " ('oo o50 premier hospital trauma emergency critical care i nanal nagar \"chowrastha,\" \"mehdipatnam,\" hyd - 28 \"23518100,\" \"23517100,\" fax 23513100 www.premierhospital.in ',\n",
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       " ('91 9849 366 10 ea nishanth@capeducationalservices.com capeducationalservices@gmail.com career adv ice point @ flat \"205,\" saga society \"heights,\" besides tilak nagar \"hospital,\" tilak \"nagar,\" hyderabad - 500 44 ',\n",
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       "    (102, 107, 'I-ORG')]}),\n",
       " ('rising above all m. suresh kumar reddy senior manager - hr 91 8309765922 suresh@elitegroup.in elite engineering construction ',\n",
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       " ('sampath prabhakar reddy advocate standing counsel for ghmc mobile 99486 18811 \"hig,\" \"block-3,\" flat \"no-13,\" street \"no-2,\" near \"park,\" bagh \"lingampally,\" hyderabad. telangana state - 500 44 ph \"040-27668338,\" e-mail spreddyadvocate@gmail.com ',\n",
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       " ('nagaraj m.b cell73537 66643 engineers. success \"90,\" building no. \"13,\" khb \"colony,\" kst. 3rd- \"phase,\" bangalore- 560 60 tel/fax 080-2848 \"6739,\" cell 94482 76739 emailefficient. sa _subramanya@yahoo. com. . website http spa icientengineers. co. in. ',\n",
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       " ('er. anita devi bonala b.e. \"civil,\" m. tech structures ph.d. structures s ad nn cg ghmc licenced structural regd. no. 17 architects structural engineers cell 9951 2222 36 ph 040-48530445 office address 3-5- 3 vivekananda \"nagar,\" \"kukatpally,\" hyd- gate cs ail anita.bo ej nala@gmail.com - email eshanaprojects@gmail.com ',\n",
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       " ('mobile -91-8790716908 tel 40 - 65552222 prof. s.b. sankar rao \"m.e.,\" m.igs iit \"delhi,\" \"d.c.a.,\" iwm u.s.a addl. director \"204,\" gyan arcade \"complex,\" beside sheeshmahal theatre \"ameerpet,\" hyderabad - 16 email directormvsacademy@gmail.com www.mvsacademy.in ',\n",
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       " ('sai vivek ceo maddusaivivek@twoatone.com va 91 8885935213 www.twoatone.com cie@iiith international institute of information technolgoy hyderabad campus \"gachibowli,\" \"hyderabad,\" telangana - 500 \"032,\" india. ',\n",
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       "    (124, 134, 'I-ORG')]}),\n",
       " ('dr. mohan s \"c,\" ph.d assistant \"professor,\" department of civil engineering x tel 91 40 66 30 36 72 fax 91 40 66 30 39 98 mob 91 8001 2 4453 email mohansc@hyderabad. bits-pilani.ac.in url bits pilani hyderabad/mohansc/profile hyderabad campus a birla institute of technology \"science,\" pilani hyderabad \"campus,\" jawahar \"nagar,\" shameerpet mandal hyderabad 500 78 telangana \"siate,\" india. ',\n",
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       " ('g. padmaja r \"m.tech.,\" \"mba,\" \"fie,\" c. enggl building systems asst. vice president - designs bu kirby building systems india pvt ltd tel 8500 plot no 21 \"22,\" century \"building,\" fax 8552 rohini \"layout,\" \"madhapur,\" mob 91 98663 49901 hyderabad - 500 \"081,\" telangana. email gpadmaja@kirby-india.com www.kirbyinternational.com a subsidiary of alghanim we ao plant۪ at haridwar \"india,\" \"kuwait,\" ras al-khaimah \"uae,\" ho chi minh city vietnam. ',\n",
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       " ('. . te cell 9848228927 ideal survey survey consultants flat \"504,\" thirumala sha \"residency,\" \"74/23/1,\" venkatappiah \"street,\" \"8-3-940,\" yellareddyguda \"rd,\" ashok \"nagar,\" bandar \"road,\" \"ameerpet,\" hyderabad-500073. opp. time \"hospital,\" ph 040-23743293 vijayawada-520007. ideal_survey @ yahoo. com ',\n",
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       " ('mobile 0091-8106888800 k. om prakash b.e. civil \"m.s.,\" australia president overseas manpower recruiters association telangana andhra pradesh regd. no. \"382,\" recg by \"pge,\" \"moia,\" govt. of india \"203,\" sanatana \"ectasy,\" liberty \"road,\" \"himayatnagar,\" hyderabad -500 \"029,\" \"telangana,\" india. e-mail omrahyd@gmail.com website www.omraindia.org phone 0091-40-40118006 ',\n",
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       " ('\"casio,\" b. surendra ponnada dy. area manager - ces casio india \"co.,\" private limited 3rd \"floor,\" \"3-4-630,\" padma plaza opposite ratna junior college \"narayanguda,\" hyderabad-500029 tel. 040-60605005 mobile 9030001031 e-mail surendrap@casio.co.in website www.casio.co.in ',\n",
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       " ('g. ramana reddy asst. manager fb controls chief cashier mobile 9849793793 the cent central court hot hotel ganga hotels ltd. \"lakdi-ka-pul,\" hyderabad-500 4 tel \"91-40-23232323,\" fax 040-23232737 website http/www.thecentralcourt.com ',\n",
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       " ('cell 83339 91301 dr. k. venugopal \"m.tech.,\" \"f.1.e.,\" \"m.b.a.,\" ph.d. director ground water water audit department vysya \"bhavan,\" 4th 5th \"floors,\" namburi gopalarao \"street,\" \"hanumanpet,\" vijayawada - 520 \"003,\" \"a.p.,\" india. ph o 0866-2574673 hydroiogist321@gmail.com director_apsgwd@rediffmail.com ',\n",
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       " ('srinivas tallapragada executive director en es for iso 9001 2015 company satyavani projects and consultants pvt. ltd. \"a-203,\" kushal \"towers,\" \"khairatabad,\" hyderabad-500 4 tel \"91-40-39804646,\" 23321623 d 39804621 fax \"91-04-23308184,\" mobile 9866749191 e-maib ',\n",
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       " ('k. om prakash b.e. \"civil,\" \"m.s.,\" australia c.e.o. seatco group cell 0091-8106888800 ̩ seatco\\u06dd recognised by govt. of india south east asia trading company ra. no. b-0180/ap/per/1000/5/5690/2001 sanatana \"ectasy,\" office \"203,\" liberty main \"road,\" \"himayatnagar,\" hyderabad - 500 29 \"telangana,\" india. website www.seatco.net email contact@seatco.net -40117949 40118001 30280000 fax 30223333 ',\n",
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       " ('kumar swamy. m deputy general manager mobile 9100771796 visit our website www.vishwa.co.in founded by alumni of iits nits \"a,\" email vishwahyd1@gmail.com gate ies psus dilshunagar kukatpally 4 \"floor,\" near sidhartha 4 \"floor,\" above sbi 2\\u06dd floor \",\" 04-jan \"arundelpet,\" 2 \"floor,\" greensquare plaza womens degree collage kphb \"colony,\" above kapil chit \"funds,\" guntur \"hanamkonda,\" warangal 7093002099 \"7093298707,\" 9440475345 \"986676452,\" 7032902099 \"9866976452,\" 9866974972 ',\n",
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       " ('saimedaa since 1994 . gate ies psu۪s quality and result oriented coaching for gate - ies - genco/transco/discoms rrb/jao/drdo/govt. polytech etc. saimedha.r@gmail.com ',\n",
       "  {'entities': [(0, 8, 'B-ORG'), (146, 166, 'B-EMAIL')]}),\n",
       " ('prasad. c vishwam.c \"m.tech,\" \"pgdca,\" miste. m.techstruct. \"mie,\" miste. ph. off. \"23513527,\" 9866648018 ph.off \"23513527,\" 9866648018 cell 98490 - 23777 cell 98490 - 44439 p.v.associates architects engineers email associates. pv@ gmail.com \"12-2-823/a/1/8/c,\" second \"floor,\" inguva \"towers,\" pillar no. \"20-21,\" \"mehdipatnam,\" abad. ',\n",
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       " ('laxman. j mobitel 6275992 kavika photo video graphers specialist in modeling photography h.no. \"1-1-257/29,\" behind mahaveer medical \"hall,\" \"chikkadpally,\" hyderabad - 500 20 ',\n",
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       " ('extn. phone 416243091 fax 416443092 email bmm@mba.vec.ac.in mmuhalimb @ on murali m. bhupathi \"m.com.,\" \"m.b.a.,\" \"m.phil.,\" fdpiima sr. lecturer dept. of management studies vellore engineering college \"vellore,\" tn - 632 14 ',\n",
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       " ('- 27903901 cell 32382439 s. prop. bhavani caterers specialists in \"north,\" south andhra pure vegetarian \"meals,\" dishes for all \"functions,\" \"marriages,\" gruha \"pravesham,\" birthday \"parties,\" a to z marriage contractors h.no. \"1-38-1082,\" indiramma \"nagar,\" \"begumpet,\" near \"airport,\" hyderababd ',\n",
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       " ('phone 91 40 2385900residence 91 40 24008447office fax 91 40 24008456 e-mail madhava855 @ eth.net ss vasala 2000 @ yahoo.com a dr vasala madhava rao associate professor headgeomatics cell national institute of rural development ministry of rural \"development,\" government of india \"rajendranagar,\" hyderabad - 500 \"030,\" india residence flat no. \"4b,\" heritage \"arcade,\" sanjeeva reddy \"nagar,\" \"hyderabad-500038,\" andhra \"pradesh,\" india. ',\n",
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       " ('s. rama krishna m. \"tech.,\" senior faculty transportation engineering engineering staff college of india a forum of the institution of engineers india old bombay \"road,\" gachi bowli hyderabad 500 32 india phone off 23000465 / 23000466 fax \"040-23000336,\" e-mail esci_ic@yahoo com e-mail ramakrishnas23@hotmail.com ',\n",
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       " ('d.a.umak scientist m.p. council of science technology remote sensing applications centre \"26,\" kisan \"bhavan,\" jail \"road,\" arera \"hills,\" bhopal - 462004 tel \"553224,\" \"763497,\" \"555948,\" 554578 fax. 755 - 554712 553929 e-mail mpcost @ mp.nic.in. res \"a-122,\" bda colony. \"shahpura,\" bhopal - 462 16 f723970cr ',\n",
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       " ('prakash n menon technical head facilities management systems satyam gis services satyam computer services ltd. lake shore \"towers,\" rajbhavan \"road,\" \"somajiguda,\" hyderabad - 500 82 india tel 91-40-55237520 mobile 91-98480 53603 fax 91-40-23303071 email prakash_menon@satyam.com web site http//www.satyam.com ',\n",
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       " ('phone \"843995,\" 849629 telex 425-2117 ad s. mangesh oe a sales engineer lawrence mayo \"115,\" park \"lane,\" secunderabad - 500 3 ahmedabad @ bangalore @bombay @goa @ hyderabad. @madras @new delhi @pune @secunderabad ',\n",
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       " ('khushnum mehta admin. officer/counsellor-ielts idp education australia limited uma hyderabad house 3rd floor 6-3-1090/1/1 raj bhavan road somajiguda hyderabad 500082 india tel 9140 23398247-51 fax 9140 23398200 www.idp.com ',\n",
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       " ('v. \"sreenivasulu,\" m-tech. scientist a national institute of hydrology ministry of water \"resources,\" govt. of india deltaic regional centre siddartha \"nagar,\" kakinada - 533 3 phone 91 884 \"372254,\" fax 91 884 350054 e-mail vemu_sree@yahoo.co.in res flot no. \"25,\" nagarjuna bank colony. valasapakala. kakinada -533 5 8 0884-387213 nak a ',\n",
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       " ('ihn craft museu calcutta emporium all india handicrafts lakh of variety @ shop 55614360 new mch \"5-9-699/a,\" near lepakshi barman building \"lane,\" \"gunfoundry,\" hyderabad - 500 7 ur a j ',\n",
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       " ('dr. d. ___ 040-27500080 cell 9441285587 retd. prof. consulting civil engineer geotechnical engineer 3 resi. h. no. \"6-1-108/18,\" abhinavanagar \"colony,\" \"padmaraonagar,\" secunderabad - 500 25 ',\n",
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       "    (69, 77, 'I-DES')]}),\n",
       " ('prof. r. sathish kumar nicmar be \"civil,\" m.tech iitm sr. associate professor construction industry staff college aconstituent unit of national academy of construction national institute of construction management and research nac \"campus,\" kondapur \"post,\" hyderabad - 500 84 tel 040-2311 1286/2104/3475 fax040-2311 1248 mob 91 91775 34250 e-mail satishkumar@nicmar.ac.in website www.nicmar.ac.in ',\n",
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       "    (348, 372, 'B-EMAIL'),\n",
       "    (381, 397, 'B-WEB')]}),\n",
       " ('prof. k. nagi reddy k. pratap i b...m.tech. structures continental designers consulting engineers architects \"6-3-596/95/d,\" behind hotel krishna \"oberoi,\" naveen \"nagar,\" hyderabad-500 482 @. \"393713,\" 393956 ',\n",
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       "    (203, 209, 'I-PHONE')]}),\n",
       " ('\"a,\" national academy of construction nac prof. m. \"prasad,\" \"m.tech.,\" ae \"director,\" cmri nac \"campus,\" \"cyberabad,\" e-mail nac @ satyam.net.in r 23838158-504 ',\n",
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       "    (148, 160, 'B-PHONE')]}),\n",
       " ('maram dilip kumar solutions architect special products group maram@onlinemedia.net.in mobile 98491 - 64224 infotainment unbound onlinemedia solutions limited isp e-business digital studio 4th 5th \"floors,\" vipanchi estate \"hyderguda,\" hyderabad 500 29 phone -272 3444 fax 610 www.omsolutions.com ',\n",
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       "    (276, 295, 'B-WEB')]}),\n",
       " ('h optima upender reddy v support engineer e-mail upenderv@sierraopt.com sierra optima limited svr \"towers,\" \"8-2-1/b/1,\" punjagutta hyderabad - 500 \"082,\" india tel -40 - \"3740368,\" 3746122 -40 - 3750768 fax -40 \"3746419,\" 3750768 web www.sierraopt.com/ www optimasw.com ',\n",
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       "    (258, 270, 'I-WEB')]}),\n",
       " ('ph 866 - 2582333 0 2479497 r j cell 91-98495 99497 dr. a.v.ratna prasad \"ph.d,\" fie professor head - department of mechanical engineering vv. r. siddhartha engineering college vijayawada - 520 \"007,\" ap. residence d.no. \"56-3-10/2,\" ramineni \"st.,\" \"patamata,\" vijayawada-520 10 e-mail \"rp_atluri@yahoo.co.in,\" ratnaprasad@vrsiddhartha.ac.in ae ',\n",
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       "    (286, 310, 'B-EMAIL'),\n",
       "    (311, 341, 'B-EMAIL')]}),\n",
       " ('a. srinivas rao ph 23112470 cell 98480 41937 sri shirdi sai caterer s kavuri hills - \"1,\" \"madhapur,\" hyderabad. ',\n",
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       "    (56, 59, 'I-NAME'),\n",
       "    (60, 67, 'I-NAME')]}),\n",
       " ('ph 048-3306095 oj s ob 040-3748221 r fax 040-3397648 040-3731313 dr. m. anji re eddy \"m.tech.,ph.d.rs\" environmental remote sensing gis lab. 524 vth \"floor,\" academic black centre-for environment institute of pg studies \"research,\" j.n.t. \"university,\" mahaveer \"marg,\" masab \"tank,\" hyderabad - 500 28 a.p. india ',\n",
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       "    (136, 140, 'I-ORG')]}),\n",
       " ('titi 27 _ transport infrastructure training institute dr. k.b. chandra sekhar professor director national academy of construction nac \"campus,\" \"cyberabad,\" hyderabad - 500 32 a_p. off 23111915 to \"18,\" ext. \"2073,\" fax 23111997 e-mail kbc @nac.edu.in ',\n",
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       "    (240, 251, 'I-EMAIL')]}),\n",
       " ('or. v. raghethama swamy m.sc. ph.d. joint director commissionerate of fisheries a.p. matsya \"bhavan,\" shantinagar road \"no.4,\" masab \"tank,\" hyderabad - 500 28 tel \"040-23308585,\" \"23308586,\" fax 40 - 23376256 ',\n",
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       "    (180, 191, 'I-PHONE')]}),\n",
       " ('off 40 23224963 res 40 23310679 fax 40 23222963 n.v. subba rao m. \"sc.,\" m. \"sc.,engg\" \"u.k.,\" \"m.a.,\" jt. transport commissioner b \"block,\" \"6\"\"\" \"floor,\" brk \"bhavan,\" tank bund \"road,\" hyderabad 500 63 e-mail nuvusetty_12 @ rediffmail.com oe a ',\n",
       "  {'entities': [(4, 6, 'B-PHONE'),\n",
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       "    (225, 226, 'I-EMAIL'),\n",
       "    (227, 241, 'I-EMAIL')]}),\n",
       " ('d.bhaskar reddy marketing executive triplex lab technologies pvt. ltd. gis division resource information xx remote sensing ac mapping solutions regd. \"office1-10-199/1,\" 1st \"floor,\" ashoknagar x \"roads,\" hyd -20 ph \"7613966,\" fax \"7604489,\" email - contact@triplextec.com pe ae ',\n",
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       "    (250, 272, 'B-EMAIL')]}),\n",
       " ('osmania university kumar \"molugaram,\" it bombay associate professor transportation engineering department of civil engineering university college of engineering osmania \"university,\" hyderabad india - 500 7 tel 040-27097125 mobile 9849411656 e-mail kumartrans@yahoo.com ',\n",
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       "    (249, 269, 'B-EMAIL')]}),\n",
       " ('mobitel 56609379 r 23518815 jawahar kasturi manager engg. moulali section \"hmwssb,\" hyd. resi \"13-6-434/c/60,\" maruthi \"nagar,\" ring \"road,\" golconda post. hyderabad - 8 ',\n",
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       " ('dr.d. vijay kishore \"b.arch,m.up\" phd altp fila principal \"co-ordinator,\" national centre for qip programme co-ordinator npcbaerm \"head,\" of architecture school of planning and architecture jawaharlal nehru technological university mahavir \"marg,\" hyderabad- 500 28 \",\" india ph. -40 \"23310133,\" \"23300315,\" 233317006 fax 23390770 email dvijaykishore @rediffmail com ',\n",
       "  {'entities': [(0, 5, 'B-NAME'),\n",
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       "    (363, 366, 'I-EMAIL')]}),\n",
       " ('phone \"76544,\" 5.6 pbx ext. 442 direct 76553 fax 91 - 8712 - 76547 e.mail bpc @recw.ernet.in dr. b.p. chandrasekhar professor \"head,\" transportation division department of civil engineering regional engineering college warangal - 506 4 a.p. india. res. d \"5/3,\" rec \"quarters,\" wgl. - 506 4 tel 76259 ',\n",
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       "    (295, 300, 'B-PHONE')]}),\n",
       " ('off 40 23223311 res 40 233131235 fax 40 23222963 c.l.n.gandhi jt. transport commissioner eee b \"block,\" \"5\"\"\" \"floor,\" brk \"bhavan,\" tank bund \"road,\" hyderabad 500 63 e-mail \"jtc_plng_trb@ap.gov.in,\" clngandhi@email.com ',\n",
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       "    (201, 220, 'I-EMAIL')]}),\n",
       " ('off 040-23884236-37 res 040-27740128 fax 040-23878962 n rs 040-23884259 dr. v. raghavswamy group director land use and urban studies rs gis applications area national remote sensing agency dept. of \"space,\" govt. of india \"balanagar,\" hyderabad - 500 37 a.p. india. e-mail raghavaswamy_v@nrsa.gov.in vraghavswamy@yahoo.com res flat \"104,\" ajay \"residency۪,\" jyoti \"colony,\" aoc \"centre,\" secbad-15. a.p. ',\n",
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       " ('balakrishna s managing director ramsys 309 annapurna \"block,\" aditya enclave ph 040-6581889 ameerpet. hyderabad-500 38 a.p india cell 98480 17718 training development \"am/fm,\" gis remote sensing ',\n",
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       " ('maps ceosystems rolf becker technical director maps group of companies oe aerial ground surveys geodetic network rehabilitation mapping - orthophotos - terrain models gis implementation - spatial data integration ',\n",
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       " ('kadakuntla kiran business development manager cc cadd centre training services flat no. \"109,\" pavani anasuya centre \"towers,\" opposite huda \"complex,\" skills driven. job led \"tarnaka,\" hyderabad-1 7 b 40 - 4221 2296 91 - 9908649654 www.caddcentre.com kadakuntlakiran@gmail.com ee ee ',\n",
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       " ('www.cantercadd.com p. vijay corporative executive cell 9966099975 canter cadd mehdipatnam \"102,\" first \"floor,\" opp. pillar no. \"17,\" adj lane to jayabhusan \"hospital,\" \"mehdipatnam,\" hyderabad -500028 email id- pvijay@cantercadd.com ',\n",
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       " ('y. d. srinivas manager - marketing tlme. triumphant institute of management education pvt. ltd. \"95b,\" 2nd \"floor,\" siddamsetty \"complex,\" park \"lane,\" secunderabad - 500 3 tel 40 - 40088300 400 mobile 98488 96521 fax 040-27847334 e-mail srinivas.yd@time4education.com website www.time4education.com ',\n",
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       " ('ar\\u06dd a a a sz corporate parasparab wa partner ae binoy paul ph 91- 9502930077 sales executive 9100086376 kalva engineers pvt. ltd. an iso 9001 certified company ndt engineers consultants plot no \"17,\" road no. \"8b,\" mamatha nagar \"colony,\" \"nagole,\" hyderabad - \"500068,\" telangana. india. ee ph 91 40 \"65216871,\" telefax 91 40 2422 3125 email marketing@kalva. net website www.kalva. net atop ',\n",
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       " ('dr. syed faheem cell 9849015197 physiocare physiotherapy clinic flat no. \"101,\" aries \"plaza,\" behind chandana \"brothers,\" st. anns college \"lane,\" \"mehdipatnam,\" hyderbad - 28 a ',\n",
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       " ('sharath ramadhyanam manager - business development 9 9133884848 / 91 7671814848 sharath@byndr.com by nn aq www.byndr.com ',\n",
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       " ('keller y. hari krishna director mtech geotechnical - itt madras rr. 91 95000 40179 e yhari@kellerindia.com keller ground engineering india pvt. ltd. 7 \"floor,\" eastern \"wing,\" centennial \"square,\" \"6a,\" dr. \"road,\" \"kodambakkam,\" chennai - 600 \"024,\" india. t 9144 2480 7500 f 91 44 24807501 www.kellerindia.com ',\n",
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       " ('venkatanarayanan technical hse project engineer projects technology tel 91 80 4021 7380 fax 91 80 4021 7158 mob 91 72 5902 7946 email v.sridharan2@shell.com shell technology centre bangalore shell india markets private limited rmz centennial campus b no. \"8b,\" kundalahalli main road bengaluru 560 \"048,\" india website www.shell.com ',\n",
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       " ('m 91 93914 45153 e omprakash.k@capricot.com p 9 22 3307 8500 capricot.com cap r i cot capricot technologies pvt. ltd. hil life \"mall,\" office no. \"ll,\" 3rd floor phirojshah mehta road omprakash. k santacruz west country manager mumbai 400 \"054,\" india education solutions bangalore new delhi mumbai hyderabad ',\n",
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       " ('t-e-c-h-n-o-l-0-g-i-e-s www.edstechnologies.com bhanu prakash dixith b n centre manager - learning solutions bhanuprakash.bir@edstechnologies.com eds technologies pvt. ltd. shree thulasi towers plot no. \"672,\" 3rd \"floor,\" 11th \"main,\" 4th \"block,\" \"jayanagar,\" bangalore - 560 11 tel 91 -80 41120547 fax 91 -80 41654880 mobile 91 9741344866 ',\n",
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       " ('a ksrao tt\\u06dd \"pm,\" \"\"\"\" managing director @ @ de it iso 9904 amor hm te ek technologies india pvt. ltd. bulk handling energy solutions group h no. \"-2-293/82/f/b-23,\" road no. \"8,\" film \"nagar,\" jubilee \"hills,\" hyderabad - 500 96 india. tel / fax 91 40 23355595 cell 91 7569958810 email \"hamtekindia@gmail.com,\" ks@hamtekindia.com web. www.hamtekindia.com ',\n",
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       " ('arn mt \"tear,\" enforce ae infosolutions x \"ltd,\" . creative courses robotics gaming animation videography photography digital painting graphics cad technology partners autodesk corel founpry. qunity e ',\n",
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       " ('\\u06dd ravikumar \"ft,\" manager infinitypmc infinitypmc private limited workhub@axis no \"27,\" vellalar \"street,\" 4th \"floor,\" \"adambakkam,\" chennai - 600 88 landmark above hdfc bank ltd ee eure mom tcm mat oscr tt tct rad ',\n",
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       " ('dr. t. s. reddy senior consultant traffic transportation lea associates south asia pvt. ltd. leadership in consulting engineers planners engineering hl no \"1-4-879/54/1a,\" street no. \"8,\" p lannin g near vijaya \"bank,\" lower tank \"bund,\" \"gandhinagar,\" hyderabad-500080 a.p. india solutions tel -66747071 / 66747135 . mobile -91687 82230 email tsr@lasaindia.com -ӊӊ timmappagari@ymait.com _ alea group company website - www lasaindia.com ',\n",
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       " ('chandra mouli peruri subject matter expert sme-gis mobile 91 9701234348 lic academy . ic academy head office plot \"no.3,\" hill \"no.3,\" \"rushikonda,\" \"8-2-350/5/b-22,\" \"rd.no.3,\" \"madhurawada,\" it \"park,\" sez \"layout,\" banjara \"hills,\" visakhapatnam - \"530041,\" \"ap.,\" india. \"hyderabad-500034,\" \"ts,\" india phone 91 891 3915524 p - -39144393 email chandra.peruri@iictechnologies.com f -39144404 www.iictechnologies.com . ecruerns aharerenttrrenene tia vest toeen enerseneitinmeattraticinirt ret tener atin ete p teal re tps sait ig psr et mn ee s fey wars z ow ee ',\n",
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       " ('zuari cement heidelbergcement group p. sai babu general manager-techno marketing zuari cement limited \"8-2-269/s/4,\" sagar society road \"no.2,\" banjara hills hyderabad-500 34 tel 91 40 4032 9973 mobile. 91 9866341156 p.saibabu@zcitd.com ',\n",
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       " ('ws bimgrafx naresh kumar m.v 0800 associate - business development 91 99855 67714 naresh.m@bimgrafx.com ',\n",
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       " ('nagaraj dhurva l . manager infinitypmc infinitypmc private limited oe aa au oss cm iac ciro ie ober mobile 96801 76196 email nagarajd@infinitypmec.co.in websitewww.infinitypme.co.in ',\n",
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       " ('khanna publishers publishers of \"engineering,\" \"technical,\" management and computer books admn. office \"4575/15,\" onkar \"house,\" opp. happy school \"daryaganj,\" new delhi-110002 e-mail kkhannapublishers@yahoo.in website http//www.khannapublishers.in phone 23243042 mobile 9811541460 fax 23243043 @_ ',\n",
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       " ('t. ramakrishna rao cfo east coast energy pvt. ltd. \"7-1-24,\" b \"block,\" 5th \"floor,\" roxana \"towers,\" \"greenlands,\" \"begumpet,\" hyderabad - 500 16 india p -6606 \"0665,\" f -6606 666 m -7673961686 e vrkthota@eastcoastenergy.in w www.eastcoastenergy.in _ ',\n",
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       " ('m m khan engineer marketing 91 9676743939 measure india corporation pvt ltd testing machines division h.o. \"t1,\" venkatadri enclave ph 91 40 27150157 fax 040-40165582 street no. \"6,\" habsiguda e-mail khan@measure-india.com hyderabad - 500 7 ts itfo@measure-india.com www.measure-india.com regional offices \"chennai,\" \"kolkata,\" \"mumbai,\" bangalore ',\n",
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       " ('cadd centre www.ccss.co.in t. mahendra nath manager - product support cadd centre software solutions pyt. ld. \"a-9,\" 2nd \"floor,\" indian airlines \"colony,\" \"begumpet,\" secunderabad - 500 \"003,\" india. phone 91 40 27902882 / 279029883 mobile 91 98491 13593 fax 91 40 27902883 email tmnath@ccss.co.in ',\n",
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       " ('p. ramulu a marketing executive ae 94406 15689 e ee @ gate - ece scitech publications india pvt. \"ltd.,\" d \"3-4-249/1,\" beside venkataramana theater \"lane,\" street \"no.2,\" \"lingampally,\" \"kachiguda,\" hyderabad-500 27 phone 91 - 040- 2755 \"0050,\" 2755 14 publishing scitech_hyd @ yahoo.co.in future www.scitechpublications.com p ',\n",
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       " ('dr. b. umashankar associate professor department of civil engineering indian institute of technology hyderabad \"kandi,\" sangareddy - \"502285,\" \"telangana,\" india tel -2250 \"6034,\" fax -2250 6032 e-mail \"buma@iith.ac.in,\" http//www.iith.ac.in ',\n",
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       " ('g v gupta territory manager - academic cambridge university press cambridge university press india house no. 3-5-874/6/4 near fernandez \"hospital,\" op block \"st.no.5,\" \"hyderguda,\" hyderabad-500029 www.cambridgeindia.org tel 91 40 \"23244458,\" 66101126 fax 91 4023244459 mobile 91 9849543342 email ggupta@cambridge.org i crater tne aman temd mn ft ',\n",
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       " ('tof aan a a dalla a rae os mg ean te te k. om prakash . -40117949 b.e. \"civil,\" \"m.s.,\" australia 40118001 c.e.o. seatco group 30280000 cell 0091-8106888800 fax 30223333 cao seatco recognised by govt. of india squth east asia trading company ra. no. b-0180/ap/per/1000/5/5690/2001 sanatana \"ectasy,\" office \"203,\" liberty main \"road,\" \"himayatnagar,\" hyderabad - 500 29 \"telangana,\" india. - website www.seatco.net email contact@seatco.net uae eoman e saudi qatar esingapore e kuwait uk e usa ',\n",
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       " ('pearson thummala kiran senior territory manager higher education - sales e thummala.kiran@pearson.com t 91 -120 4306 \"500,\" 4306 550 m 91 91 7760 2565 pearson india education services pvt. ltd. 15th \"floor,\" world trade tower plot no c - \"01,\" sector \"16,\" noida 201301 uttar pradesh - india www. pearson.co.in a 8 napa ',\n",
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       " ('dr. k.h.v. durga rao \"head,\" disaster management support division national remote sensing centre indian space research organisation _ department of \"space,\" government of india \"balanagar,\" hyderabad - 500 \"037,\" \"telangana,\" india tel off. 91 40 23884541 / 4232 fax 971 40 23870445 / 23774271 mobile 91 9440583027 e-mail durgarao_khv@nrsc.gov.in khvdurgarao@yahoo.com ',\n",
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       " ('capricot francis.a business manager education solutions m 91 93460 39220 e francis.a@capricot.com p 91 40 6663 9371/ 73 f 91 40 6663 9372 capricot.com capricot technologies pvt. ltd. unit no.7 \"8,\" 4th floor downtown - the mall۪ \"6-2-27/a,\" \"6-2-28,\" beside lotus hospital \",\" lakdikapul hyderabad 500 \"004,\" india bangalore new delhi mumbai hyderabad ',\n",
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       " ('freedom to think beyond... @ k.v. vishwanathan e b n 4 x tt executive director v 91 84510 9108 associates vishwa@nivrittiassociates.com nivritti associates llp. hyderabad-delhi-bangalore- chennai-mumbai b-21 vivekananda \"colony,\" \"12-2-826,\" \"mehdipatnam,\" hyderabad 500028 www. nivrittiassociates.com ',\n",
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       " ('m. 9908075875 g. anjaneyulu goud anjaneyulu.goud@khannapublishers.in area sales manager khanna publishers regd. office \"2-b,\" nath \"market,\" delhi -110006 phone 23912380 ',\n",
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       " ('tejaswi info innovations hardware software solutions professionals in sales of \"dts,\" note \"books,\" \"servers,\" \"routers,\" \"switches,\" \"firewalls,\" antivirus it infrastructure implementation business partner managed services n.p. saradhi managing partner \"207,\" mehtab \"arcade,\" tamaka x۪ \"roads,\" secunderabad-500 17 a.p. india o -27006245 - -40144694 9246371921 admin @ tejinfoinn.com www.tejinfoinn.com @m@z ',\n",
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       " ('dr. g t vijay kumar senior subject matter expert sme-gs mobile 91 9966269818 iic academy lic technologies limited \"8-2-350/5/b-22,\" \"rd.no.3,\" banjara hills \"hyderabad-500034,\" telangana \"state,\" india p \"91-40-67914444,\" f -87914404 e-mail vijayakumar.thippeswamy@iictechnologies.com www iictecnnologies.com ',\n",
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       " ('p. srinivas rao cell 9849487125 itel technologies \"3-5-881,\" azra \"chambers,\" \"hyderguda,\" hyderabad -500 29 phone \"040-65404468,\" fax -23224545 e-mail \"iteltech@yahoo.com,\" iteltechnologies@gmail.com ',\n",
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       " ('gil. a.n.s.s. venu madhav asst. manager sales service cell -9985669913 taise trading private limited tgisei house\\u06dd 4th \"floor,\" no. \"01-076/4/c-24,\" survey no. \"24,\" ganga \"enclave,\" lane next to \"sbi,\" opp. byrraju \"foundation,\" medchal \"road,\" \"petbasheerabad,\" hyderabad - 500 \"055,\" r.r. \"dist,\" telangana ph \"91-40-27165394,\" fax 91-40-27165393 e-mail venu.m@taiseint.com website www.taiseint.com regd. off \"8-2-686/b/c/6/1,\" megacity no. \"532,\" road no. \"12,\" banjara \"hills,\" hyderabad - 500 34 ',\n",
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       " ('engineering staff college of india \",\" z autonomous organ of the institution of engineers india esci an iso 90012008 \"certified,\" aicte cea recognized institution ss old bombay \"road,\" \"gachibowli,\" \"hyd,\" elangana 500 \"032,\" india jagdish lolugu faculty business head gl www.escihyd.org aa fi www.facebook.comvescidpc eb 40 2300 336 40 66304103 www.linkedin.com/in/dpc tdc wa cpc@escinya www.digitechman.com professional excellence ',\n",
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       " ('american home loan lenders in ls za www.americanhomellc.com real estate loan professionals 490 mathis airport road \"suwanee,\" ga 30024 raymond j. garrison jr. toll free -800 754-6812 president tel -678 513-6135 rgarrison@americanhomellc.com fax -678 947-9955 ',\n",
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       " ('choice hotels rested. set. ', {'entities': [(7, 13, 'ORG')]}),\n",
       " ('friend unlock 34 696 900 91 pc www.trustfriendunlock.com trustfriendunlock@hotmail.com admin@trustfriendunlock.com ',\n",
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       " ('jamesjerss292@gmail.com jamesjerss mobiles we do all kind of hardware software services lene amie ear ay stb ee coro oo one me eel ',\n",
       "  {'entities': [(0, 23, 'B-EMAIL'), (24, 34, 'B-NAME')]}),\n",
       " ('_- tp gupta co. book keeping tax consultants \"b-1921/a,\" shastri nagar near maharaja agrsen dhramshala delhi-110052 m. -9313880593 e. delhi@tpgco.in w. www.tpgco.in ',\n",
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       "    (152, 164, 'B-WEB')]}),\n",
       " ('xs cancel e save sor۪ aaron s assistant designer design \"group,\" mobile comm. t -9053 samsung f 82-01-2345-6789 electronics m -9053 ',\n",
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       " ('chipotle mexican grill nathan houston general manager rand 817.577.0208 chipotle mexican \"grill,\" inc. 817.577.0247 7604 denton highway \"watauga,\" tx 76148 fax ',\n",
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       " ('yim chimmerly university of washington mba \"candidate,\" class of 2099 michael g. foster school of business. university of washington phone 206.867.5309 jimchim@u.washington.edu linkedin.com/jimchimrules foster scoot of business ',\n",
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       " ('jane r. wharton the wharton school mba candidate university of pennsylvania class of 2016 123 street address \"philadelphia,\" pa 19104 1.215.555.1234 phone 1.267.555.5678 cell janer@wharton.upenn.edu wharton university of pennsylvania ',\n",
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       " ('the george washington university \"washington,\" dc shankar kulumani phd candidate school of engineering and applied science mechanical aerospace engineering 800 22nd st nw \"washington,\" dc 20052 630-336-6257 cell skulumani@gwu.edu email shankarkulumani.com web ',\n",
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       " ('state university mountains minds patrick henry adjunct professor/lecturer political science 1736 hanover hall \"bozeman,\" mt 59717 tel -406 994-1776 fax -406 994-1913 email patrick.henry@montana.edu ',\n",
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       " ('heinrich heinrich corporation india pvt. ltd. amit choudhary \"0-284,\" \"beta-4,\" head services greater noida - 201308 91.9717 228 880 u.p. india e sindia@heinrichtimited.com wavww.heintichlimited.com ',\n",
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       " ('kenneth y. \"fishman,\" dds steven e. \"roth,\" dmd timothy \"chase,\" dmd 220 east 63rd street new \"york,\" ny 10065 s milesn y 212-752-6537 cosmetic implant dentistry www.smilesny.com \"\"\"creating\" new yorks most beautiful \"smiles\"\"\" flosstard 12 varps patent 5722439 other patents pending ',\n",
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       " ('804-368-564. 864-456-8956 sophieamywebsite.com wwwmywebsite.com 234 main street \"anytown,\" usa. 12345 ',\n",
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       "    (26, 46, 'B-WEB'),\n",
       "    (47, 63, 'B-WEB')]}),\n",
       " ('md. ahasanul karim regionai sales \"manager,\" 3 \"01755080945,\" 1813543183 the readysun pharmaceuticals limited unani. office qawsar \"al-mawa,\" road-7 house \"x53,\" block \"a,\" \"r/a,\" chittagong. ',\n",
       "  {'entities': [(0, 3, 'B-NAME'),\n",
       "    (4, 12, 'I-NAME'),\n",
       "    (13, 18, 'I-NAME'),\n",
       "    (19, 27, 'B-DES'),\n",
       "    (28, 33, 'I-DES'),\n",
       "    (34, 44, 'I-DES'),\n",
       "    (47, 61, 'B-PHONE'),\n",
       "    (62, 72, 'B-PHONE'),\n",
       "    (73, 76, 'B-ORG'),\n",
       "    (77, 85, 'I-ORG'),\n",
       "    (86, 101, 'I-ORG'),\n",
       "    (102, 109, 'I-ORG'),\n",
       "    (110, 116, 'I-ORG')]}),\n",
       " ('your practice company name a tag line of your services john smith \"mba,\" \"mas,\" bled fracp medical precttioner \"prov,\" \"no,\" 1294507 suite 12 100 main road melbourne vic 3000 australia phone 3 9600 2233 mogile 419 111 222 fax 3 9600 3344 ',\n",
       "  {'entities': [(0, 4, 'B-ORG'),\n",
       "    (5, 13, 'I-ORG'),\n",
       "    (14, 21, 'I-ORG'),\n",
       "    (55, 59, 'B-NAME'),\n",
       "    (60, 65, 'I-NAME'),\n",
       "    (91, 98, 'B-DES'),\n",
       "    (99, 110, 'I-DES'),\n",
       "    (191, 192, 'B-PHONE'),\n",
       "    (193, 197, 'I-PHONE'),\n",
       "    (198, 202, 'I-PHONE'),\n",
       "    (210, 213, 'PHONE'),\n",
       "    (226, 227, 'B-PHONE'),\n",
       "    (228, 232, 'I-PHONE'),\n",
       "    (233, 237, 'I-PHONE')]}),\n",
       " ('sunil mehta manager ser eel ba pts eps ec 2 reine eay print aaa ee tepe ea uae ',\n",
       "  {'entities': [(0, 5, 'B-NAME'), (6, 11, 'I-NAME'), (12, 19, 'B-DES')]}),\n",
       " ('d inside design ankit dhyani ankit@insidedesign in 91 8212 300 111 inside design \"1-12,\" sector \"7,\" noida - 20130 info@insidedesign in wwiw.insidedesign.in ',\n",
       "  {'entities': [(16, 21, 'B-NAME'),\n",
       "    (22, 28, 'I-NAME'),\n",
       "    (29, 47, 'B-EMAIL'),\n",
       "    (48, 50, 'I-EMAIL'),\n",
       "    (51, 53, 'B-PHONE'),\n",
       "    (54, 58, 'I-PHONE'),\n",
       "    (59, 62, 'I-PHONE'),\n",
       "    (63, 66, 'I-PHONE'),\n",
       "    (67, 73, 'B-ORG'),\n",
       "    (74, 80, 'I-ORG'),\n",
       "    (115, 132, 'B-EMAIL'),\n",
       "    (133, 135, 'I-EMAIL'),\n",
       "    (136, 156, 'B-WEB')]}),\n",
       " ('a5 p srmrrisurres richard pretorius director ',\n",
       "  {'entities': [(5, 17, 'B-ORG'),\n",
       "    (18, 25, 'B-NAME'),\n",
       "    (26, 35, 'I-NAME'),\n",
       "    (36, 44, 'B-DES')]})]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "allCardsData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ed99465a",
   "metadata": {},
   "outputs": [],
   "source": [
    "card_data_df = pd.DataFrame(allCardsData,columns=['text','labels'])\n",
    "card_data_df['isNull'] = card_data_df['labels'].apply(lambda x: 'Null' if len(x['entities']) ==0 \n",
    "                                                      else 'Clean')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49bdf6bc",
   "metadata": {},
   "source": [
    "#### Null entries need to drop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "4b02a598",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>labels</th>\n",
       "      <th>isNull</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>ae be 3</td>\n",
       "      <td>{'entities': []}</td>\n",
       "      <td>Null</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>le \"95,\" nungambakkam high \"road,\" \"nungambakk...</td>\n",
       "      <td>{'entities': []}</td>\n",
       "      <td>Null</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 text            labels isNull\n",
       "27                                           ae be 3   {'entities': []}   Null\n",
       "60  le \"95,\" nungambakkam high \"road,\" \"nungambakk...  {'entities': []}   Null"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "card_data_df.query('isNull == \"Null\"')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fdf4428",
   "metadata": {},
   "source": [
    "#### Consilder only clean data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "16a7e88e",
   "metadata": {},
   "outputs": [],
   "source": [
    "card_data_df.dropna(inplace=True)\n",
    "clean_data = card_data_df.query('isNull == \"Clean\"')[['text','labels']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "33582a0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "allCardsData = list(map(lambda x: tuple(x), clean_data.values.tolist()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9bec63d4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "aaf8a41e",
   "metadata": {},
   "source": [
    "## Split the Data into Training and Testing Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e7331657",
   "metadata": {},
   "outputs": [],
   "source": [
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "0b6005c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "random.shuffle(allCardsData)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "3cacb40d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "265"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(allCardsData)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "8fd78b34",
   "metadata": {},
   "outputs": [],
   "source": [
    "TrainData = allCardsData[:240]\n",
    "TestData = allCardsData[240:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "269d5acd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "5034ce89",
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(TrainData,open('./data/TrainData.pickle',mode='wb'))\n",
    "pickle.dump(TestData,open('./data/TestData.pickle',mode='wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7ef93a0f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "80ea3e20",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ed5b4a8-fb18-4605-89df-4c6886df335e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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