Text_Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     C:\\Users\\ASUS\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['sri', 'lanka', 'to', 'the', 'of', 'in', 'for', 'as', 'and', 'it', 'may', 'by', 'from', 'at', 'on', 'pct']\n",
      "4277\n",
      "0\n",
      "1\n",
      "stock\n",
      "close\n",
      "down\n",
      "rupe\n",
      "new\n",
      "low\n",
      "2\n",
      "stocks\n",
      "end\n",
      "up\n",
      "3\n",
      "shares\n",
      "becalmed\n",
      "despite\n",
      "big\n",
      "deals\n",
      "4\n",
      "sells\n",
      "usmn\n",
      "yr\n",
      "bonds\n",
      "5\n",
      "rupee\n",
      "new\n",
      "low\n",
      "6\n",
      "consum\n",
      "protect\n",
      "activ\n",
      "seen\n",
      "weak\n",
      "7\n",
      "rupe\n",
      "steadi\n",
      "state\n",
      "bank\n",
      "sell\n",
      "8\n",
      "share\n",
      "end\n",
      "down\n",
      "9\n",
      "share\n",
      "end\n",
      "down\n",
      "10\n",
      "rupe\n",
      "weaken\n",
      "11\n",
      "treasuri\n",
      "yield\n",
      "rise\n",
      "12\n",
      "expect\n",
      "rupe\n",
      "stabilis\n",
      "below\n",
      "dollar\n",
      "13\n",
      "credit\n",
      "growth\n",
      "import\n",
      "demand\n",
      "slow\n",
      "central\n",
      "bank\n",
      "14\n",
      "rupe\n",
      "weaker\n",
      "15\n",
      "rupee\n",
      "opens\n",
      "weaker\n",
      "16\n",
      "mulls\n",
      "yr\n",
      "sovereign\n",
      "bond\n",
      "17\n",
      "shares\n",
      "end\n",
      "up\n",
      "18\n",
      "exports\n",
      "fall\n",
      "january\n",
      "trade\n",
      "gap\n",
      "up\n",
      "19\n",
      "warns\n",
      "threat\n",
      "eu\n",
      "market\n",
      "access\n",
      "20\n",
      "rupee\n",
      "opens\n",
      "firmer\n",
      "against\n",
      "dollar\n",
      "21\n",
      "shares\n",
      "end\n",
      "up\n",
      "22\n",
      "forex\n",
      "reserv\n",
      "down\n",
      "jan\n",
      "23\n",
      "warn\n",
      "against\n",
      "subsidi\n",
      "cultur\n",
      "24\n",
      "treasuri\n",
      "yield\n",
      "up\n",
      "25\n",
      "get\n",
      "japanes\n",
      "loan\n",
      "airport\n",
      "expans\n",
      "26\n",
      "vietnam\n",
      "econom\n",
      "potenti\n",
      "explor\n",
      "27\n",
      "share\n",
      "end\n",
      "down\n",
      "28\n",
      "rupe\n",
      "strengthen\n",
      "credit\n",
      "weaken\n",
      "29\n",
      "rupe\n",
      "gain\n",
      "after\n",
      "open\n",
      "30\n",
      "share\n",
      "becalm\n",
      "31\n",
      "seen\n",
      "prioriti\n",
      "destin\n",
      "indian\n",
      "invest\n",
      "32\n",
      "inflat\n",
      "jump\n",
      "march\n",
      "33\n",
      "track\n",
      "get\n",
      "imf\n",
      "tranch\n",
      "next\n",
      "week\n",
      "34\n",
      "share\n",
      "end\n",
      "up\n",
      "35\n",
      "hnb\n",
      "given\n",
      "b\n",
      "rate\n",
      "moodi\n",
      "36\n",
      "end\n",
      "forex\n",
      "interventions\n",
      "cb\n",
      "governor\n",
      "37\n",
      "imf\n",
      "bailout\n",
      "loan\n",
      "resumed\n",
      "usmn\n",
      "loaned\n",
      "reserves\n",
      "38\n",
      "bill\n",
      "yields\n",
      "held\n",
      "down\n",
      "39\n",
      "hid\n",
      "vital\n",
      "information\n",
      "ran\n",
      "into\n",
      "brick\n",
      "wall\n",
      "legislator\n",
      "40\n",
      "stock\n",
      "close\n",
      "marginally\n",
      "lower\n",
      "rupee\n",
      "stronger\n",
      "41\n",
      "trade\n",
      "controls\n",
      "take\n",
      "imf\n",
      "surprise\n",
      "42\n",
      "rates\n",
      "up\n",
      "amid\n",
      "tight\n",
      "liquidity\n",
      "43\n",
      "stocks\n",
      "close\n",
      "up\n",
      "44\n",
      "hikes\n",
      "policy\n",
      "rate\n",
      "bp\n",
      "curb\n",
      "credit\n",
      "45\n",
      "grows\n",
      "46\n",
      "reaching\n",
      "foreign\n",
      "borrowing\n",
      "limits\n",
      "need\n",
      "rate\n",
      "hike\n",
      "report\n",
      "47\n",
      "spend\n",
      "rsbn\n",
      "war\n",
      "zone\n",
      "rapid\n",
      "normalci\n",
      "presid\n",
      "48\n",
      "treasuri\n",
      "yield\n",
      "up\n",
      "after\n",
      "rate\n",
      "hike\n",
      "49\n",
      "share\n",
      "end\n",
      "down\n",
      "50\n",
      "revenu\n",
      "crunch\n",
      "continu\n",
      "51\n",
      "unemployed\n",
      "down\n",
      "data\n",
      "52\n",
      "aims\n",
      "forex\n",
      "reserves\n",
      "months\n",
      "imports\n",
      "cb\n",
      "governor\n",
      "53\n",
      "shares\n",
      "becalmed\n",
      "54\n",
      "state\n",
      "enterprises\n",
      "urged\n",
      "adopt\n",
      "market\n",
      "pricing\n",
      "55\n",
      "ceoonline\n",
      "resource\n",
      "centre\n",
      "launched\n",
      "56\n",
      "shares\n",
      "end\n",
      "up\n",
      "57\n",
      "rupee\n",
      "weakens\n",
      "intraday\n",
      "trade\n",
      "58\n",
      "shares\n",
      "end\n",
      "up\n",
      "59\n",
      "imf\n",
      "disbursement\n",
      "credit\n",
      "positive\n",
      "moodys\n",
      "60\n",
      "policy\n",
      "uncertainty\n",
      "deterring\n",
      "investment\n",
      "adb\n",
      "61\n",
      "expected\n",
      "global\n",
      "shock\n",
      "slow\n",
      "credit\n",
      "cb\n",
      "governor\n",
      "62\n",
      "bank\n",
      "ceylon\n",
      "hire\n",
      "foreign\n",
      "bank\n",
      "sell\n",
      "bond\n",
      "63\n",
      "cpc\n",
      "lose\n",
      "rsbn\n",
      "64\n",
      "share\n",
      "end\n",
      "down\n",
      "65\n",
      "treasuri\n",
      "yield\n",
      "rise\n",
      "again\n",
      "66\n",
      "grow\n",
      "adb\n",
      "67\n",
      "share\n",
      "end\n",
      "down\n",
      "68\n",
      "share\n",
      "end\n",
      "up\n",
      "69\n",
      "bank\n",
      "debt\n",
      "sale\n",
      "hit\n",
      "race\n",
      "rate\n",
      "70\n",
      "prematur\n",
      "commend\n",
      "avoid\n",
      "trade\n",
      "sanction\n",
      "71\n",
      "imf\n",
      "program\n",
      "staff\n",
      "report\n",
      "releas\n",
      "72\n",
      "share\n",
      "end\n",
      "down\n",
      "73\n",
      "bank\n",
      "credit\n",
      "fall\n",
      "peak\n",
      "februari\n",
      "74\n",
      "share\n",
      "end\n",
      "down\n",
      "75\n",
      "rupe\n",
      "weak\n",
      "money\n",
      "market\n",
      "liquid\n",
      "updat\n",
      "76\n",
      "share\n",
      "end\n",
      "down\n",
      "77\n",
      "rupe\n",
      "hit\n",
      "new\n",
      "low\n",
      "78\n",
      "state\n",
      "water\n",
      "board\n",
      "make\n",
      "oper\n",
      "profit\n",
      "79\n",
      "treasuri\n",
      "yield\n",
      "edg\n",
      "up\n",
      "80\n",
      "get\n",
      "strong\n",
      "inflow\n",
      "space\n",
      "support\n",
      "oil\n",
      "bill\n",
      "if\n",
      "need\n",
      "cb\n",
      "governor\n",
      "81\n",
      "central\n",
      "bank\n",
      "probe\n",
      "forex\n",
      "dealer\n",
      "82\n",
      "rupe\n",
      "edg\n",
      "lower\n",
      "83\n",
      "forex\n",
      "market\n",
      "subdu\n",
      "84\n",
      "forex\n",
      "market\n",
      "inact\n",
      "85\n",
      "state\n",
      "construct\n",
      "deal\n",
      "local\n",
      "firm\n",
      "86\n",
      "pizza\n",
      "market\n",
      "grow\n",
      "fiveyear\n",
      "india\n",
      "jubil\n",
      "87\n",
      "bank\n",
      "ceylon\n",
      "usmn\n",
      "bond\n",
      "sale\n",
      "open\n",
      "updat\n",
      "88\n",
      "forex\n",
      "markets\n",
      "quiet\n",
      "89\n",
      "policy\n",
      "flexibility\n",
      "bring\n",
      "longer\n",
      "term\n",
      "stability\n",
      "imf\n",
      "90\n",
      "april\n",
      "inflat\n",
      "acceler\n",
      "percent\n",
      "91\n",
      "india\n",
      "rate\n",
      "could\n",
      "be\n",
      "hurt\n",
      "oil\n",
      "subsidi\n",
      "sp\n",
      "92\n",
      "emerg\n",
      "countri\n",
      "should\n",
      "be\n",
      "watch\n",
      "about\n",
      "europ\n",
      "imf\n",
      "offici\n",
      "93\n",
      "rollov\n",
      "usmn\n",
      "bond\n",
      "extend\n",
      "matur\n",
      "treasuri\n",
      "seci\n",
      "94\n",
      "rupee\n",
      "volatile\n",
      "ride\n",
      "95\n",
      "keep\n",
      "gdp\n",
      "budget\n",
      "gap\n",
      "treasury\n",
      "secy\n",
      "96\n",
      "interest\n",
      "rates\n",
      "move\n",
      "up\n",
      "liquidity\n",
      "tighter\n",
      "97\n",
      "lankan\n",
      "shares\n",
      "weak\n",
      "98\n",
      "exports\n",
      "grow\n",
      "feb\n",
      "99\n",
      "has\n",
      "continue\n",
      "corrective\n",
      "action\n",
      "bb\n",
      "ratings\n",
      "confirmed\n",
      "fitch\n",
      "100\n",
      "hikes\n",
      "prices\n",
      "cooking\n",
      "gas\n",
      "milk\n",
      "powder\n",
      "cement\n",
      "101\n",
      "work\n",
      "out\n",
      "surveil\n",
      "deal\n",
      "with\n",
      "imf\n",
      "cb\n",
      "governor\n",
      "102\n",
      "treasuri\n",
      "edg\n",
      "up\n",
      "103\n",
      "monetari\n",
      "condit\n",
      "tighten\n",
      "central\n",
      "bank\n",
      "104\n",
      "polici\n",
      "rate\n",
      "unchang\n",
      "105\n",
      "hope\n",
      "narrow\n",
      "current\n",
      "account\n",
      "gap\n",
      "despit\n",
      "strong\n",
      "capit\n",
      "flow\n",
      "106\n",
      "lankan\n",
      "stock\n",
      "end\n",
      "lose\n",
      "streak\n",
      "107\n",
      "lankan\n",
      "share\n",
      "up\n",
      "percent\n",
      "108\n",
      "lankan\n",
      "stocks\n",
      "up\n",
      "percent\n",
      "109\n",
      "short\n",
      "term\n",
      "treasuries\n",
      "yields\n",
      "drop\n",
      "110\n",
      "stocks\n",
      "flat\n",
      "turnover\n",
      "third\n",
      "lowest\n",
      "year\n",
      "111\n",
      "overseas\n",
      "lankan\n",
      "status\n",
      "precede\n",
      "dual\n",
      "citizenship\n",
      "minister\n",
      "112\n",
      "bond\n",
      "yields\n",
      "ease\n",
      "113\n",
      "consumer\n",
      "durables\n",
      "retailer\n",
      "march\n",
      "net\n",
      "up\n",
      "114\n",
      "lankan\n",
      "shares\n",
      "flat\n",
      "115\n",
      "benefits\n",
      "new\n",
      "bn\n",
      "saarc\n",
      "currency\n",
      "swap\n",
      "116\n",
      "small\n",
      "builder\n",
      "former\n",
      "war\n",
      "zone\n",
      "get\n",
      "german\n",
      "help\n",
      "117\n",
      "treasuri\n",
      "yield\n",
      "fall\n",
      "across\n",
      "matur\n",
      "118\n",
      "commerci\n",
      "bank\n",
      "financ\n",
      "road\n",
      "119\n",
      "commerci\n",
      "bank\n",
      "financ\n",
      "road\n",
      "120\n",
      "upgrad\n",
      "blood\n",
      "bank\n",
      "121\n",
      "stock\n",
      "down\n",
      "percent\n",
      "122\n",
      "capit\n",
      "facelift\n",
      "get\n",
      "us\n",
      "world\n",
      "bank\n",
      "123\n",
      "invest\n",
      "structur\n",
      "shift\n",
      "back\n",
      "world\n",
      "bank\n",
      "124\n",
      "grow\n",
      "drought\n",
      "hit\n",
      "growth\n",
      "treasuri\n",
      "seci\n",
      "125\n",
      "un\n",
      "face\n",
      "fund\n",
      "shortfal\n",
      "humanitarian\n",
      "work\n",
      "126\n",
      "stock\n",
      "down\n",
      "127\n",
      "japan\n",
      "fund\n",
      "lankan\n",
      "civil\n",
      "servant\n",
      "master\n",
      "studi\n",
      "128\n",
      "tallest\n",
      "tower\n",
      "usmn\n",
      "india\n",
      "properti\n",
      "group\n",
      "129\n",
      "kick\n",
      "off\n",
      "flood\n",
      "control\n",
      "program\n",
      "colombo\n",
      "130\n",
      "rupe\n",
      "weaker\n",
      "rate\n",
      "steadi\n",
      "131\n",
      "keell\n",
      "food\n",
      "profit\n",
      "zoom\n",
      "132\n",
      "lankan\n",
      "stock\n",
      "up\n",
      "percent\n",
      "133\n",
      "hayley\n",
      "export\n",
      "develop\n",
      "properti\n",
      "134\n",
      "warn\n",
      "against\n",
      "illeg\n",
      "forex\n",
      "trade\n",
      "135\n",
      "short\n",
      "term\n",
      "treasuri\n",
      "yield\n",
      "fall\n",
      "136\n",
      "inflat\n",
      "acceler\n",
      "137\n",
      "lankan\n",
      "stock\n",
      "down\n",
      "138\n",
      "fuel\n",
      "consumpt\n",
      "doubl\n",
      "three\n",
      "year\n",
      "offici\n",
      "139\n",
      "lankan\n",
      "stock\n",
      "fall\n",
      "140\n",
      "lankan\n",
      "stocks\n",
      "dip\n",
      "percent\n",
      "141\n",
      "short\n",
      "term\n",
      "treasuries\n",
      "yields\n",
      "fall\n",
      "142\n",
      "lankan\n",
      "stocks\n",
      "up\n",
      "percent\n",
      "143\n",
      "choose\n",
      "lead\n",
      "managers\n",
      "bond\n",
      "sale\n",
      "144\n",
      "fitch\n",
      "rates\n",
      "sampath\n",
      "leasing\n",
      "bonds\n",
      "atlka\n",
      "145\n",
      "stocks\n",
      "up\n",
      "146\n",
      "shares\n",
      "up\n",
      "percent\n",
      "147\n",
      "rupee\n",
      "weakens\n",
      "rates\n",
      "up\n",
      "148\n",
      "exports\n",
      "drop\n",
      "percent\n",
      "april\n",
      "149\n",
      "lankas\n",
      "foreign\n",
      "reserves\n",
      "usbn\n",
      "april\n",
      "150\n",
      "shares\n",
      "dip\n",
      "percent\n",
      "151\n",
      "south\n",
      "asian\n",
      "can\n",
      "benefit\n",
      "free\n",
      "trade\n",
      "education\n",
      "152\n",
      "overnight\n",
      "rates\n",
      "new\n",
      "high\n",
      "amid\n",
      "forex\n",
      "pressure\n",
      "153\n",
      "rupee\n",
      "weakens\n",
      "new\n",
      "low\n",
      "154\n",
      "treasuries\n",
      "yields\n",
      "up\n",
      "155\n",
      "lankan\n",
      "stocks\n",
      "up\n",
      "percent\n",
      "156\n",
      "should\n",
      "persist\n",
      "with\n",
      "stabilization\n",
      "measures\n",
      "business\n",
      "chamber\n",
      "157\n",
      "secures\n",
      "mn\n",
      "japan\n",
      "farm\n",
      "equipment\n",
      "158\n",
      "policy\n",
      "rate\n",
      "unchanged\n",
      "growth\n",
      "projected\n",
      "159\n",
      "lankas\n",
      "parliament\n",
      "should\n",
      "have\n",
      "more\n",
      "oversight\n",
      "debt\n",
      "legislator\n",
      "160\n",
      "lankan\n",
      "shares\n",
      "rise\n",
      "percent\n",
      "161\n",
      "inks\n",
      "deal\n",
      "usbn\n",
      "port\n",
      "based\n",
      "heavy\n",
      "industry\n",
      "complex\n",
      "162\n",
      "tighten\n",
      "trade\n",
      "deals\n",
      "with\n",
      "south\n",
      "asia\n",
      "163\n",
      "economic\n",
      "growth\n",
      "slow\n",
      "inflation\n",
      "rise\n",
      "imf\n",
      "164\n",
      "lankan\n",
      "staterun\n",
      "university\n",
      "partfunds\n",
      "its\n",
      "own\n",
      "capex\n",
      "165\n",
      "nsbaalka\n",
      "rating\n",
      "confirmed\n",
      "166\n",
      "economy\n",
      "grows\n",
      "first\n",
      "quarter\n",
      "statistics\n",
      "office\n",
      "167\n",
      "warned\n",
      "be\n",
      "careful\n",
      "about\n",
      "forex\n",
      "swaps\n",
      "imf\n",
      "168\n",
      "shares\n",
      "up\n",
      "percent\n",
      "169\n",
      "lankans\n",
      "are\n",
      "charitable\n",
      "but\n",
      "within\n",
      "reason\n",
      "170\n",
      "money\n",
      "markets\n",
      "reach\n",
      "policy\n",
      "rates\n",
      "171\n",
      "stocks\n",
      "up\n",
      "172\n",
      "lankas\n",
      "real\n",
      "estate\n",
      "growth\n",
      "slowed\n",
      "interest\n",
      "rates\n",
      "inflation\n",
      "report\n",
      "173\n",
      "stocks\n",
      "up\n",
      "174\n",
      "sell\n",
      "mn\n",
      "debt\n",
      "175\n",
      "treasuries\n",
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      "up\n",
      "176\n",
      "refuge\n",
      "boat\n",
      "capsiz\n",
      "off\n",
      "australian\n",
      "island\n",
      "report\n",
      "177\n",
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      "down\n",
      "178\n",
      "select\n",
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      "citi\n",
      "hsbc\n",
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      "179\n",
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      "report\n",
      "181\n",
      "bank\n",
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      "well\n",
      "capit\n",
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      "offici\n",
      "182\n",
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      "183\n",
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      "186\n",
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      "187\n",
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      "off\n",
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      "188\n",
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      "189\n",
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      "a\n",
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      "190\n",
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      "forum\n",
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      "eas\n",
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      "busi\n",
      "191\n",
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      "192\n",
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      "turnov\n",
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      "aitken\n",
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      "193\n",
      "north\n",
      "popul\n",
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      "east\n",
      "expand\n",
      "194\n",
      "popul\n",
      "lower\n",
      "than\n",
      "estim\n",
      "but\n",
      "grow\n",
      "censu\n",
      "dept\n",
      "195\n",
      "rupe\n",
      "hit\n",
      "new\n",
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      "196\n",
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      "197\n",
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      "ministri\n",
      "198\n",
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      "inflat\n",
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      "203\n",
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      "204\n",
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      "up\n",
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      "206\n",
      "lankan\n",
      "stocks\n",
      "down\n",
      "turnover\n",
      "lowest\n",
      "three\n",
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      "207\n",
      "lankan\n",
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      "208\n",
      "bb\n",
      "sovereign\n",
      "rate\n",
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      "209\n",
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      "up\n",
      "210\n",
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      "tourism\n",
      "citi\n",
      "with\n",
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      "boi\n",
      "211\n",
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      "214\n",
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      "216\n",
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      "218\n",
      "allow\n",
      "transact\n",
      "between\n",
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      "219\n",
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      "imf\n",
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      "cb\n",
      "220\n",
      "treasuri\n",
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      "up\n",
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      "222\n",
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      "sl\n",
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      "223\n",
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      "kill\n",
      "liquid\n",
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      "bill\n",
      "sale\n",
      "224\n",
      "bond\n",
      "investor\n",
      "can\n",
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      "portfolio\n",
      "standard\n",
      "charter\n",
      "225\n",
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      "market\n",
      "tight\n",
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      "226\n",
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      "price\n",
      "guidanc\n",
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      "230\n",
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      "pb\n",
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      "232\n",
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      "ram\n",
      "239\n",
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      "240\n",
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      "241\n",
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      "242\n",
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      "243\n",
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      "250\n",
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      "251\n",
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      "252\n",
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      "imag\n",
      "still\n",
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      "prospect\n",
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      "253\n",
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      "254\n",
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      "free\n",
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      "envoy\n",
      "256\n",
      "seylan\n",
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      "ha\n",
      "manag\n",
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      "fitch\n",
      "259\n",
      "citizen\n",
      "activist\n",
      "call\n",
      "more\n",
      "budget\n",
      "transpar\n",
      "260\n",
      "rupe\n",
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      "261\n",
      "lankas\n",
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      "its\n",
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      "262\n",
      "central\n",
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      "263\n",
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      "acceler\n",
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      "265\n",
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      "odel\n",
      "domin\n",
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      "266\n",
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      "267\n",
      "india\n",
      "set\n",
      "up\n",
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      "district\n",
      "268\n",
      "budget\n",
      "under\n",
      "pressure\n",
      "but\n",
      "current\n",
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      "narrows\n",
      "269\n",
      "stocks\n",
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      "270\n",
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      "271\n",
      "lankas\n",
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      "272\n",
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      "275\n",
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      "276\n",
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      "278\n",
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      "treasuries\n",
      "slightly\n",
      "up\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "279\n",
      "jkhaalka\n",
      "rating\n",
      "confirmed\n",
      "280\n",
      "lankas\n",
      "cargills\n",
      "ceylon\n",
      "net\n",
      "down\n",
      "281\n",
      "money\n",
      "market\n",
      "liquidity\n",
      "dries\n",
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      "282\n",
      "treasuries\n",
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      "283\n",
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      "284\n",
      "stocks\n",
      "down\n",
      "285\n",
      "stocks\n",
      "up\n",
      "rupee\n",
      "weaker\n",
      "286\n",
      "stock\n",
      "up\n",
      "287\n",
      "dairi\n",
      "firm\n",
      "eye\n",
      "former\n",
      "war\n",
      "zone\n",
      "export\n",
      "288\n",
      "india\n",
      "up\n",
      "health\n",
      "sector\n",
      "aid\n",
      "289\n",
      "treasuri\n",
      "yield\n",
      "up\n",
      "290\n",
      "singer\n",
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      "debt\n",
      "sale\n",
      "ratedlka\n",
      "291\n",
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      "up\n",
      "292\n",
      "consumer\n",
      "prices\n",
      "rise\n",
      "august\n",
      "293\n",
      "usmn\n",
      "tower\n",
      "block\n",
      "india\n",
      "group\n",
      "have\n",
      "storeys\n",
      "294\n",
      "stock\n",
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      "295\n",
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      "296\n",
      "stocks\n",
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      "up\n",
      "297\n",
      "business\n",
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      "area\n",
      "opportunities\n",
      "sept\n",
      "298\n",
      "budget\n",
      "deficit\n",
      "gdp\n",
      "first\n",
      "half\n",
      "299\n",
      "stocks\n",
      "up\n",
      "over\n",
      "two\n",
      "weeks\n",
      "300\n",
      "stock\n",
      "rally\n",
      "takes\n",
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      "301\n",
      "treasuries\n",
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      "flat\n",
      "302\n",
      "stocks\n",
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      "up\n",
      "303\n",
      "stocks\n",
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      "304\n",
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      "305\n",
      "should\n",
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      "opaque\n",
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      "306\n",
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      "307\n",
      "economi\n",
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      "q\n",
      "statist\n",
      "offic\n",
      "308\n",
      "bank\n",
      "cricket\n",
      "repair\n",
      "imag\n",
      "309\n",
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      "310\n",
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      "polici\n",
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      "311\n",
      "treasuries\n",
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      "fall\n",
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      "lower\n",
      "313\n",
      "pushes\n",
      "up\n",
      "food\n",
      "prices\n",
      "increase\n",
      "farmer\n",
      "profits\n",
      "314\n",
      "lankas\n",
      "bank\n",
      "ceylon\n",
      "sell\n",
      "yearalka\n",
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      "bonds\n",
      "315\n",
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      "forex\n",
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      "316\n",
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      "cb\n",
      "governor\n",
      "318\n",
      "peoples\n",
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      "rsmn\n",
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      "319\n",
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      "yields\n",
      "slightly\n",
      "up\n",
      "rupee\n",
      "stronger\n",
      "320\n",
      "bank\n",
      "credit\n",
      "volumes\n",
      "fall\n",
      "month\n",
      "low\n",
      "july\n",
      "321\n",
      "lankas\n",
      "ceylon\n",
      "income\n",
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      "ratedlka\n",
      "fitch\n",
      "322\n",
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      "closed\n",
      "up\n",
      "323\n",
      "treasuries\n",
      "yields\n",
      "plunge\n",
      "auction\n",
      "324\n",
      "gdp\n",
      "growth\n",
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      "cb\n",
      "governor\n",
      "325\n",
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      "up\n",
      "326\n",
      "inflation\n",
      "slows\n",
      "sept\n",
      "census\n",
      "dept\n",
      "327\n",
      "japan\n",
      "feed\n",
      "lankas\n",
      "war\n",
      "zone\n",
      "school\n",
      "kids\n",
      "328\n",
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      "strengthens\n",
      "329\n",
      "sampath\n",
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      "sell\n",
      "bond\n",
      "330\n",
      "see\n",
      "budget\n",
      "slippag\n",
      "juli\n",
      "data\n",
      "331\n",
      "rupe\n",
      "extend\n",
      "gain\n",
      "amid\n",
      "tight\n",
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      "332\n",
      "state\n",
      "debt\n",
      "expand\n",
      "amid\n",
      "currenc\n",
      "fall\n",
      "forex\n",
      "loan\n",
      "333\n",
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      "not\n",
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      "334\n",
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      "kick\n",
      "off\n",
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      "hous\n",
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      "338\n",
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      "plung\n",
      "auction\n",
      "339\n",
      "build\n",
      "high\n",
      "rise\n",
      "shantydwel\n",
      "340\n",
      "iran\n",
      "head\n",
      "hyperinfl\n",
      "steve\n",
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      "341\n",
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      "rais\n",
      "alcohol\n",
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      "stock\n",
      "close\n",
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      "rise\n",
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      "invert\n",
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      "348\n",
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      "not\n",
      "limit\n",
      "china\n",
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      "secretari\n",
      "349\n",
      "expect\n",
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      "350\n",
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      "boost\n",
      "japan\n",
      "351\n",
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      "352\n",
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      "more\n",
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      "353\n",
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      "closed\n",
      "up\n",
      "354\n",
      "discuss\n",
      "new\n",
      "program\n",
      "later\n",
      "imf\n",
      "rep\n",
      "355\n",
      "stock\n",
      "close\n",
      "down\n",
      "356\n",
      "rupe\n",
      "overvalu\n",
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      "meaningless\n",
      "imf\n",
      "rep\n",
      "357\n",
      "stock\n",
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      "down\n",
      "358\n",
      "stocks\n",
      "closed\n",
      "down\n",
      "359\n",
      "treasuries\n",
      "yield\n",
      "up\n",
      "auction\n",
      "360\n",
      "war\n",
      "refugee\n",
      "resettlement\n",
      "backed\n",
      "us\n",
      "361\n",
      "stocks\n",
      "closed\n",
      "up\n",
      "362\n",
      "central\n",
      "bank\n",
      "sell\n",
      "down\n",
      "treasury\n",
      "bill\n",
      "stock\n",
      "governor\n",
      "363\n",
      "parliament\n",
      "has\n",
      "little\n",
      "control\n",
      "over\n",
      "finances\n",
      "legislator\n",
      "364\n",
      "stocks\n",
      "closed\n",
      "down\n",
      "365\n",
      "rate\n",
      "unchang\n",
      "privat\n",
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      "envisag\n",
      "cb\n",
      "governor\n",
      "366\n",
      "better\n",
      "do\n",
      "busi\n",
      "rank\n",
      "367\n",
      "stocks\n",
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      "down\n",
      "368\n",
      "treasuries\n",
      "yields\n",
      "up\n",
      "rupee\n",
      "down\n",
      "369\n",
      "key\n",
      "tax\n",
      "revenues\n",
      "up\n",
      "sept\n",
      "370\n",
      "stocks\n",
      "closed\n",
      "up\n",
      "371\n",
      "stock\n",
      "close\n",
      "lower\n",
      "372\n",
      "stock\n",
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      "down\n",
      "373\n",
      "privat\n",
      "credit\n",
      "slow\n",
      "state\n",
      "borrow\n",
      "surg\n",
      "aug\n",
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      "stock\n",
      "close\n",
      "down\n",
      "375\n",
      "treasuri\n",
      "yield\n",
      "up\n",
      "376\n",
      "inflat\n",
      "eas\n",
      "oct\n",
      "377\n",
      "economi\n",
      "grow\n",
      "but\n",
      "risk\n",
      "emerg\n",
      "ram\n",
      "rate\n",
      "378\n",
      "stocks\n",
      "close\n",
      "lower\n",
      "379\n",
      "lankas\n",
      "axiata\n",
      "sell\n",
      "rsbn\n",
      "sukuk\n",
      "bond\n",
      "380\n",
      "peoples\n",
      "leasing\n",
      "plans\n",
      "billion\n",
      "rupee\n",
      "cp\n",
      "sale\n",
      "381\n",
      "stocks\n",
      "close\n",
      "higher\n",
      "382\n",
      "stocks\n",
      "close\n",
      "higher\n",
      "383\n",
      "dfcc\n",
      "bank\n",
      "net\n",
      "up\n",
      "sept\n",
      "384\n",
      "bank\n",
      "ceylon\n",
      "sell\n",
      "year\n",
      "bonds\n",
      "385\n",
      "citizens\n",
      "group\n",
      "raises\n",
      "budget\n",
      "issues\n",
      "calls\n",
      "better\n",
      "debate\n",
      "386\n",
      "stocks\n",
      "close\n",
      "higher\n",
      "387\n",
      "stock\n",
      "close\n",
      "higher\n",
      "388\n",
      "treasuri\n",
      "yield\n",
      "up\n",
      "rupe\n",
      "weaker\n",
      "389\n",
      "honour\n",
      "wartim\n",
      "investor\n",
      "390\n",
      "top\n",
      "court\n",
      "rule\n",
      "part\n",
      "budget\n",
      "bill\n",
      "unconstitut\n",
      "391\n",
      "raises\n",
      "state\n",
      "worker\n",
      "salaries\n",
      "pensions\n",
      "392\n",
      "keep\n",
      "budget\n",
      "deficit\n",
      "president\n",
      "393\n",
      "growth\n",
      "expected\n",
      "recover\n",
      "central\n",
      "bank\n",
      "394\n",
      "expects\n",
      "strong\n",
      "revenues\n",
      "record\n",
      "domestic\n",
      "borrowings\n",
      "395\n",
      "ups\n",
      "protectionism\n",
      "autarkist\n",
      "budget\n",
      "396\n",
      "chamber\n",
      "backs\n",
      "budget\n",
      "targets\n",
      "calls\n",
      "rule\n",
      "law\n",
      "397\n",
      "issues\n",
      "silver\n",
      "coin\n",
      "mark\n",
      "relations\n",
      "with\n",
      "japan\n",
      "398\n",
      "state\n",
      "jobs\n",
      "created\n",
      "tens\n",
      "thousands\n",
      "unemployable\n",
      "graduates\n",
      "399\n",
      "treasuri\n",
      "yield\n",
      "up\n",
      "longer\n",
      "end\n",
      "400\n",
      "bank\n",
      "ceylon\n",
      "debentur\n",
      "demand\n",
      "strong\n",
      "offici\n",
      "401\n",
      "visit\n",
      "world\n",
      "bank\n",
      "manag\n",
      "director\n",
      "402\n",
      "labour\n",
      "forc\n",
      "growth\n",
      "is\n",
      "slow\n",
      "think\n",
      "tank\n",
      "403\n",
      "polici\n",
      "rate\n",
      "unchang\n",
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      "low\n",
      "404\n",
      "ha\n",
      "manag\n",
      "economi\n",
      "well\n",
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      "rate\n",
      "outlook\n",
      "moodi\n",
      "405\n",
      "could\n",
      "benefit\n",
      "greater\n",
      "privat\n",
      "invest\n",
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      "bank\n",
      "md\n",
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      "bank\n",
      "ceylon\n",
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      "rsn\n",
      "applic\n",
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      "stock\n",
      "extend\n",
      "loss\n",
      "409\n",
      "list\n",
      "debt\n",
      "holder\n",
      "get\n",
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      "facil\n",
      "soon\n",
      "410\n",
      "up\n",
      "deficit\n",
      "spend\n",
      "through\n",
      "offbudget\n",
      "guarante\n",
      "411\n",
      "peopl\n",
      "financ\n",
      "upgrad\n",
      "track\n",
      "412\n",
      "gilt\n",
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      "curv\n",
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      "kink\n",
      "413\n",
      "credit\n",
      "busi\n",
      "slow\n",
      "dollar\n",
      "loan\n",
      "contract\n",
      "sept\n",
      "414\n",
      "treasuri\n",
      "yield\n",
      "edg\n",
      "up\n",
      "auction\n",
      "415\n",
      "hdfc\n",
      "bank\n",
      "downgrad\n",
      "bbblka\n",
      "fitch\n",
      "416\n",
      "seylan\n",
      "bank\n",
      "list\n",
      "up\n",
      "rsbn\n",
      "debt\n",
      "417\n",
      "inflat\n",
      "acceler\n",
      "novemb\n",
      "418\n",
      "stocks\n",
      "close\n",
      "lower\n",
      "rupee\n",
      "stronger\n",
      "419\n",
      "lankas\n",
      "import\n",
      "based\n",
      "taxes\n",
      "slow\n",
      "second\n",
      "half\n",
      "420\n",
      "stocks\n",
      "barely\n",
      "changed\n",
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      "extends\n",
      "gains\n",
      "421\n",
      "lankas\n",
      "ndb\n",
      "crisil\n",
      "develop\n",
      "bond\n",
      "indices\n",
      "422\n",
      "car\n",
      "permit\n",
      "prices\n",
      "plunge\n",
      "secondary\n",
      "market\n",
      "423\n",
      "rejects\n",
      "bids\n",
      "month\n",
      "auction\n",
      "424\n",
      "visit\n",
      "financial\n",
      "markets\n",
      "association\n",
      "chief\n",
      "425\n",
      "expects\n",
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      "surplus\n",
      "usmn\n",
      "426\n",
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      "close\n",
      "up\n",
      "427\n",
      "forex\n",
      "reserves\n",
      "drop\n",
      "october\n",
      "428\n",
      "credit\n",
      "ceilings\n",
      "served\n",
      "their\n",
      "purpose\n",
      "deputy\n",
      "governor\n",
      "429\n",
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      "close\n",
      "up\n",
      "430\n",
      "cuts\n",
      "interest\n",
      "rates\n",
      "boost\n",
      "credit\n",
      "431\n",
      "firms\n",
      "benefit\n",
      "widening\n",
      "diversity\n",
      "432\n",
      "treasuries\n",
      "yields\n",
      "down\n",
      "after\n",
      "rate\n",
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      "433\n",
      "will\n",
      "not\n",
      "sell\n",
      "sovereign\n",
      "bond\n",
      "this\n",
      "year\n",
      "cb\n",
      "governor\n",
      "434\n",
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      "435\n",
      "war\n",
      "refugees\n",
      "get\n",
      "eu\n",
      "help\n",
      "houses\n",
      "436\n",
      "lankas\n",
      "growth\n",
      "is\n",
      "strong\n",
      "but\n",
      "inflation\n",
      "debt\n",
      "has\n",
      "fall\n",
      "imf\n",
      "rep\n",
      "437\n",
      "stocks\n",
      "close\n",
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      "up\n",
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      "mongolia\n",
      "forex\n",
      "debt\n",
      "ratios\n",
      "high\n",
      "fitch\n",
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      "440\n",
      "an\n",
      "emerging\n",
      "world\n",
      "order\n",
      "lecture\n",
      "razeen\n",
      "sally\n",
      "441\n",
      "australia\n",
      "boost\n",
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      "boatpeople\n",
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      "can\n",
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      "after\n",
      "reaching\n",
      "per\n",
      "capita\n",
      "income\n",
      "central\n",
      "banker\n",
      "443\n",
      "treasuries\n",
      "yields\n",
      "plunge\n",
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      "lankas\n",
      "economy\n",
      "grows\n",
      "third\n",
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      "445\n",
      "rupee\n",
      "strengthens\n",
      "stocks\n",
      "close\n",
      "higher\n",
      "446\n",
      "distilleries\n",
      "company\n",
      "rated\n",
      "aaalka\n",
      "fitch\n",
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      "commerci\n",
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      "rsmn\n",
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      "rupe\n",
      "extend\n",
      "gain\n",
      "earli\n",
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      "stronger\n",
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      "450\n",
      "us\n",
      "enterpris\n",
      "forg\n",
      "revolut\n",
      "despit\n",
      "state\n",
      "intervent\n",
      "razeen\n",
      "salli\n",
      "451\n",
      "treasuries\n",
      "yields\n",
      "fall\n",
      "further\n",
      "452\n",
      "inflat\n",
      "rise\n",
      "453\n",
      "central\n",
      "bank\n",
      "slash\n",
      "treasuri\n",
      "hold\n",
      "with\n",
      "profit\n",
      "transfer\n",
      "governor\n",
      "454\n",
      "stock\n",
      "end\n",
      "down\n",
      "455\n",
      "treasuries\n",
      "yields\n",
      "plunge\n",
      "456\n",
      "should\n",
      "cut\n",
      "losses\n",
      "bank\n",
      "credit\n",
      "state\n",
      "energy\n",
      "utilities\n",
      "cb\n",
      "governor\n",
      "457\n",
      "relaxes\n",
      "forward\n",
      "forex\n",
      "curbs\n",
      "bank\n",
      "open\n",
      "positions\n",
      "458\n",
      "gsec\n",
      "short\n",
      "selling\n",
      "be\n",
      "allowed\n",
      "counter\n",
      "party\n",
      "risks\n",
      "cut\n",
      "459\n",
      "add\n",
      "yuan\n",
      "bonds\n",
      "forex\n",
      "reserve\n",
      "assets\n",
      "460\n",
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      "461\n",
      "issue\n",
      "coin\n",
      "series\n",
      "depict\n",
      "districts\n",
      "462\n",
      "have\n",
      "goldilocks\n",
      "reserves\n",
      "imf\n",
      "deal\n",
      "talks\n",
      "ahead\n",
      "463\n",
      "gilt\n",
      "yields\n",
      "plunge\n",
      "second\n",
      "straight\n",
      "day\n",
      "stocks\n",
      "up\n",
      "464\n",
      "lecture\n",
      "monash\n",
      "university\n",
      "don\n",
      "465\n",
      "seeks\n",
      "budget\n",
      "support\n",
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      "imf\n",
      "treasury\n",
      "secretary\n",
      "466\n",
      "personal\n",
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      "tax\n",
      "now\n",
      "very\n",
      "low\n",
      "treasury\n",
      "secretary\n",
      "467\n",
      "charge\n",
      "retrospective\n",
      "taxes\n",
      "converted\n",
      "vehicles\n",
      "468\n",
      "foreign\n",
      "holder\n",
      "ceiling\n",
      "gilts\n",
      "stay\n",
      "cb\n",
      "governor\n",
      "469\n",
      "ceylease\n",
      "upgrade\n",
      "track\n",
      "fitch\n",
      "470\n",
      "wants\n",
      "exports\n",
      "before\n",
      "steep\n",
      "currency\n",
      "appreciation\n",
      "treasury\n",
      "secretary\n",
      "471\n",
      "gilt\n",
      "yields\n",
      "up\n",
      "secondary\n",
      "trading\n",
      "472\n",
      "treasuries\n",
      "yields\n",
      "drop\n",
      "473\n",
      "rupee\n",
      "strengthens\n",
      "early\n",
      "trade\n",
      "474\n",
      "busi\n",
      "chamber\n",
      "warn\n",
      "against\n",
      "cj\n",
      "impeach\n",
      "475\n",
      "sell\n",
      "rsbn\n",
      "bond\n",
      "476\n",
      "stocks\n",
      "bond\n",
      "yields\n",
      "up\n",
      "477\n",
      "dsi\n",
      "holdings\n",
      "downgraded\n",
      "bbblka\n",
      "478\n",
      "stocks\n",
      "flat\n",
      "rupee\n",
      "weaker\n",
      "479\n",
      "growth\n",
      "pick\n",
      "up\n",
      "world\n",
      "bank\n",
      "480\n",
      "treasuries\n",
      "yields\n",
      "fall\n",
      "481\n",
      "stocks\n",
      "close\n",
      "up\n",
      "482\n",
      "lankas\n",
      "central\n",
      "bank\n",
      "holds\n",
      "rates\n",
      "warns\n",
      "against\n",
      "soe\n",
      "credit\n",
      "483\n",
      "lolc\n",
      "rsbn\n",
      "debentur\n",
      "rate\n",
      "sla\n",
      "icra\n",
      "484\n",
      "liquid\n",
      "spike\n",
      "money\n",
      "market\n",
      "485\n",
      "commerci\n",
      "credit\n",
      "sell\n",
      "debentur\n",
      "486\n",
      "bond\n",
      "auction\n",
      "yield\n",
      "flat\n",
      "487\n",
      "treasuries\n",
      "yields\n",
      "fall\n",
      "488\n",
      "india\n",
      "parlay\n",
      "with\n",
      "lankas\n",
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      "fitch\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "510\n",
      "commerci\n",
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      "goe\n",
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      "industri\n",
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      "lankas\n",
      "inflation\n",
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      "raises\n",
      "hard\n",
      "alcohol\n",
      "beer\n",
      "taxes\n",
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      "fag\n",
      "taxes\n",
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      "b\n",
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      "sp\n",
      "warns\n",
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      "institutions\n",
      "773\n",
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      "calls\n",
      "auctions\n",
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      "softlogic\n",
      "appoints\n",
      "risk\n",
      "retail\n",
      "chiefs\n",
      "776\n",
      "lankas\n",
      "faster\n",
      "growth\n",
      "bucking\n",
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      "stocks\n",
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      "stocks\n",
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      "deficit\n",
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      "with\n",
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      "rates\n",
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      "governor\n",
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      "after\n",
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      "target\n",
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      "digit\n",
      "inflation\n",
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      "john\n",
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      "holdingsaalka\n",
      "rate\n",
      "confirm\n",
      "fitch\n",
      "798\n",
      "mull\n",
      "list\n",
      "dollar\n",
      "corpor\n",
      "bond\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "799\n",
      "adb\n",
      "say\n",
      "asian\n",
      "nation\n",
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      "up\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1042\n",
      "narrows\n",
      "policy\n",
      "rate\n",
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      "february\n",
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      "1112\n",
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      "float\n",
      "rate\n",
      "bond\n",
      "1128\n",
      "stock\n",
      "close\n",
      "weaker\n",
      "1129\n",
      "stock\n",
      "down\n",
      "rupe\n",
      "stronger\n",
      "1130\n",
      "need\n",
      "near\n",
      "term\n",
      "moder\n",
      "growth\n",
      "stabil\n",
      "imf\n",
      "output\n",
      "gap\n",
      "studi\n",
      "1131\n",
      "stock\n",
      "end\n",
      "down\n",
      "1132\n",
      "treasuri\n",
      "eas\n",
      "lower\n",
      "1133\n",
      "ctc\n",
      "eye\n",
      "ecigarett\n",
      "fear\n",
      "over\n",
      "kid\n",
      "rise\n",
      "1134\n",
      "approv\n",
      "usbn\n",
      "invest\n",
      "1135\n",
      "stock\n",
      "close\n",
      "down\n",
      "rupe\n",
      "weaker\n",
      "1136\n",
      "norm\n",
      "deal\n",
      "san\n",
      "competit\n",
      "bid\n",
      "breed\n",
      "corrupt\n",
      "high\n",
      "cost\n",
      "legisl\n",
      "1137\n",
      "stock\n",
      "end\n",
      "down\n",
      "1138\n",
      "gdp\n",
      "grows\n",
      "q\n",
      "census\n",
      "dept\n",
      "1139\n",
      "usmn\n",
      "warehouse\n",
      "glowbal\n",
      "outlet\n",
      "stores\n",
      "1140\n",
      "stocks\n",
      "up\n",
      "pctturnover\n",
      "four\n",
      "year\n",
      "low\n",
      "1141\n",
      "share\n",
      "end\n",
      "weaker\n",
      "1142\n",
      "lubric\n",
      "market\n",
      "stagnant\n",
      "chevron\n",
      "1143\n",
      "argentina\n",
      "downgrad\n",
      "amid\n",
      "money\n",
      "print\n",
      "currenc\n",
      "depreci\n",
      "inflat\n",
      "1144\n",
      "shares\n",
      "end\n",
      "slightly\n",
      "higher\n",
      "1145\n",
      "treasuries\n",
      "edge\n",
      "lower\n",
      "1146\n",
      "share\n",
      "close\n",
      "flat\n",
      "1147\n",
      "releas\n",
      "detail\n",
      "foreign\n",
      "reserv\n",
      "gold\n",
      "hold\n",
      "1148\n",
      "softlog\n",
      "retail\n",
      "rate\n",
      "bbb\n",
      "ram\n",
      "1149\n",
      "fed\n",
      "chair\n",
      "yellen\n",
      "keep\n",
      "print\n",
      "money\n",
      "a\n",
      "lower\n",
      "rate\n",
      "1150\n",
      "stocks\n",
      "close\n",
      "up\n",
      "1151\n",
      "policy\n",
      "rates\n",
      "steady\n",
      "inflation\n",
      "credit\n",
      "growth\n",
      "benign\n",
      "1152\n",
      "stock\n",
      "close\n",
      "down\n",
      "1153\n",
      "ceylon\n",
      "chamber\n",
      "mark\n",
      "year\n",
      "1154\n",
      "ha\n",
      "radic\n",
      "reform\n",
      "public\n",
      "servic\n",
      "combat\n",
      "corrupt\n",
      "legisl\n",
      "1155\n",
      "privat\n",
      "credit\n",
      "shrink\n",
      "januari\n",
      "1156\n",
      "miss\n",
      "audit\n",
      "account\n",
      "epf\n",
      "is\n",
      "a\n",
      "nation\n",
      "tragedi\n",
      "legisl\n",
      "1157\n",
      "stock\n",
      "close\n",
      "up\n",
      "1158\n",
      "exports\n",
      "up\n",
      "jan\n",
      "trade\n",
      "gap\n",
      "down\n",
      "amid\n",
      "low\n",
      "credit\n",
      "growth\n",
      "1159\n",
      "stocks\n",
      "close\n",
      "flat\n",
      "1160\n",
      "treasuries\n",
      "yields\n",
      "steady\n",
      "1161\n",
      "can\n",
      "improve\n",
      "environment\n",
      "retain\n",
      "talent\n",
      "boost\n",
      "skills\n",
      "biz\n",
      "leaders\n",
      "1162\n",
      "epf\n",
      "accounts\n",
      "be\n",
      "tabled\n",
      "parliament\n",
      "shortly\n",
      "central\n",
      "bank\n",
      "1163\n",
      "stocks\n",
      "close\n",
      "up\n",
      "1164\n",
      "stocks\n",
      "close\n",
      "down\n",
      "1165\n",
      "stocks\n",
      "close\n",
      "flat\n",
      "1166\n",
      "inflation\n",
      "unchanged\n",
      "march\n",
      "1167\n",
      "lankas\n",
      "ndb\n",
      "raises\n",
      "usmn\n",
      "with\n",
      "ifc\n",
      "backing\n",
      "1168\n",
      "lankas\n",
      "lower\n",
      "inflation\n",
      "narrowing\n",
      "budget\n",
      "deficit\n",
      "boost\n",
      "growth\n",
      "adb\n",
      "1169\n",
      "stocks\n",
      "close\n",
      "up\n",
      "1170\n",
      "hemas\n",
      "holdings\n",
      "sell\n",
      "rsbn\n",
      "debt\n",
      "ratedlka\n",
      "fitch\n",
      "1171\n",
      "technic\n",
      "educ\n",
      "femal\n",
      "particip\n",
      "be\n",
      "boost\n",
      "adb\n",
      "1172\n",
      "stock\n",
      "close\n",
      "flat\n",
      "1173\n",
      "deleg\n",
      "china\n",
      "guangdong\n",
      "provinc\n",
      "visit\n",
      "1174\n",
      "share\n",
      "end\n",
      "up\n",
      "1175\n",
      "rais\n",
      "usmn\n",
      "sovereign\n",
      "bond\n",
      "1176\n",
      "court\n",
      "thai\n",
      "investor\n",
      "1177\n",
      "shares\n",
      "close\n",
      "up\n",
      "1178\n",
      "shares\n",
      "end\n",
      "down\n",
      "1179\n",
      "sovereign\n",
      "bond\n",
      "pricing\n",
      "narrowed\n",
      "1180\n",
      "launches\n",
      "sovereign\n",
      "bond\n",
      "price\n",
      "guidance\n",
      "1181\n",
      "sovereign\n",
      "bond\n",
      "rated\n",
      "bbexp\n",
      "fitch\n",
      "1182\n",
      "hsbc\n",
      "seven\n",
      "sovereign\n",
      "bond\n",
      "sales\n",
      "a\n",
      "row\n",
      "1183\n",
      "sells\n",
      "usmn\n",
      "bonds\n",
      "oversubscribed\n",
      "times\n",
      "1184\n",
      "shares\n",
      "close\n",
      "up\n",
      "1185\n",
      "year\n",
      "yield\n",
      "a\n",
      "new\n",
      "benchmark\n",
      "standard\n",
      "chartered\n",
      "1186\n",
      "lankas\n",
      "hemas\n",
      "holdings\n",
      "billion\n",
      "rupees\n",
      "debt\n",
      "offer\n",
      "open\n",
      "april\n",
      "1187\n",
      "expects\n",
      "growth\n",
      "despite\n",
      "drought\n",
      "1188\n",
      "treasuri\n",
      "yield\n",
      "steadi\n",
      "1189\n",
      "share\n",
      "close\n",
      "up\n",
      "1190\n",
      "central\n",
      "bank\n",
      "record\n",
      "loss\n",
      "profit\n",
      "transfer\n",
      "budget\n",
      "1191\n",
      "interest\n",
      "rate\n",
      "appropri\n",
      "current\n",
      "condit\n",
      "cb\n",
      "governor\n",
      "1192\n",
      "stock\n",
      "close\n",
      "lower\n",
      "1193\n",
      "sovereign\n",
      "bond\n",
      "will\n",
      "not\n",
      "impact\n",
      "exchang\n",
      "rate\n",
      "cb\n",
      "governor\n",
      "1194\n",
      "stocks\n",
      "close\n",
      "up\n",
      "1195\n",
      "shoemaker\n",
      "downgraded\n",
      "after\n",
      "vat\n",
      "1196\n",
      "softlogic\n",
      "holdings\n",
      "downgraded\n",
      "fitch\n",
      "1197\n",
      "could\n",
      "have\n",
      "credit\n",
      "upgrade\n",
      "lower\n",
      "budget\n",
      "deficit\n",
      "external\n",
      "debt\n",
      "fitch\n",
      "1198\n",
      "lankas\n",
      "richard\n",
      "pieris\n",
      "sell\n",
      "rsbn\n",
      "debt\n",
      "1199\n",
      "stocks\n",
      "close\n",
      "up\n",
      "1200\n",
      "inspir\n",
      "entrepreneur\n",
      "innov\n",
      "come\n",
      "within\n",
      "1201\n",
      "itali\n",
      "busi\n",
      "forum\n",
      "with\n",
      "harsha\n",
      "1202\n",
      "rate\n",
      "unchang\n",
      "lower\n",
      "state\n",
      "borrow\n",
      "boost\n",
      "credit\n",
      "central\n",
      "bank\n",
      "1203\n",
      "stock\n",
      "close\n",
      "higher\n",
      "1204\n",
      "share\n",
      "end\n",
      "down\n",
      "1205\n",
      "get\n",
      "natur\n",
      "disast\n",
      "credit\n",
      "world\n",
      "bank\n",
      "1206\n",
      "give\n",
      "tax\n",
      "break\n",
      "usmn\n",
      "sugar\n",
      "refineri\n",
      "1207\n",
      "treasuri\n",
      "slightli\n",
      "down\n",
      "1208\n",
      "share\n",
      "close\n",
      "up\n",
      "1209\n",
      "new\n",
      "zealand\n",
      "hike\n",
      "interest\n",
      "rate\n",
      "again\n",
      "1210\n",
      "parliament\n",
      "approv\n",
      "tax\n",
      "break\n",
      "crown\n",
      "jkh\n",
      "resort\n",
      "1211\n",
      "econom\n",
      "sanction\n",
      "not\n",
      "uk\n",
      "interest\n",
      "envoy\n",
      "1212\n",
      "stock\n",
      "end\n",
      "down\n",
      "1213\n",
      "bb\n",
      "rating\n",
      "confirmed\n",
      "foreign\n",
      "debt\n",
      "deficits\n",
      "high\n",
      "fitch\n",
      "1214\n",
      "fresh\n",
      "attempts\n",
      "prevent\n",
      "lump\n",
      "withdrawals\n",
      "lankas\n",
      "epf\n",
      "etf\n",
      "report\n",
      "1215\n",
      "firms\n",
      "could\n",
      "gain\n",
      "cloud\n",
      "computing\n",
      "sap\n",
      "1216\n",
      "stocks\n",
      "end\n",
      "higher\n",
      "1217\n",
      "stocks\n",
      "close\n",
      "up\n",
      "1218\n",
      "treasuries\n",
      "yields\n",
      "steady\n",
      "1219\n",
      "fixed\n",
      "income\n",
      "fund\n",
      "earns\n",
      "1220\n",
      "share\n",
      "close\n",
      "up\n",
      "1221\n",
      "inflat\n",
      "acceler\n",
      "april\n",
      "1222\n",
      "start\n",
      "up\n",
      "beckon\n",
      "angel\n",
      "investor\n",
      "1223\n",
      "ram\n",
      "rate\n",
      "renam\n",
      "rate\n",
      "agenc\n",
      "1224\n",
      "investor\n",
      "concern\n",
      "over\n",
      "object\n",
      "casino\n",
      "minist\n",
      "1225\n",
      "stock\n",
      "close\n",
      "up\n",
      "1226\n",
      "export\n",
      "up\n",
      "februari\n",
      "import\n",
      "fall\n",
      "1227\n",
      "stock\n",
      "close\n",
      "higher\n",
      "1228\n",
      "share\n",
      "end\n",
      "down\n",
      "1229\n",
      "econom\n",
      "growth\n",
      "upgrad\n",
      "imf\n",
      "1230\n",
      "lankas\n",
      "first\n",
      "capital\n",
      "offers\n",
      "medium\n",
      "term\n",
      "fixed\n",
      "rate\n",
      "treasury\n",
      "repos\n",
      "1231\n",
      "shares\n",
      "close\n",
      "up\n",
      "1232\n",
      "share\n",
      "close\n",
      "up\n",
      "1233\n",
      "stock\n",
      "close\n",
      "higher\n",
      "1234\n",
      "treasuri\n",
      "yield\n",
      "flat\n",
      "1235\n",
      "stock\n",
      "close\n",
      "up\n",
      "1236\n",
      "kotagala\n",
      "plantat\n",
      "sell\n",
      "billion\n",
      "rupe\n",
      "debt\n",
      "1237\n",
      "share\n",
      "close\n",
      "down\n",
      "1238\n",
      "get\n",
      "usmn\n",
      "improv\n",
      "dam\n",
      "safeti\n",
      "1239\n",
      "share\n",
      "close\n",
      "up\n",
      "1240\n",
      "among\n",
      "less\n",
      "indebt\n",
      "nation\n",
      "un\n",
      "measur\n",
      "central\n",
      "bank\n",
      "1241\n",
      "stock\n",
      "close\n",
      "higher\n",
      "1242\n",
      "singer\n",
      "debt\n",
      "downgrad\n",
      "tolka\n",
      "1243\n",
      "share\n",
      "close\n",
      "higher\n",
      "1244\n",
      "hold\n",
      "rate\n",
      "state\n",
      "guarante\n",
      "goldback\n",
      "loan\n",
      "central\n",
      "bank\n",
      "1245\n",
      "third\n",
      "coal\n",
      "plant\n",
      "start\n",
      "test\n",
      "run\n",
      "1246\n",
      "treasuri\n",
      "yield\n",
      "flat\n",
      "1247\n",
      "stocks\n",
      "close\n",
      "higher\n",
      "1248\n",
      "singer\n",
      "finance\n",
      "rating\n",
      "downgraded\n",
      "bbblka\n",
      "1249\n",
      "kotagala\n",
      "plantations\n",
      "raise\n",
      "one\n",
      "billion\n",
      "rupees\n",
      "listed\n",
      "debt\n",
      "1250\n",
      "stocks\n",
      "close\n",
      "lower\n",
      "1251\n",
      "stock\n",
      "close\n",
      "up\n",
      "1252\n",
      "forex\n",
      "reserv\n",
      "usbn\n",
      "bop\n",
      "surplu\n",
      "up\n",
      "with\n",
      "weak\n",
      "credit\n",
      "1253\n",
      "stocks\n",
      "close\n",
      "down\n",
      "1254\n",
      "borrows\n",
      "usmn\n",
      "adb\n",
      "roads\n",
      "education\n",
      "1255\n",
      "stock\n",
      "close\n",
      "higher\n",
      "1256\n",
      "long\n",
      "bond\n",
      "yield\n",
      "slightli\n",
      "up\n",
      "1257\n",
      "central\n",
      "bank\n",
      "doe\n",
      "not\n",
      "want\n",
      "rupe\n",
      "appreci\n",
      "quickli\n",
      "deputi\n",
      "governor\n",
      "1258\n",
      "stocks\n",
      "close\n",
      "up\n",
      "1259\n",
      "foreign\n",
      "direct\n",
      "investment\n",
      "doubles\n",
      "usmn\n",
      "q\n",
      "1260\n",
      "relaxes\n",
      "exchange\n",
      "controls\n",
      "foreign\n",
      "investment\n",
      "corporate\n",
      "debt\n",
      "1261\n",
      "private\n",
      "consumption\n",
      "explains\n",
      "gap\n",
      "between\n",
      "gdp\n",
      "reality\n",
      "economist\n",
      "1262\n",
      "lankas\n",
      "inflation\n",
      "1263\n",
      "economic\n",
      "outlook\n",
      "positive\n",
      "should\n",
      "watch\n",
      "external\n",
      "shocks\n",
      "drought\n",
      "imf\n",
      "1264\n",
      "seeks\n",
      "jvs\n",
      "with\n",
      "foreign\n",
      "investors\n",
      "cater\n",
      "domestic\n",
      "market\n",
      "1265\n",
      "stocks\n",
      "close\n",
      "down\n",
      "1266\n",
      "foreign\n",
      "remitt\n",
      "peak\n",
      "cb\n",
      "governor\n",
      "1267\n",
      "stock\n",
      "close\n",
      "up\n",
      "1268\n",
      "japan\n",
      "boost\n",
      "public\n",
      "sector\n",
      "capac\n",
      "1269\n",
      "stock\n",
      "close\n",
      "down\n",
      "1270\n",
      "see\n",
      "weak\n",
      "demand\n",
      "poultri\n",
      "feed\n",
      "cost\n",
      "high\n",
      "1271\n",
      "stocks\n",
      "close\n",
      "flat\n",
      "1272\n",
      "treasuries\n",
      "edge\n",
      "lower\n",
      "1273\n",
      "hikes\n",
      "milk\n",
      "powder\n",
      "taxes\n",
      "world\n",
      "prices\n",
      "fall\n",
      "1274\n",
      "stocks\n",
      "close\n",
      "down\n",
      "1275\n",
      "stock\n",
      "close\n",
      "lower\n",
      "1276\n",
      "stock\n",
      "close\n",
      "up\n",
      "1277\n",
      "credit\n",
      "busi\n",
      "posit\n",
      "march\n",
      "state\n",
      "borrow\n",
      "surg\n",
      "1278\n",
      "shares\n",
      "close\n",
      "up\n",
      "1279\n",
      "treasuries\n",
      "yields\n",
      "steady\n",
      "1280\n",
      "share\n",
      "close\n",
      "flat\n",
      "1281\n",
      "heighten\n",
      "fear\n",
      "over\n",
      "vulner\n",
      "foreign\n",
      "debt\n",
      "1282\n",
      "central\n",
      "bank\n",
      "respond\n",
      "concern\n",
      "over\n",
      "foreign\n",
      "debt\n",
      "measur\n",
      "1283\n",
      "share\n",
      "close\n",
      "up\n",
      "1284\n",
      "econom\n",
      "growth\n",
      "q\n",
      "1285\n",
      "share\n",
      "close\n",
      "up\n",
      "1286\n",
      "srilankan\n",
      "airlin\n",
      "propos\n",
      "dollar\n",
      "bond\n",
      "rate\n",
      "bbexp\n",
      "fitch\n",
      "1287\n",
      "credit\n",
      "will\n",
      "grow\n",
      "faster\n",
      "if\n",
      "longterm\n",
      "rate\n",
      "fall\n",
      "deputi\n",
      "central\n",
      "bank\n",
      "governor\n",
      "1288\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bank\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1711\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1887\n",
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      "fitch\n",
      "rates\n",
      "boc\n",
      "subordinated\n",
      "debenturesalkaexp\n",
      "1925\n",
      "shopping\n",
      "fashion\n",
      "online\n",
      "an\n",
      "enormous\n",
      "opportunity\n",
      "entrepreneurs\n",
      "but\n",
      "are\n",
      "we\n",
      "ready\n",
      "yet\n",
      "1926\n",
      "stocks\n",
      "close\n",
      "up\n",
      "1927\n",
      "signs\n",
      "usdbn\n",
      "currency\n",
      "swap\n",
      "agreement\n",
      "with\n",
      "india\n",
      "1928\n",
      "irans\n",
      "oil\n",
      "production\n",
      "could\n",
      "rise\n",
      "faster\n",
      "than\n",
      "expected\n",
      "1929\n",
      "gold\n",
      "platinum\n",
      "prices\n",
      "drop\n",
      "year\n",
      "low\n",
      "with\n",
      "speculation\n",
      "over\n",
      "us\n",
      "interest\n",
      "rate\n",
      "rise\n",
      "1930\n",
      "stocks\n",
      "close\n",
      "down\n",
      "1931\n",
      "needs\n",
      "minimize\n",
      "tax\n",
      "exemptions\n",
      "broaden\n",
      "tax\n",
      "base\n",
      "central\n",
      "bank\n",
      "1932\n",
      "gdp\n",
      "growth\n",
      "a\n",
      "challenge\n",
      "comparing\n",
      "rebased\n",
      "numbers\n",
      "technically\n",
      "wrong\n",
      "cb\n",
      "1933\n",
      "stocks\n",
      "close\n",
      "lower\n",
      "1934\n",
      "brics\n",
      "development\n",
      "bank\n",
      "counter\n",
      "western\n",
      "lenders\n",
      "1935\n",
      "lankas\n",
      "icra\n",
      "assigns\n",
      "sl\n",
      "a\n",
      "rating\n",
      "with\n",
      "stable\n",
      "outlook\n",
      "access\n",
      "engineering\n",
      "1936\n",
      "lankas\n",
      "treasury\n",
      "bill\n",
      "yields\n",
      "up\n",
      "across\n",
      "maturities\n",
      "central\n",
      "bank\n",
      "1937\n",
      "lankas\n",
      "general\n",
      "treasury\n",
      "lends\n",
      "rsmn\n",
      "pay\n",
      "golden\n",
      "key\n",
      "depositors\n",
      "tomorrow\n",
      "1938\n",
      "lankas\n",
      "tea\n",
      "exports\n",
      "fall\n",
      "eigth\n",
      "consecutive\n",
      "month\n",
      "1939\n",
      "lankas\n",
      "official\n",
      "reserves\n",
      "usd\n",
      "bn\n",
      "1940\n",
      "rupee\n",
      "depreciates\n",
      "against\n",
      "usd\n",
      "this\n",
      "year\n",
      "central\n",
      "bank\n",
      "1941\n",
      "lankan\n",
      "economy\n",
      "expands\n",
      "q\n",
      "after\n",
      "rebasing\n",
      "1942\n",
      "lankas\n",
      "union\n",
      "bank\n",
      "h\n",
      "profits\n",
      "up\n",
      "rsmn\n",
      "interim\n",
      "report\n",
      "1943\n",
      "stocks\n",
      "close\n",
      "up\n",
      "seven\n",
      "week\n",
      "high\n",
      "1944\n",
      "lankas\n",
      "keells\n",
      "food\n",
      "products\n",
      "q\n",
      "profits\n",
      "up\n",
      "interim\n",
      "report\n",
      "1945\n",
      "new\n",
      "mobile\n",
      "device\n",
      "access\n",
      "cse\n",
      "trading\n",
      "go\n",
      "1946\n",
      "private\n",
      "sector\n",
      "credit\n",
      "growth\n",
      "expands\n",
      "policy\n",
      "rates\n",
      "be\n",
      "maintained\n",
      "central\n",
      "bank\n",
      "1947\n",
      "lankas\n",
      "united\n",
      "national\n",
      "front\n",
      "suggests\n",
      "drastic\n",
      "proposals\n",
      "manifesto\n",
      "1948\n",
      "mas\n",
      "chemical\n",
      "leasing\n",
      "arrangement\n",
      "waste\n",
      "water\n",
      "treatment\n",
      "1949\n",
      "lankas\n",
      "carsons\n",
      "profits\n",
      "up\n",
      "beverage\n",
      "sector\n",
      "revenues\n",
      "affected\n",
      "annual\n",
      "report\n",
      "1950\n",
      "lankas\n",
      "epf\n",
      "should\n",
      "be\n",
      "managed\n",
      "public\n",
      "trust\n",
      "not\n",
      "allowing\n",
      "central\n",
      "bank\n",
      "manipulate\n",
      "eran\n",
      "1951\n",
      "stocks\n",
      "close\n",
      "up\n",
      "1952\n",
      "swisstek\n",
      "profit\n",
      "months\n",
      "june\n",
      "1953\n",
      "fitch\n",
      "places\n",
      "ceylon\n",
      "income\n",
      "fund\n",
      "rating\n",
      "watch\n",
      "negative\n",
      "1954\n",
      "lankas\n",
      "sec\n",
      "says\n",
      "transparency\n",
      "information\n",
      "is\n",
      "key\n",
      "development\n",
      "1955\n",
      "china\n",
      "stocks\n",
      "plunge\n",
      "over\n",
      "largest\n",
      "intraday\n",
      "loss\n",
      "since\n",
      "1956\n",
      "fitch\n",
      "rates\n",
      "pan\n",
      "asia\n",
      "banking\n",
      "corps\n",
      "senior\n",
      "debt\n",
      "a\n",
      "final\n",
      "bbblka\n",
      "1957\n",
      "sells\n",
      "usdmn\n",
      "one\n",
      "two\n",
      "year\n",
      "development\n",
      "bonds\n",
      "1958\n",
      "sells\n",
      "rsbn\n",
      "three\n",
      "six\n",
      "year\n",
      "treasury\n",
      "bonds\n",
      "1959\n",
      "stocks\n",
      "close\n",
      "down\n",
      "1960\n",
      "lankas\n",
      "carson\n",
      "says\n",
      "palm\n",
      "oil\n",
      "market\n",
      "seems\n",
      "promising\n",
      "despite\n",
      "crude\n",
      "oil\n",
      "price\n",
      "drop\n",
      "1961\n",
      "lankas\n",
      "treasury\n",
      "bill\n",
      "yields\n",
      "up\n",
      "across\n",
      "maturities\n",
      "central\n",
      "bank\n",
      "1962\n",
      "stocks\n",
      "close\n",
      "up\n",
      "1963\n",
      "jkl\n",
      "profit\n",
      "falls\n",
      "three\n",
      "months\n",
      "june\n",
      "1964\n",
      "lankas\n",
      "ceylon\n",
      "tobacco\n",
      "q\n",
      "net\n",
      "profit\n",
      "up\n",
      "percent\n",
      "interim\n",
      "report\n",
      "1965\n",
      "businesses\n",
      "urged\n",
      "practice\n",
      "good\n",
      "governance\n",
      "ifac\n",
      "president\n",
      "1966\n",
      "grain\n",
      "elevators\n",
      "could\n",
      "grow\n",
      "revenue\n",
      "sc\n",
      "securities\n",
      "1967\n",
      "rate\n",
      "support\n",
      "growth\n",
      "constrain\n",
      "govt\n",
      "financ\n",
      "moodi\n",
      "1968\n",
      "fed\n",
      "keep\n",
      "key\n",
      "interest\n",
      "rate\n",
      "unchang\n",
      "after\n",
      "polici\n",
      "meet\n",
      "1969\n",
      "cargil\n",
      "profit\n",
      "surg\n",
      "june\n",
      "quarter\n",
      "1970\n",
      "dankotuwa\n",
      "porcelain\n",
      "rais\n",
      "rsmn\n",
      "through\n",
      "right\n",
      "issu\n",
      "1971\n",
      "fitch\n",
      "affirm\n",
      "continent\n",
      "insur\n",
      "atlka\n",
      "with\n",
      "stabl\n",
      "outlook\n",
      "1972\n",
      "outstand\n",
      "public\n",
      "debt\n",
      "stand\n",
      "rs\n",
      "trillion\n",
      "1973\n",
      "polonnaruwa\n",
      "becom\n",
      "a\n",
      "metro\n",
      "citi\n",
      "cost\n",
      "rs\n",
      "bn\n",
      "1974\n",
      "record\n",
      "a\n",
      "deflat\n",
      "juli\n",
      "after\n",
      "two\n",
      "decad\n",
      "1975\n",
      "budget\n",
      "target\n",
      "budget\n",
      "deficit\n",
      "gdp\n",
      "1976\n",
      "bansei\n",
      "royal\n",
      "resort\n",
      "build\n",
      "a\n",
      "food\n",
      "villag\n",
      "hikkaduwa\n",
      "boost\n",
      "revenu\n",
      "1977\n",
      "stock\n",
      "close\n",
      "higher\n",
      "1978\n",
      "boi\n",
      "appli\n",
      "provis\n",
      "avoid\n",
      "confus\n",
      "invest\n",
      "1979\n",
      "ceylon\n",
      "chamber\n",
      "econom\n",
      "polici\n",
      "forum\n",
      "kick\n",
      "off\n",
      "1980\n",
      "haycarb\n",
      "profit\n",
      "margin\n",
      "press\n",
      "downturn\n",
      "gold\n",
      "mine\n",
      "industri\n",
      "1981\n",
      "build\n",
      "econom\n",
      "develop\n",
      "zone\n",
      "encourag\n",
      "invest\n",
      "1982\n",
      "sell\n",
      "rsbn\n",
      "year\n",
      "treasuri\n",
      "bond\n",
      "1983\n",
      "stock\n",
      "close\n",
      "down\n",
      "1984\n",
      "should\n",
      "move\n",
      "next\n",
      "gener\n",
      "reform\n",
      "achiev\n",
      "usdbn\n",
      "export\n",
      "target\n",
      "pm\n",
      "1985\n",
      "should\n",
      "have\n",
      "simple\n",
      "clear\n",
      "predictable\n",
      "economic\n",
      "policies\n",
      "razeen\n",
      "sally\n",
      "1986\n",
      "lankas\n",
      "six\n",
      "twelve\n",
      "months\n",
      "treasury\n",
      "bill\n",
      "yields\n",
      "up\n",
      "1987\n",
      "stocks\n",
      "close\n",
      "up\n",
      "sixmonth\n",
      "high\n",
      "1988\n",
      "lankas\n",
      "fitch\n",
      "affirms\n",
      "ceylon\n",
      "dollar\n",
      "bond\n",
      "fund\n",
      "bbv\n",
      "1989\n",
      "lankas\n",
      "president\n",
      "assures\n",
      "support\n",
      "freedom\n",
      "private\n",
      "sector\n",
      "engage\n",
      "businesses\n",
      "1990\n",
      "lankas\n",
      "expolanka\n",
      "net\n",
      "up\n",
      "june\n",
      "quarter\n",
      "1991\n",
      "lankan\n",
      "busi\n",
      "should\n",
      "use\n",
      "digit\n",
      "space\n",
      "more\n",
      "onlin\n",
      "payment\n",
      "gateway\n",
      "are\n",
      "come\n",
      "icta\n",
      "chief\n",
      "1992\n",
      "b\n",
      "rate\n",
      "confirm\n",
      "sp\n",
      "rate\n",
      "1993\n",
      "textur\n",
      "jersey\n",
      "profit\n",
      "up\n",
      "1994\n",
      "watawala\n",
      "plantat\n",
      "profit\n",
      "drop\n",
      "palm\n",
      "oil\n",
      "support\n",
      "bottomlin\n",
      "1995\n",
      "stock\n",
      "close\n",
      "lower\n",
      "1996\n",
      "dialog\n",
      "axiata\n",
      "net\n",
      "up\n",
      "june\n",
      "quarter\n",
      "1997\n",
      "lankas\n",
      "pm\n",
      "says\n",
      "mn\n",
      "freehold\n",
      "lands\n",
      "come\n",
      "into\n",
      "market\n",
      "1998\n",
      "lankas\n",
      "balangdoa\n",
      "plantations\n",
      "reports\n",
      "rsmn\n",
      "loss\n",
      "1999\n",
      "stocks\n",
      "close\n",
      "higher\n",
      "2000\n",
      "aitken\n",
      "spence\n",
      "net\n",
      "down\n",
      "amid\n",
      "energy\n",
      "sector\n",
      "losses\n",
      "downturn\n",
      "maldives\n",
      "2001\n",
      "lankas\n",
      "hayleys\n",
      "q\n",
      "profits\n",
      "up\n",
      "rsmn\n",
      "2002\n",
      "china\n",
      "devalues\n",
      "yuan\n",
      "against\n",
      "dollar\n",
      "2003\n",
      "stocks\n",
      "close\n",
      "up\n",
      "2004\n",
      "needs\n",
      "reforms\n",
      "bloated\n",
      "govt\n",
      "sector\n",
      "drive\n",
      "growth\n",
      "eran\n",
      "2005\n",
      "lankas\n",
      "fitch\n",
      "affirms\n",
      "ratings\n",
      "seven\n",
      "finance\n",
      "companies\n",
      "2006\n",
      "nestlã©\n",
      "unit\n",
      "net\n",
      "up\n",
      "with\n",
      "revenu\n",
      "increas\n",
      "2007\n",
      "should\n",
      "export\n",
      "or\n",
      "should\n",
      "be\n",
      "readi\n",
      "perish\n",
      "harsha\n",
      "de\n",
      "silva\n",
      "2008\n",
      "six\n",
      "twelv\n",
      "month\n",
      "treasuri\n",
      "bill\n",
      "yield\n",
      "up\n",
      "2009\n",
      "cb\n",
      "reject\n",
      "claim\n",
      "addit\n",
      "cost\n",
      "when\n",
      "issu\n",
      "tbond\n",
      "through\n",
      "public\n",
      "auction\n",
      "2010\n",
      "sirimavo\n",
      "polici\n",
      "develop\n",
      "local\n",
      "industri\n",
      "should\n",
      "have\n",
      "been\n",
      "continu\n",
      "presid\n",
      "2011\n",
      "asian\n",
      "stock\n",
      "rise\n",
      "yuan\n",
      "lower\n",
      "third\n",
      "consecut\n",
      "day\n",
      "2012\n",
      "stock\n",
      "close\n",
      "down\n",
      "profit\n",
      "take\n",
      "2013\n",
      "sell\n",
      "usd\n",
      "million\n",
      "float\n",
      "rate\n",
      "bond\n",
      "2014\n",
      "volkswagen\n",
      "assembly\n",
      "plant\n",
      "get\n",
      "year\n",
      "tax\n",
      "holiday\n",
      "usdmn\n",
      "investment\n",
      "2015\n",
      "stocks\n",
      "close\n",
      "up\n",
      "cse\n",
      "trading\n",
      "will\n",
      "stop\n",
      "mid\n",
      "day\n",
      "aug\n",
      "2016\n",
      "stock\n",
      "close\n",
      "up\n",
      "investor\n",
      "optimist\n",
      "2017\n",
      "stock\n",
      "close\n",
      "higher\n",
      "after\n",
      "parliamentari\n",
      "poll\n",
      "2018\n",
      "lankas\n",
      "new\n",
      "government\n",
      "needs\n",
      "have\n",
      "clarity\n",
      "economic\n",
      "policy\n",
      "fitch\n",
      "2019\n",
      "stocks\n",
      "close\n",
      "flat\n",
      "after\n",
      "polls\n",
      "week\n",
      "high\n",
      "2020\n",
      "lankan\n",
      "cricketer\n",
      "sangakkara\n",
      "new\n",
      "brand\n",
      "ambassador\n",
      "antidrug\n",
      "crusade\n",
      "2021\n",
      "janashakthi\n",
      "insur\n",
      "rais\n",
      "rs\n",
      "bn\n",
      "through\n",
      "right\n",
      "issu\n",
      "2022\n",
      "softlog\n",
      "net\n",
      "surg\n",
      "ict\n",
      "retail\n",
      "postodel\n",
      "acquisit\n",
      "2023\n",
      "brown\n",
      "co\n",
      "plan\n",
      "tourism\n",
      "industri\n",
      "expans\n",
      "2024\n",
      "stock\n",
      "close\n",
      "down\n",
      "2025\n",
      "export\n",
      "declin\n",
      "june\n",
      "while\n",
      "import\n",
      "up\n",
      "central\n",
      "bank\n",
      "2026\n",
      "asia\n",
      "capit\n",
      "q\n",
      "loss\n",
      "lower\n",
      "rs\n",
      "million\n",
      "2027\n",
      "priorit\n",
      "food\n",
      "product\n",
      "environ\n",
      "drug\n",
      "erad\n",
      "first\n",
      "cabinet\n",
      "meet\n",
      "2028\n",
      "stock\n",
      "close\n",
      "up\n",
      "2029\n",
      "need\n",
      "remov\n",
      "tax\n",
      "export\n",
      "harsha\n",
      "de\n",
      "silva\n",
      "2030\n",
      "major\n",
      "reform\n",
      "first\n",
      "six\n",
      "month\n",
      "polici\n",
      "maker\n",
      "2031\n",
      "chc\n",
      "invest\n",
      "buy\n",
      "stake\n",
      "taproban\n",
      "hold\n",
      "2032\n",
      "fitch\n",
      "rate\n",
      "hdfc\n",
      "bank\n",
      "bbb\n",
      "2033\n",
      "stock\n",
      "close\n",
      "down\n",
      "amid\n",
      "global\n",
      "market\n",
      "uncertainti\n",
      "2034\n",
      "elect\n",
      "outcom\n",
      "improv\n",
      "abil\n",
      "pass\n",
      "reform\n",
      "moodi\n",
      "2035\n",
      "new\n",
      "cabinet\n",
      "will\n",
      "face\n",
      "challeng\n",
      "with\n",
      "global\n",
      "market\n",
      "tumbl\n",
      "polici\n",
      "maker\n",
      "2036\n",
      "asian\n",
      "market\n",
      "volatil\n",
      "china\n",
      "extend\n",
      "loss\n",
      "aspi\n",
      "drop\n",
      "2037\n",
      "some\n",
      "china\n",
      "research\n",
      "see\n",
      "yuan\n",
      "year\n",
      "end\n",
      "report\n",
      "2038\n",
      "sell\n",
      "year\n",
      "treasuri\n",
      "bond\n",
      "2039\n",
      "ioc\n",
      "q\n",
      "profit\n",
      "fall\n",
      "with\n",
      "lower\n",
      "oil\n",
      "price\n",
      "2040\n",
      "should\n",
      "think\n",
      "care\n",
      "befor\n",
      "ani\n",
      "currenc\n",
      "devalu\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accounting\n",
      "body\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lankas\n",
      "megapolis\n",
      "plan\n",
      "a\n",
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      "needs\n",
      "experts\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3029\n",
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      "up\n",
      "rsbn\n",
      "h\n",
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      "3094\n",
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      "up\n",
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      "asia\n",
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      "market\n",
      "recov\n",
      "post\n",
      "brexit\n",
      "but\n",
      "polit\n",
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      "aim\n",
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      "increas\n",
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      "complianc\n",
      "minist\n",
      "3105\n",
      "must\n",
      "plug\n",
      "into\n",
      "global\n",
      "product\n",
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      "harsha\n",
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      "silva\n",
      "3106\n",
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      "follow\n",
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      "asia\n",
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      "tent\n",
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      "stronger\n",
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      "3112\n",
      "excis\n",
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      "increas\n",
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      "a\n",
      "litr\n",
      "lioc\n",
      "down\n",
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      "bp\n",
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      "3114\n",
      "most\n",
      "asia\n",
      "stocks\n",
      "slide\n",
      "fed\n",
      "officials\n",
      "rate\n",
      "comments\n",
      "dollar\n",
      "firms\n",
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      "world\n",
      "bank\n",
      "looks\n",
      "further\n",
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      "vp\n",
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      "volkswagen\n",
      "project\n",
      "temporarily\n",
      "halted\n",
      "minister\n",
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      "asia\n",
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      "bounce\n",
      "dollar\n",
      "dips\n",
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      "hike\n",
      "doubts\n",
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      "gaam\n",
      "net\n",
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      "rs\n",
      "mln\n",
      "last\n",
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      "ahead\n",
      "cenbank\n",
      "policy\n",
      "rate\n",
      "meeting\n",
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      "watch\n",
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      "bond\n",
      "yields\n",
      "slightly\n",
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      "3121\n",
      "lankas\n",
      "central\n",
      "bank\n",
      "keeps\n",
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      "rates\n",
      "steady\n",
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      "asian\n",
      "shares\n",
      "ease\n",
      "taking\n",
      "cue\n",
      "wall\n",
      "street\n",
      "oil\n",
      "slips\n",
      "3123\n",
      "world\n",
      "bank\n",
      "positive\n",
      "about\n",
      "lankas\n",
      "progress\n",
      "wants\n",
      "increase\n",
      "aid\n",
      "ravi\n",
      "k\n",
      "3124\n",
      "ceylinco\n",
      "lifes\n",
      "month\n",
      "income\n",
      "up\n",
      "rs\n",
      "billion\n",
      "3125\n",
      "lankas\n",
      "growth\n",
      "expectation\n",
      "this\n",
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      "cb\n",
      "governor\n",
      "3126\n",
      "jica\n",
      "pledges\n",
      "rsbn\n",
      "development\n",
      "loan\n",
      "3127\n",
      "lankan\n",
      "rupee\n",
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      "after\n",
      "cbank\n",
      "chief\n",
      "allays\n",
      "fears\n",
      "upward\n",
      "pressure\n",
      "3128\n",
      "ifc\n",
      "ready\n",
      "finance\n",
      "lankan\n",
      "private\n",
      "sector\n",
      "projects\n",
      "3129\n",
      "lankan\n",
      "rupee\n",
      "firmer\n",
      "bank\n",
      "dollar\n",
      "sales\n",
      "stocks\n",
      "edge\n",
      "up\n",
      "3130\n",
      "lankas\n",
      "ccpi\n",
      "inflation\n",
      "down\n",
      "points\n",
      "august\n",
      "3131\n",
      "lankan\n",
      "rupe\n",
      "steadi\n",
      "remitt\n",
      "offset\n",
      "import\n",
      "dlr\n",
      "demand\n",
      "3132\n",
      "softlog\n",
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      "report\n",
      "rs\n",
      "bln\n",
      "profit\n",
      "year\n",
      "march\n",
      "3133\n",
      "expect\n",
      "hold\n",
      "rate\n",
      "steadi\n",
      "stan\n",
      "chart\n",
      "3134\n",
      "cd\n",
      "celebr\n",
      "year\n",
      "lankan\n",
      "capit\n",
      "market\n",
      "3135\n",
      "industri\n",
      "product\n",
      "show\n",
      "growth\n",
      "june\n",
      "3136\n",
      "lankan\n",
      "rupe\n",
      "edg\n",
      "up\n",
      "dollar\n",
      "sale\n",
      "surpass\n",
      "import\n",
      "demand\n",
      "3137\n",
      "export\n",
      "fell\n",
      "june\n",
      "trade\n",
      "gap\n",
      "widen\n",
      "3138\n",
      "seal\n",
      "usdmn\n",
      "credit\n",
      "world\n",
      "bank\n",
      "econom\n",
      "reform\n",
      "3139\n",
      "gaam\n",
      "rs\n",
      "mln\n",
      "foreign\n",
      "inflow\n",
      "into\n",
      "stock\n",
      "last\n",
      "week\n",
      "3140\n",
      "asian\n",
      "share\n",
      "edg\n",
      "up\n",
      "investor\n",
      "await\n",
      "rba\n",
      "3141\n",
      "mobitel\n",
      "make\n",
      "rs\n",
      "mln\n",
      "voluntari\n",
      "offer\n",
      "echannel\n",
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      "dollar\n",
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      "bank\n",
      "3143\n",
      "financ\n",
      "ministri\n",
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      "claim\n",
      "treasuri\n",
      "offici\n",
      "3144\n",
      "ptl\n",
      "watch\n",
      "yield\n",
      "drop\n",
      "longer\n",
      "tenor\n",
      "month\n",
      "low\n",
      "3145\n",
      "distilleri\n",
      "approv\n",
      "melstacorp\n",
      "hold\n",
      "compani\n",
      "group\n",
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      "asia\n",
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      "us\n",
      "data\n",
      "quell\n",
      "fed\n",
      "hike\n",
      "talk\n",
      "3147\n",
      "cd\n",
      "sign\n",
      "mou\n",
      "with\n",
      "pakistani\n",
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      "3148\n",
      "lankan\n",
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      "steadi\n",
      "dollar\n",
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      "offset\n",
      "import\n",
      "demand\n",
      "3149\n",
      "ptl\n",
      "watch\n",
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      "slip\n",
      "further\n",
      "yr\n",
      "3150\n",
      "seek\n",
      "usdmn\n",
      "adb\n",
      "assist\n",
      "develop\n",
      "capit\n",
      "market\n",
      "3151\n",
      "opinion\n",
      "big\n",
      "bank\n",
      "exploit\n",
      "countri\n",
      "like\n",
      "probe\n",
      "find\n",
      "3152\n",
      "asia\n",
      "share\n",
      "near\n",
      "year\n",
      "top\n",
      "await\n",
      "china\n",
      "trade\n",
      "data\n",
      "ecb\n",
      "3153\n",
      "lbr\n",
      "lbo\n",
      "infrastructur\n",
      "summit\n",
      "focu\n",
      "transform\n",
      "power\n",
      "western\n",
      "region\n",
      "megapoli\n",
      "project\n",
      "3154\n",
      "ccc\n",
      "polic\n",
      "discuss\n",
      "law\n",
      "enforc\n",
      "matter\n",
      "3155\n",
      "lankan\n",
      "rupe\n",
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      "export\n",
      "dlr\n",
      "sale\n",
      "offset\n",
      "import\n",
      "demand\n",
      "3156\n",
      "asia\n",
      "shares\n",
      "bonds\n",
      "spooked\n",
      "central\n",
      "bank\n",
      "risks\n",
      "3157\n",
      "asian\n",
      "shares\n",
      "slip\n",
      "after\n",
      "ecb\n",
      "disappointment\n",
      "oil\n",
      "jumps\n",
      "3158\n",
      "adopt\n",
      "chip\n",
      "card\n",
      "system\n",
      "before\n",
      "end\n",
      "central\n",
      "bank\n",
      "3159\n",
      "lankan\n",
      "rupee\n",
      "weaker\n",
      "importer\n",
      "demand\n",
      "3160\n",
      "ptl\n",
      "watch\n",
      "yields\n",
      "tick\n",
      "higher\n",
      "rs\n",
      "bln\n",
      "foreign\n",
      "inflow\n",
      "3161\n",
      "asia\n",
      "stocks\n",
      "rise\n",
      "dollar\n",
      "sags\n",
      "after\n",
      "fed\n",
      "officials\n",
      "dovish\n",
      "comments\n",
      "3162\n",
      "lankas\n",
      "unemployment\n",
      "first\n",
      "quarter\n",
      "3163\n",
      "gaam\n",
      "weekly\n",
      "foreign\n",
      "inflow\n",
      "rs\n",
      "mln\n",
      "into\n",
      "stocks\n",
      "3164\n",
      "lankas\n",
      "cabinet\n",
      "approves\n",
      "vat\n",
      "increase\n",
      "state\n",
      "finance\n",
      "minister\n",
      "3165\n",
      "lankan\n",
      "rupee\n",
      "trades\n",
      "weaker\n",
      "importer\n",
      "dollar\n",
      "demand\n",
      "stocks\n",
      "rise\n",
      "3166\n",
      "ptl\n",
      "watch\n",
      "yields\n",
      "edge\n",
      "higher\n",
      "local\n",
      "selling\n",
      "3167\n",
      "budget\n",
      "deficit\n",
      "be\n",
      "finmin\n",
      "tell\n",
      "imf\n",
      "3168\n",
      "asian\n",
      "stock\n",
      "fall\n",
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      "low\n",
      "bond\n",
      "rout\n",
      "intensifi\n",
      "3169\n",
      "axiata\n",
      "group\n",
      "look\n",
      "trim\n",
      "stake\n",
      "oversea\n",
      "oper\n",
      "3170\n",
      "revis\n",
      "vat\n",
      "threshold\n",
      "wholesal\n",
      "retail\n",
      "trade\n",
      "3171\n",
      "lankan\n",
      "rupe\n",
      "weaker\n",
      "import\n",
      "dollar\n",
      "demand\n",
      "3172\n",
      "stock\n",
      "waver\n",
      "polici\n",
      "uncertainti\n",
      "weaker\n",
      "oil\n",
      "sap\n",
      "confid\n",
      "3173\n",
      "set\n",
      "up\n",
      "a\n",
      "special\n",
      "unit\n",
      "econom\n",
      "develop\n",
      "3174\n",
      "lankan\n",
      "rupe\n",
      "edg\n",
      "down\n",
      "import\n",
      "dollar\n",
      "demand\n",
      "3175\n",
      "gdp\n",
      "expand\n",
      "second\n",
      "quarter\n",
      "3176\n",
      "asia\n",
      "stocks\n",
      "hold\n",
      "central\n",
      "bank\n",
      "vigil\n",
      "oil\n",
      "bounces\n",
      "3177\n",
      "textured\n",
      "jersey\n",
      "executives\n",
      "meet\n",
      "investment\n",
      "funds\n",
      "us\n",
      "3178\n",
      "central\n",
      "bank\n",
      "introduce\n",
      "repo\n",
      "transactions\n",
      "electronic\n",
      "platform\n",
      "3179\n",
      "ptl\n",
      "watch\n",
      "yields\n",
      "tick\n",
      "higher\n",
      "low\n",
      "volumes\n",
      "3180\n",
      "lankan\n",
      "rupee\n",
      "edges\n",
      "down\n",
      "importer\n",
      "dollar\n",
      "demand\n",
      "stocks\n",
      "fall\n",
      "3181\n",
      "asia\n",
      "stocks\n",
      "waver\n",
      "investors\n",
      "nervously\n",
      "await\n",
      "fed\n",
      "boj\n",
      "3182\n",
      "interview\n",
      "stock\n",
      "earnings\n",
      "june\n",
      "quarter\n",
      "valuations\n",
      "improve\n",
      "3183\n",
      "new\n",
      "zealand\n",
      "pledges\n",
      "develop\n",
      "milk\n",
      "production\n",
      "3184\n",
      "gaam\n",
      "foreign\n",
      "inflow\n",
      "rs\n",
      "mln\n",
      "into\n",
      "stocks\n",
      "week\n",
      "3185\n",
      "lankan\n",
      "rupee\n",
      "edges\n",
      "up\n",
      "state\n",
      "bank\n",
      "dollar\n",
      "sales\n",
      "3186\n",
      "no\n",
      "liberalization\n",
      "professionals\n",
      "under\n",
      "upcoming\n",
      "ftas\n",
      "kelegama\n",
      "3187\n",
      "asia\n",
      "stocks\n",
      "pull\n",
      "ahead\n",
      "investors\n",
      "edge\n",
      "before\n",
      "boj\n",
      "verdict\n",
      "3188\n",
      "us\n",
      "pacific\n",
      "command\n",
      "partners\n",
      "with\n",
      "oil\n",
      "spill\n",
      "management\n",
      "3189\n",
      "new\n",
      "markets\n",
      "needed\n",
      "offset\n",
      "tea\n",
      "downturn\n",
      "obg\n",
      "3190\n",
      "ptl\n",
      "watch\n",
      "bond\n",
      "yields\n",
      "continue\n",
      "upward\n",
      "momentum\n",
      "3191\n",
      "lankan\n",
      "rupee\n",
      "down\n",
      "importer\n",
      "dollar\n",
      "demand\n",
      "forwards\n",
      "active\n",
      "3192\n",
      "textured\n",
      "jersey\n",
      "changes\n",
      "its\n",
      "name\n",
      "teejay\n",
      "3193\n",
      "nationwide\n",
      "inflation\n",
      "declines\n",
      "aug\n",
      "3194\n",
      "asian\n",
      "share\n",
      "surg\n",
      "dollar\n",
      "lag\n",
      "slowmot\n",
      "fed\n",
      "3195\n",
      "financi\n",
      "intel\n",
      "unit\n",
      "sign\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "stock\n",
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      "lankan\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3389\n",
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      "lankan\n",
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      "little\n",
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      "comments\n",
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      "shares\n",
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      "near\n",
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      "keells\n",
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      "asian\n",
      "markets\n",
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      "credit\n",
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      "should\n",
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      "investor\n",
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      "resid\n",
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      "establish\n",
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      "lower\n",
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      "cocacola\n",
      "eye\n",
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      "pound\n",
      "weak\n",
      "brace\n",
      "speech\n",
      "brexit\n",
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      "further\n",
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      "lower\n",
      "heavyweight\n",
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      "prime\n",
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      "meet\n",
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      "bask\n",
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      "speech\n",
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      "3514\n",
      "industri\n",
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      "3518\n",
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      "officials\n",
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      "commend\n",
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      "dollar\n",
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      "3531\n",
      "nationwid\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "3764\n",
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      "inflation\n",
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      "3791\n",
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      "must\n",
      "be\n",
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      "3794\n",
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      "till\n",
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      "3795\n",
      "inflation\n",
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      "world\n",
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      "should\n",
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      "3818\n",
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      "help\n",
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      "issue\n",
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      "indias\n",
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      "address\n",
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      "ahead\n",
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      "sec\n",
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      "mannar\n",
      "identified\n",
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      "doubles\n",
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      "next\n",
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      "3840\n",
      "national\n",
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      "strategy\n",
      "be\n",
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      "would\n",
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      "appoint\n",
      "chairman\n",
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      "3848\n",
      "cocain\n",
      "detect\n",
      "employe\n",
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      "plan\n",
      "survey\n",
      "3850\n",
      "travel\n",
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      "free\n",
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      "dollar\n",
      "falls\n",
      "more\n",
      "than\n",
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      "trumponomics\n",
      "3853\n",
      "world\n",
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      "outlook\n",
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      "pickup\n",
      "imf\n",
      "3854\n",
      "national\n",
      "challenges\n",
      "be\n",
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      "economic\n",
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      "3855\n",
      "lankas\n",
      "economy\n",
      "bounce\n",
      "back\n",
      "accelerate\n",
      "imf\n",
      "3856\n",
      "lankas\n",
      "average\n",
      "inflation\n",
      "remains\n",
      "month\n",
      "high\n",
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      "3857\n",
      "arguing\n",
      "against\n",
      "globalization\n",
      "is\n",
      "like\n",
      "disagreeing\n",
      "with\n",
      "law\n",
      "gravity\n",
      "3858\n",
      "presidential\n",
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      "cd\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "growth\n",
      "model\n",
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      "a\n",
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      "plans\n",
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      "budget\n",
      "4000\n",
      "cut\n",
      "taxes\n",
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      "vehicles\n",
      "introduce\n",
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      "tax\n",
      "4001\n",
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      "video\n",
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      "ril\n",
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      "unit\n",
      "motor\n",
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      "end\n",
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      "ceylon\n",
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      "should\n",
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      "keep\n",
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      "but\n",
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      "4010\n",
      "janashakthi\n",
      "insur\n",
      "record\n",
      "growth\n",
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      "4011\n",
      "needs\n",
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      "work\n",
      "force\n",
      "achieve\n",
      "growth\n",
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      "goals\n",
      "4012\n",
      "cse\n",
      "conduct\n",
      "a\n",
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      "day\n",
      "trading\n",
      "disaster\n",
      "recovery\n",
      "site\n",
      "4013\n",
      "plans\n",
      "reduce\n",
      "debt\n",
      "gdp\n",
      "ratio\n",
      "4014\n",
      "finance\n",
      "minister\n",
      "says\n",
      "budget\n",
      "aims\n",
      "fast\n",
      "tracking\n",
      "liberalization\n",
      "4015\n",
      "fitch\n",
      "ratings\n",
      "assigns\n",
      "lb\n",
      "finance\n",
      "a\n",
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      "rating\n",
      "debentures\n",
      "4016\n",
      "brandix\n",
      "sign\n",
      "joint\n",
      "ventur\n",
      "agreement\n",
      "with\n",
      "best\n",
      "pacif\n",
      "hong\n",
      "kong\n",
      "4017\n",
      "new\n",
      "foreign\n",
      "exchang\n",
      "act\n",
      "come\n",
      "into\n",
      "effect\n",
      "4018\n",
      "double\n",
      "fdi\n",
      "usdbn\n",
      "boi\n",
      "chief\n",
      "4019\n",
      "national\n",
      "consumer\n",
      "price\n",
      "inflation\n",
      "up\n",
      "october\n",
      "4020\n",
      "adb\n",
      "give\n",
      "usd\n",
      "mn\n",
      "power\n",
      "road\n",
      "projects\n",
      "4021\n",
      "signs\n",
      "mou\n",
      "with\n",
      "korean\n",
      "firm\n",
      "lrt\n",
      "feasibility\n",
      "4022\n",
      "hidden\n",
      "motive\n",
      "new\n",
      "bank\n",
      "tax\n",
      "is\n",
      "weaken\n",
      "state\n",
      "banks\n",
      "mr\n",
      "4023\n",
      "opinion\n",
      "sustain\n",
      "oil\n",
      "palm\n",
      "central\n",
      "success\n",
      "plantat\n",
      "industri\n",
      "4024\n",
      "new\n",
      "reform\n",
      "creat\n",
      "winwin\n",
      "situat\n",
      "central\n",
      "bank\n",
      "treasuri\n",
      "4025\n",
      "india\n",
      "reiterates\n",
      "commitment\n",
      "projects\n",
      "mutual\n",
      "interest\n",
      "with\n",
      "4026\n",
      "john\n",
      "keells\n",
      "x\n",
      "open\n",
      "innovation\n",
      "challenge\n",
      "winners\n",
      "enter\n",
      "month\n",
      "accelerator\n",
      "programme\n",
      "4027\n",
      "sp\n",
      "dji\n",
      "considers\n",
      "revising\n",
      "index\n",
      "methodology\n",
      "sp\n",
      "4028\n",
      "exports\n",
      "up\n",
      "sept\n",
      "4029\n",
      "central\n",
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      "say\n",
      "prosper\n",
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      "4030\n",
      "jetw\n",
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      "announc\n",
      "rsmn\n",
      "ipo\n",
      "4031\n",
      "new\n",
      "liabil\n",
      "mgmt\n",
      "bill\n",
      "rais\n",
      "money\n",
      "abov\n",
      "borrow\n",
      "limit\n",
      "cb\n",
      "chief\n",
      "4032\n",
      "build\n",
      "mw\n",
      "power\n",
      "plant\n",
      "hambantota\n",
      "4033\n",
      "launch\n",
      "handbook\n",
      "good\n",
      "govern\n",
      "soe\n",
      "4034\n",
      "imf\n",
      "complet\n",
      "rd\n",
      "review\n",
      "approv\n",
      "usdmn\n",
      "disburs\n",
      "4035\n",
      "tea\n",
      "price\n",
      "show\n",
      "gain\n",
      "nov\n",
      "4036\n",
      "fdi\n",
      "grow\n",
      "usdmn\n",
      "jansept\n",
      "exceed\n",
      "total\n",
      "4037\n",
      "jetw\n",
      "symphoni\n",
      "ipo\n",
      "subscript\n",
      "open\n",
      "decâ\n",
      "mn\n",
      "share\n",
      "offer\n",
      "4038\n",
      "malayasia\n",
      "further\n",
      "strengthen\n",
      "ties\n",
      "with\n",
      "pm\n",
      "visit\n",
      "4039\n",
      "lankas\n",
      "fiscal\n",
      "mgmt\n",
      "responsibility\n",
      "act\n",
      "has\n",
      "no\n",
      "teeth\n",
      "cb\n",
      "chief\n",
      "4040\n",
      "adb\n",
      "gives\n",
      "usdmn\n",
      "road\n",
      "water\n",
      "projects\n",
      "jaffna\n",
      "4041\n",
      "dialog\n",
      "richard\n",
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      "sp\n",
      "index\n",
      "replacing\n",
      "hayleys\n",
      "melstacorp\n",
      "4042\n",
      "moodi\n",
      "say\n",
      "need\n",
      "further\n",
      "push\n",
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      "reform\n",
      "better\n",
      "credit\n",
      "profil\n",
      "4043\n",
      "lankas\n",
      "sunshine\n",
      "holdings\n",
      "appoints\n",
      "new\n",
      "member\n",
      "board\n",
      "directors\n",
      "4044\n",
      "govt\n",
      "approv\n",
      "usd\n",
      "bn\n",
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      "citi\n",
      "complex\n",
      "4045\n",
      "november\n",
      "ncpi\n",
      "down\n",
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      "fitch\n",
      "affirms\n",
      "lankan\n",
      "banks\n",
      "revises\n",
      "dfcc\n",
      "outlook\n",
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      "4047\n",
      "central\n",
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      "confirms\n",
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      "mn\n",
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      "ca\n",
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      "code\n",
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      "practice\n",
      "corporate\n",
      "governance\n",
      "4049\n",
      "port\n",
      "city\n",
      "legislation\n",
      "parliament\n",
      "march\n",
      "work\n",
      "three\n",
      "towers\n",
      "commence\n",
      "4050\n",
      "i\n",
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      "hesitate\n",
      "bring\n",
      "offenders\n",
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      "scam\n",
      "before\n",
      "law\n",
      "president\n",
      "full\n",
      "speech\n",
      "4051\n",
      "raise\n",
      "usdbn\n",
      "sovereign\n",
      "development\n",
      "bonds\n",
      "4052\n",
      "if\n",
      "we\n",
      "are\n",
      "going\n",
      "a\n",
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      "bond\n",
      "better\n",
      "go\n",
      "early\n",
      "cb\n",
      "governor\n",
      "4053\n",
      "jetwing\n",
      "symphony\n",
      "opens\n",
      "trading\n",
      "cse\n",
      "today\n",
      "4054\n",
      "us\n",
      "gsp\n",
      "withdrawalâ\n",
      "not\n",
      "countryspecificâ\n",
      "impact\n",
      "total\n",
      "exports\n",
      "small\n",
      "amcham\n",
      "4055\n",
      "central\n",
      "bank\n",
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      "months\n",
      "4056\n",
      "lankas\n",
      "pvt\n",
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      "has\n",
      "mn\n",
      "employees\n",
      "vacancies\n",
      "report\n",
      "4057\n",
      "rajagiriya\n",
      "flyover\n",
      "open\n",
      "today\n",
      "speed\n",
      "vehicles\n",
      "increase\n",
      "eightfold\n",
      "4058\n",
      "proposed\n",
      "digital\n",
      "economy\n",
      "uplift\n",
      "gdp\n",
      "mckinsey\n",
      "4059\n",
      "treasury\n",
      "posts\n",
      "rsbn\n",
      "primary\n",
      "surplus\n",
      "budget\n",
      "first\n",
      "time\n",
      "years\n",
      "4060\n",
      "lankan\n",
      "banks\n",
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      "up\n",
      "basel\n",
      "iii\n",
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      "issuance\n",
      "fitch\n",
      "4061\n",
      "ifc\n",
      "cb\n",
      "partner\n",
      "create\n",
      "lankas\n",
      "first\n",
      "national\n",
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      "inclusion\n",
      "strategy\n",
      "4062\n",
      "governor\n",
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      "bond\n",
      "commiss\n",
      "report\n",
      "yesterday\n",
      "central\n",
      "bank\n",
      "4063\n",
      "enterpris\n",
      "be\n",
      "launch\n",
      "march\n",
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      "min\n",
      "4064\n",
      "offici\n",
      "reserv\n",
      "improv\n",
      "usdbn\n",
      "end\n",
      "4065\n",
      "seek\n",
      "modifi\n",
      "perform\n",
      "criteria\n",
      "eff\n",
      "broadli\n",
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      "4066\n",
      "debt\n",
      "management\n",
      "bill\n",
      "receives\n",
      "goahead\n",
      "cabinet\n",
      "4067\n",
      "lankas\n",
      "usdmn\n",
      "development\n",
      "bond\n",
      "oversubscribed\n",
      "4068\n",
      "seat\n",
      "belts\n",
      "air\n",
      "bags\n",
      "compulsory\n",
      "vehicles\n",
      "july\n",
      "finance\n",
      "ministry\n",
      "4069\n",
      "indias\n",
      "economy\n",
      "grow\n",
      "usd\n",
      "tn\n",
      "4070\n",
      "signs\n",
      "fta\n",
      "with\n",
      "singapore\n",
      "tomorrow\n",
      "4071\n",
      "inflation\n",
      "dips\n",
      "december\n",
      "4072\n",
      "cost\n",
      "reflective\n",
      "pricing\n",
      "formula\n",
      "fuel\n",
      "electricity\n",
      "this\n",
      "year\n",
      "cb\n",
      "governor\n",
      "4073\n",
      "lankas\n",
      "softlogic\n",
      "holdings\n",
      "plans\n",
      "rsbn\n",
      "equity\n",
      "sale\n",
      "4074\n",
      "indonesia\n",
      "sign\n",
      "mous\n",
      "explores\n",
      "fta\n",
      "option\n",
      "4075\n",
      "chec\n",
      "kick\n",
      "off\n",
      "port\n",
      "city\n",
      "project\n",
      "with\n",
      "billion\n",
      "dollar\n",
      "towers\n",
      "minister\n",
      "4076\n",
      "lankasingapore\n",
      "fta\n",
      "is\n",
      "credit\n",
      "positive\n",
      "both\n",
      "sovereigns\n",
      "moodys\n",
      "4077\n",
      "australia\n",
      "provides\n",
      "rsmn\n",
      "grant\n",
      "assistance\n",
      "governance\n",
      "initiatives\n",
      "4078\n",
      "jack\n",
      "ma\n",
      "alibaba\n",
      "partner\n",
      "with\n",
      "suprem\n",
      "global\n",
      "hold\n",
      "4079\n",
      "hatton\n",
      "plantat\n",
      "start\n",
      "trade\n",
      "cse\n",
      "4080\n",
      "riu\n",
      "host\n",
      "uksri\n",
      "investor\n",
      "forum\n",
      "rd\n",
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      "year\n",
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      "fitch\n",
      "confirm\n",
      "b\n",
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      "japan\n",
      "confid\n",
      "biz\n",
      "climat\n",
      "4083\n",
      "colombo\n",
      "stock\n",
      "exchange\n",
      "records\n",
      "rsbn\n",
      "net\n",
      "foreign\n",
      "purchases\n",
      "last\n",
      "month\n",
      "4084\n",
      "central\n",
      "bank\n",
      "issu\n",
      "clarif\n",
      "media\n",
      "report\n",
      "over\n",
      "govern\n",
      "debt\n",
      "4085\n",
      "debt\n",
      "sustain\n",
      "public\n",
      "debt\n",
      "rstn\n",
      "asset\n",
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      "4086\n",
      "auditor\n",
      "gener\n",
      "reveal\n",
      "rsbn\n",
      "off\n",
      "balanc\n",
      "sheet\n",
      "item\n",
      "previou\n",
      "regim\n",
      "4087\n",
      "lankas\n",
      "ril\n",
      "property\n",
      "goes\n",
      "rsbn\n",
      "rights\n",
      "issue\n",
      "4088\n",
      "lankas\n",
      "industrial\n",
      "production\n",
      "up\n",
      "dec\n",
      "4089\n",
      "needs\n",
      "create\n",
      "an\n",
      "environment\n",
      "that\n",
      "rewards\n",
      "investment\n",
      "harvard\n",
      "economist\n",
      "4090\n",
      "cb\n",
      "keeps\n",
      "policy\n",
      "rates\n",
      "unchanged\n",
      "economy\n",
      "currently\n",
      "operating\n",
      "below\n",
      "potential\n",
      "4091\n",
      "piramal\n",
      "glass\n",
      "ceylon\n",
      "gross\n",
      "profit\n",
      "crosses\n",
      "rsbn\n",
      "4092\n",
      "construction\n",
      "sector\n",
      "challenged\n",
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      "labour\n",
      "shortage\n",
      "report\n",
      "4093\n",
      "insurance\n",
      "industry\n",
      "records\n",
      "growth\n",
      "q\n",
      "4094\n",
      "adb\n",
      "gives\n",
      "usd\n",
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      "lending\n",
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      "small\n",
      "businesses\n",
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      "sampath\n",
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      "pat\n",
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      "4096\n",
      "lankas\n",
      "liability\n",
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      "presented\n",
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      "4097\n",
      "presid\n",
      "promis\n",
      "new\n",
      "econom\n",
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      "frontier\n",
      "research\n",
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      "featur\n",
      "new\n",
      "forex\n",
      "act\n",
      "4099\n",
      "japanes\n",
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      "win\n",
      "contract\n",
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      "expressway\n",
      "rd\n",
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      "4100\n",
      "ceylinco\n",
      "lifes\n",
      "net\n",
      "profit\n",
      "surges\n",
      "rsbn\n",
      "4101\n",
      "lankas\n",
      "external\n",
      "sector\n",
      "improve\n",
      "bop\n",
      "record\n",
      "surplus\n",
      "cb\n",
      "4102\n",
      "benefits\n",
      "global\n",
      "oil\n",
      "price\n",
      "reduction\n",
      "should\n",
      "be\n",
      "passed\n",
      "people\n",
      "fin\n",
      "min\n",
      "4103\n",
      "allianz\n",
      "completes\n",
      "acquisition\n",
      "janashakthi\n",
      "general\n",
      "insurance\n",
      "4104\n",
      "janashakthi\n",
      "delivers\n",
      "sustained\n",
      "double\n",
      "digit\n",
      "growth\n",
      "through\n",
      "fy\n",
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      "fitch\n",
      "affirms\n",
      "richard\n",
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      "needs\n",
      "firm\n",
      "policy\n",
      "mitigate\n",
      "future\n",
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      "min\n",
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      "lankas\n",
      "economic\n",
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      "investment\n",
      "opportunities\n",
      "positive\n",
      "eran\n",
      "4108\n",
      "lankas\n",
      "bairaha\n",
      "farms\n",
      "go\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4159\n",
      "virtusa\n",
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      "clarifi\n",
      "extern\n",
      "debt\n",
      "reserv\n",
      "4224\n",
      "fin\n",
      "min\n",
      "say\n",
      "economi\n",
      "stabl\n",
      "foot\n",
      "challeng\n",
      "mr\n",
      "tv\n",
      "debat\n",
      "4225\n",
      "kishu\n",
      "gome\n",
      "step\n",
      "down\n",
      "ceo\n",
      "chevron\n",
      "lankaâ\n",
      "4226\n",
      "central\n",
      "bank\n",
      "creat\n",
      "intervent\n",
      "rule\n",
      "foreign\n",
      "exchang\n",
      "market\n",
      "4227\n",
      "approv\n",
      "bot\n",
      "system\n",
      "state\n",
      "build\n",
      "4228\n",
      "tea\n",
      "export\n",
      "up\n",
      "april\n",
      "low\n",
      "grown\n",
      "product\n",
      "down\n",
      "4229\n",
      "ceylinco\n",
      "life\n",
      "net\n",
      "profit\n",
      "grow\n",
      "rs\n",
      "billionceylinco\n",
      "life\n",
      "net\n",
      "profit\n",
      "grow\n",
      "rs\n",
      "billion\n",
      "4230\n",
      "financ\n",
      "minist\n",
      "appoint\n",
      "ranel\n",
      "tissa\n",
      "wijesinha\n",
      "new\n",
      "chairman\n",
      "sec\n",
      "4231\n",
      "vat\n",
      "be\n",
      "reduc\n",
      "fin\n",
      "min\n",
      "4232\n",
      "list\n",
      "hospit\n",
      "have\n",
      "strong\n",
      "growth\n",
      "prospect\n",
      "fitch\n",
      "4233\n",
      "dollar\n",
      "strengthen\n",
      "combin\n",
      "with\n",
      "polit\n",
      "uncertainti\n",
      "moodi\n",
      "4234\n",
      "lankas\n",
      "jkh\n",
      "group\n",
      "pbt\n",
      "up\n",
      "rsbn\n",
      "4235\n",
      "signs\n",
      "agreement\n",
      "gas\n",
      "exploration\n",
      "services\n",
      "4236\n",
      "nawala\n",
      "dehiwala\n",
      "rajagiriya\n",
      "continue\n",
      "property\n",
      "hotspots\n",
      "report\n",
      "4237\n",
      "reserves\n",
      "usdbn\n",
      "rupee\n",
      "depreciates\n",
      "cb\n",
      "4238\n",
      "exports\n",
      "up\n",
      "usdbn\n",
      "4239\n",
      "new\n",
      "mla\n",
      "amendments\n",
      "restrict\n",
      "financing\n",
      "fiscal\n",
      "deficit\n",
      "central\n",
      "bank\n",
      "4240\n",
      "ritzcarlton\n",
      "tower\n",
      "readi\n",
      "4241\n",
      "tourist\n",
      "arriv\n",
      "up\n",
      "cross\n",
      "mn\n",
      "mark\n",
      "4242\n",
      "malik\n",
      "visits\n",
      "german\n",
      "engineering\n",
      "company\n",
      "katunayake\n",
      "boi\n",
      "â\n",
      "4243\n",
      "laugfs\n",
      "empowers\n",
      "future\n",
      "generations\n",
      "with\n",
      "nana\n",
      "maga\n",
      "math\n",
      "camps\n",
      "4244\n",
      "st\n",
      "interiors\n",
      "debut\n",
      "first\n",
      "overseas\n",
      "project\n",
      "marriott\n",
      "maldives\n",
      "4245\n",
      "eco\n",
      "summit\n",
      "focu\n",
      "fast\n",
      "track\n",
      "a\n",
      "turnaround\n",
      "4246\n",
      "fairfield\n",
      "hold\n",
      "acquir\n",
      "control\n",
      "interest\n",
      "alethea\n",
      "group\n",
      "4247\n",
      "usdlkr\n",
      "down\n",
      "central\n",
      "bank\n",
      "defend\n",
      "currenc\n",
      "4248\n",
      "we\n",
      "wont\n",
      "toler\n",
      "specul\n",
      "further\n",
      "if\n",
      "necessari\n",
      "will\n",
      "use\n",
      "all\n",
      "instrument\n",
      "disciplin\n",
      "4249\n",
      "sixway\n",
      "can\n",
      "attract\n",
      "more\n",
      "foreign\n",
      "invest\n",
      "4250\n",
      "foreign\n",
      "investor\n",
      "stumbl\n",
      "with\n",
      "invest\n",
      "share\n",
      "access\n",
      "engin\n",
      "ael\n",
      "4251\n",
      "introduc\n",
      "euro\n",
      "fuel\n",
      "juli\n",
      "no\n",
      "impact\n",
      "current\n",
      "price\n",
      "4252\n",
      "srilankan\n",
      "will\n",
      "continu\n",
      "fli\n",
      "airlin\n",
      "breakeven\n",
      "three\n",
      "year\n",
      "min\n",
      "kiriella\n",
      "4253\n",
      "head\n",
      "state\n",
      "institut\n",
      "respons\n",
      "pay\n",
      "salari\n",
      "excess\n",
      "employe\n",
      "fin\n",
      "min\n",
      "â\n",
      "4254\n",
      "mclarensâ\n",
      "peak\n",
      "engin\n",
      "offer\n",
      "facil\n",
      "manag\n",
      "solutionsâ\n",
      "through\n",
      "new\n",
      "jv\n",
      "compani\n",
      "4255\n",
      "rupe\n",
      "hit\n",
      "new\n",
      "record\n",
      "low\n",
      "stock\n",
      "down\n",
      "4256\n",
      "stock\n",
      "close\n",
      "record\n",
      "low\n",
      "4257\n",
      "gdp\n",
      "grow\n",
      "q\n",
      "4258\n",
      "foreign\n",
      "investor\n",
      "exit\n",
      "govern\n",
      "bond\n",
      "4259\n",
      "lankapropertywebcom\n",
      "eas\n",
      "hassl\n",
      "buy\n",
      "sell\n",
      "properti\n",
      "4260\n",
      "avian\n",
      "technolog\n",
      "receiv\n",
      "dell\n",
      "emc\n",
      "gold\n",
      "partner\n",
      "statu\n",
      "4261\n",
      "anoth\n",
      "record\n",
      "low\n",
      "stock\n",
      "4262\n",
      "ndb\n",
      "bank\n",
      "rais\n",
      "rsbn\n",
      "discount\n",
      "right\n",
      "issu\n",
      "4263\n",
      "hat\n",
      "trick\n",
      "colombo\n",
      "stock\n",
      "hit\n",
      "low\n",
      "rd\n",
      "straight\n",
      "session\n",
      "4264\n",
      "cm\n",
      "port\n",
      "pay\n",
      "final\n",
      "tranch\n",
      "usdmn\n",
      "hambantota\n",
      "port\n",
      "4265\n",
      "opinion\n",
      "stock\n",
      "brokerag\n",
      "should\n",
      "publish\n",
      "audit\n",
      "account\n",
      "cse\n",
      "websit\n",
      "4266\n",
      "develop\n",
      "intern\n",
      "air\n",
      "transport\n",
      "firm\n",
      "come\n",
      "forward\n",
      "4267\n",
      "colombo\n",
      "stock\n",
      "snap\n",
      "lose\n",
      "streak\n",
      "turnov\n",
      "weak\n",
      "4268\n",
      "inflation\n",
      "up\n",
      "april\n",
      "4269\n",
      "anilana\n",
      "alhp\n",
      "reports\n",
      "another\n",
      "loss\n",
      "east\n",
      "coast\n",
      "tourism\n",
      "struggles\n",
      "4270\n",
      "uswatte\n",
      "opens\n",
      "stateoftheart\n",
      "biscuit\n",
      "factory\n",
      "millaniya\n",
      "4271\n",
      "propertyguru\n",
      "asia\n",
      "property\n",
      "awards\n",
      "finalists\n",
      "announced\n",
      "4272\n",
      "colombo\n",
      "stocks\n",
      "a\n",
      "slumber\n",
      "finish\n",
      "week\n",
      "4273\n",
      "sec\n",
      "cse\n",
      "launch\n",
      "empow\n",
      "sme\n",
      "4274\n",
      "enterpris\n",
      "strengthen\n",
      "local\n",
      "entrepreneur\n",
      "presid\n",
      "4275\n",
      "develop\n",
      "bond\n",
      "issu\n",
      "oversubscrib\n",
      "year\n",
      "bid\n",
      "reject\n",
      "4276\n",
      "colombo\n",
      "stock\n",
      "exchang\n",
      "cse\n",
      "turnov\n",
      "start\n",
      "week\n",
      "embarrass\n",
      "level\n"
     ]
    }
   ],
   "source": [
    "import os, sys\n",
    "import sklearn\n",
    "from sklearn.datasets import load_files\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import nltk\n",
    "#stopwords = nltk.download('stopwords')\n",
    "nltk.download('punkt')\n",
    "\n",
    "from nltk.stem import PorterStemmer \n",
    "from nltk.tokenize import word_tokenize\n",
    "import re\n",
    "import nltk\n",
    "import string\n",
    "from nltk.corpus import stopwords\n",
    "from os.path import join as pjoin\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfTransformer\n",
    "from sklearn import tree\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn import svm\n",
    "from sklearn import neighbors\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "os.makedirs( './data/' );\n",
    "os.makedirs( './data/1/' );\n",
    "os.makedirs( './data/0/' );\n",
    "\n",
    "#load data\n",
    "df = pd.read_csv(\"prePCSV.csv\",encoding = 'latin1', names = ['date','title','2D-trend'])\n",
    "stop_words = []\n",
    "\n",
    "stop_words.extend([\"sri\",\"lanka\",\"to\",\"the\",\"of\",\"in\",\"for\",\"as\",\"and\",\"it\",\"may\",\"by\",\"from\",\"at\",\"on\",\"pct\"])\n",
    "#stop_words.append(\"lanka\")\n",
    "\n",
    "print(stop_words)\n",
    "\n",
    "ps = PorterStemmer()\n",
    "\n",
    "#pre-processing\n",
    "def clean_str(istring):\n",
    "    istring = re.sub(r\"\\n\", \"\", istring)    \n",
    "    istring = re.sub(r\"\\r\", \"\", istring) \n",
    "    istring = re.sub(r\"[0-9]\", \"\", istring)\n",
    "    istring = re.sub(r\"\\'\", \"\", istring)    \n",
    "    istring = re.sub(r\"\\\"\", \"\", istring)\n",
    "    istring = re.sub('['+string.punctuation+']', '', istring)\n",
    "    return istring.strip().lower()\n",
    "\n",
    "\n",
    "print(df.shape[0])\n",
    "for i in range(df.shape[0]):\n",
    "    name = str (i)+ \".txt\"  \n",
    "    print(i)    \n",
    "    if df.iloc[i,2] == '1':\n",
    "        path_to_file = \"./data/1/\" + name\n",
    "        FILE = open(path_to_file, \"w\")\n",
    "        df.iloc[i,1] = clean_str(df.iloc[i,1])\n",
    "        #print(df.iloc[i,1])\n",
    "        words = word_tokenize(df.iloc[i,1])\n",
    "        for w in words: \n",
    "            w = ps.stem(w)\n",
    "            if w not in stop_words:\n",
    "                #print(w)\n",
    "                #w = w.encode('utf-8').strip()\n",
    "                w = w.strip()\n",
    "                print(w)\n",
    "                FILE.write(\"%s \" %w)\n",
    "        FILE.close()\n",
    "    elif df.iloc[i,2] == '0':\n",
    "        path_to_file = \"./data/0/\" + name\n",
    "        FILE = open(path_to_file, \"w\")\n",
    "        df.iloc[i,1] = clean_str(df.iloc[i,1])\n",
    "        #print(df.iloc[i,1])\n",
    "        words = word_tokenize(df.iloc[i,1])\n",
    "        for w in words: \n",
    "            #w = ps.stem(w)\n",
    "            if w not in stop_words:\n",
    "                w = w.strip()\n",
    "                print(w)\n",
    "                FILE.write(\"%s \" %w)\n",
    "        FILE.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 2319)\n",
      "DecisionTreeClassifier\n",
      "0.8568755846585594\n",
      "[[442  87]\n",
      " [ 66 474]]\n",
      "[0.88578089 0.91142191 0.86682243 0.89252336 0.90632319 0.87822014\n",
      " 0.87587822 0.86651054 0.85245902 0.83138173]\n",
      "10CV Accuracy: 0.88 (+/- 0.05)\n",
      "NeighborsClassifier\n",
      "0.6735266604303087\n",
      "[[503  26]\n",
      " [323 217]]\n",
      "[0.69463869 0.68298368 0.6635514  0.6682243  0.71896956 0.67915691\n",
      " 0.71428571 0.6557377  0.72131148 0.70960187]\n",
      "10CV Accuracy: 0.69 (+/- 0.05)\n",
      "MultinomialNB\n",
      "0.9429373246024322\n",
      "[[481  48]\n",
      " [ 13 527]]\n",
      "[0.95571096 0.95804196 0.95327103 0.97663551 0.95081967 0.94613583\n",
      " 0.95550351 0.95316159 0.95784543 0.93676815]\n",
      "10CV Accuracy: 0.95 (+/- 0.02)\n",
      "SVM\n",
      "0.9354536950420954\n",
      "[[473  56]\n",
      " [ 13 527]]\n",
      "[0.94638695 0.96969697 0.93691589 0.96962617 0.94379391 0.94613583\n",
      " 0.96018735 0.93442623 0.93676815 0.93442623]\n",
      "10CV Accuracy: 0.95 (+/- 0.03)\n",
      "(2886, 2319)\n",
      "(2886,)\n",
      "[[[0. 0. 0. ... 0. 0. 0.]]\n",
      "\n",
      " [[0. 0. 0. ... 0. 0. 0.]]\n",
      "\n",
      " [[0. 0. 0. ... 0. 0. 0.]]\n",
      "\n",
      " ...\n",
      "\n",
      " [[0. 0. 0. ... 0. 0. 0.]]\n",
      "\n",
      " [[0. 0. 0. ... 0. 0. 0.]]\n",
      "\n",
      " [[0. 0. 0. ... 0. 0. 0.]]]\n",
      "(2886,)\n",
      "(2886, 1, 2319)\n",
      "Train on 2886 samples, validate on 321 samples\n",
      "Epoch 1/10\n",
      "2886/2886 [==============================] - 0s 135us/step - loss: 0.6412 - acc: 0.4933 - val_loss: 0.6539 - val_acc: 0.4916\n",
      "Epoch 2/10\n",
      "2886/2886 [==============================] - 0s 72us/step - loss: 0.6411 - acc: 0.4927 - val_loss: 0.6538 - val_acc: 0.4916\n",
      "Epoch 3/10\n",
      "2886/2886 [==============================] - 0s 73us/step - loss: 0.6413 - acc: 0.4919 - val_loss: 0.6538 - val_acc: 0.4916\n",
      "Epoch 4/10\n",
      "2886/2886 [==============================] - 0s 70us/step - loss: 0.6398 - acc: 0.4951 - val_loss: 0.6538 - val_acc: 0.4916\n",
      "Epoch 5/10\n",
      "2886/2886 [==============================] - 0s 87us/step - loss: 0.6415 - acc: 0.4933 - val_loss: 0.6538 - val_acc: 0.4916\n",
      "Epoch 6/10\n",
      "2886/2886 [==============================] - 0s 95us/step - loss: 0.6400 - acc: 0.4956 - val_loss: 0.6538 - val_acc: 0.4916\n",
      "Epoch 7/10\n",
      "2886/2886 [==============================] - 0s 103us/step - loss: 0.6404 - acc: 0.4941 - val_loss: 0.6538 - val_acc: 0.4916\n",
      "Epoch 8/10\n",
      "2886/2886 [==============================] - 0s 70us/step - loss: 0.6419 - acc: 0.4909 - val_loss: 0.6538 - val_acc: 0.4916\n",
      "Epoch 9/10\n",
      "2886/2886 [==============================] - 0s 81us/step - loss: 0.6417 - acc: 0.4917 - val_loss: 0.6538 - val_acc: 0.4916\n",
      "Epoch 10/10\n",
      "2886/2886 [==============================] - 0s 70us/step - loss: 0.6419 - acc: 0.4909 - val_loss: 0.6538 - val_acc: 0.4913\n"
     ]
    }
   ],
   "source": [
    "dir = r'./data'\n",
    "# loading all files as training data. \n",
    "text_data = load_files(dir, encoding = 'latin1', shuffle=True)\n",
    "# target names (\"classes\") are automatically generated from subfolder names\n",
    "\n",
    "# Initialize a CoutVectorizer to use NLTK's tokenizer instead of its \n",
    "# default one (which ignores punctuation and stopwords). \n",
    "# initialize data_vector object, and then turn movie train data into a vector\n",
    "data_vec = CountVectorizer(min_df=2, tokenizer=nltk.word_tokenize)  \n",
    "data_counts = data_vec.fit_transform(text_data.data)\n",
    "\n",
    "tfidf_transformer = TfidfTransformer()\n",
    "data_tfidf = tfidf_transformer.fit_transform(data_counts)\n",
    "# Same dimensions, now with tf-idf values instead of raw frequency count\n",
    "\n",
    "# 1    576\n",
    "# 0    576\n",
    "# Name: balance, dtype: int64\n",
    "\n",
    "#Uncomment below section to test with different classifiers and test accuracies\n",
    "\n",
    "docs_train, docs_test, y_train, y_test = train_test_split(data_tfidf, text_data.target, test_size = 0.25, random_state = 12)\n",
    "docs_train, docs_val, y_train, y_val = train_test_split(docs_train, y_train, test_size = 0.1, random_state = 12)\n",
    " \n",
    "print(docs_train[1].shape)\n",
    "\n",
    "\n",
    "print('DecisionTreeClassifier')\n",
    "clf = tree.DecisionTreeClassifier().fit(docs_train, y_train)\n",
    "y_pred = clf.predict(docs_test)\n",
    "print(sklearn.metrics.accuracy_score(y_test, y_pred))\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "print(cm)\n",
    "# 10 fold CV\n",
    "clf = tree.DecisionTreeClassifier()\n",
    "scores = cross_val_score(clf, data_tfidf, text_data.target, cv=10)\n",
    "print (scores) # Results for all the folds\n",
    "print (\"10CV Accuracy: %0.2f (+/- %0.2f)\" % (scores.mean(),scores.std()*2))\n",
    "\n",
    "\n",
    "print('NeighborsClassifier')\n",
    "clf = neighbors.KNeighborsClassifier(n_neighbors=1).fit(docs_train, y_train)\n",
    "y_pred = clf.predict(docs_test)\n",
    "print(sklearn.metrics.accuracy_score(y_test, y_pred))\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "print(cm)\n",
    "# 10 fold CV\n",
    "clf = neighbors.KNeighborsClassifier(n_neighbors=1) \n",
    "scores = cross_val_score(clf, data_tfidf, text_data.target, cv=10)\n",
    "print (scores) # Results for all the folds\n",
    "print (\"10CV Accuracy: %0.2f (+/- %0.2f)\" % (scores.mean(),scores.std()*2))\n",
    "\n",
    "\n",
    "print('MultinomialNB')\n",
    "clf = MultinomialNB().fit(docs_train, y_train)\n",
    "y_predNB = clf.predict(docs_test)\n",
    "print(sklearn.metrics.accuracy_score(y_test, y_predNB))\n",
    "cm = confusion_matrix(y_test, y_predNB)\n",
    "print(cm)\n",
    "# 10 fold CV\n",
    "clf = MultinomialNB()\n",
    "scores = cross_val_score(clf, data_tfidf, text_data.target, cv=10)\n",
    "print (scores) # Results for all the folds\n",
    "print (\"10CV Accuracy: %0.2f (+/- %0.2f)\" % (scores.mean(),scores.std()*2))\n",
    "\n",
    "\n",
    "print('SVM')\n",
    "clf = svm.SVC(kernel='linear', C=1,gamma=1).fit(docs_train, y_train)\n",
    "y_pred = clf.predict(docs_test)\n",
    "print(sklearn.metrics.accuracy_score(y_test, y_pred))\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "print(cm)\n",
    "# 10 fold CV\n",
    "clf = svm.SVC(kernel='linear', C=1,gamma=1)\n",
    "scores = cross_val_score(clf, data_tfidf, text_data.target, cv=10)\n",
    "print (scores) # Results for all the folds\n",
    "print (\"10CV Accuracy: %0.2f (+/- %0.2f)\" % (scores.mean(),scores.std()*2))\n",
    "\n",
    "# clf = svm.SVC(kernel='linear', C=1,gamma=1).fit(data_tfidf, text_data.target)\n",
    "# df_test = pd.read_csv(\"testsetwithoutlabels.csv\", names = ['heading','date','text'])\n",
    "\n",
    "\n",
    "from keras import models\n",
    "from keras import layers\n",
    "from keras.utils import to_categorical\n",
    "from keras import backend as K\n",
    "\n",
    "from keras.optimizers import SGD\n",
    "\n",
    "opt = SGD(lr=0.00000005)\n",
    "\n",
    "\n",
    "def root_mean_squared_error(y_true, y_pred):\n",
    "        return K.sqrt(K.mean(K.square(y_pred - y_true)))\n",
    "    \n",
    "print(docs_train.shape)\n",
    "\n",
    "docs_train = docs_train.toarray().reshape(2886,1,2319)\n",
    "docs_val = docs_val.toarray().reshape(321,1,2319)\n",
    "print(y_train.shape)\n",
    "#y_train = y_train.reshape(3275,1)\n",
    "print(docs_train)\n",
    "#for x in y_train:\n",
    "    #print(x)\n",
    "print(y_train.shape)\n",
    "print(docs_train.shape)\n",
    "\n",
    "from keras.regularizers import L1L2\n",
    "\n",
    "def custom_activation(x):\n",
    "    return x*100;\n",
    "\n",
    "network = models.Sequential()\n",
    "network.add(layers.Dense(units=10, activation=custom_activation, input_shape=(docs_train.shape[1],docs_train.shape[2],), bias_regularizer=L1L2(l1=0.01, l2=0.001)))\n",
    "#network.add(layers.Dense(64, activation=custom_activation))\n",
    "#network.add(layers.Dense(32, activation='relu'))\n",
    "#network.add(layers.Dense(10, activation=custom_activation))\n",
    "network.add(layers.Dense(1, activation='sigmoid'))\n",
    "\n",
    "network.compile(optimizer=opt,loss = root_mean_squared_error, metrics=['accuracy'])\n",
    "\n",
    "\n",
    "\n",
    "network.fit(docs_train, y_train, epochs=10,validation_data=(docs_val, y_val), batch_size=20)\n",
    "\n",
    "p_stock_price = network.predict(docs_test.toarray().reshape(1069,1, 2319), batch_size = 20)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    }
   ],
   "source": [
    "import numpy\n",
    "val = []\n",
    "for p in p_stock_price:\n",
    "    print(p)\n",
    "    if(p>0.9):\n",
    "        p = 1\n",
    "    else:\n",
    "        p = 0\n",
    "    val.append(p)\n",
    "    \n",
    "    \n",
    "#val.toarray().reshape(1223)\n",
    "arr = numpy.array(val) \n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 0 0 ... 1 0 0]\n",
      "Accuracy for trend prediction: 0.4667913938260056\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "print(arr)\n",
    "\n",
    "print(\"Accuracy for trend prediction:\", accuracy_score(y_test, arr))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   1\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "1   0\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "0   1\n",
      "1   1\n",
      "1   1\n",
      "1   0\n",
      "1   1\n",
      "0   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "1   0\n",
      "1   1\n",
      "1   0\n",
      "1   1\n",
      "1   1\n",
      "0   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   1\n",
      "0   1\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "0   1\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "0   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   1\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n",
      "1   1\n",
      "0   0\n",
      "0   0\n",
      "0   0\n"
     ]
    }
   ],
   "source": [
    "i = 0\n",
    "for p in y_test:\n",
    "    print(p, ' ', y_predNB[i])\n",
    "    i = i+1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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