Sentiment-Analysis-NaiveBayes.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import re\n",
    "import string"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dataset downloaded from: https://www.kaggle.com/ankurzing/sentiment-analysis-for-financial-news"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('sentiment_data/all-data.csv', encoding='latin-1', header=None, names=['sentiment', 'headline'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sentiment</th>\n",
       "      <th>headline</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>neutral</td>\n",
       "      <td>According to Gran , the company has no plans t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>neutral</td>\n",
       "      <td>Technopolis plans to develop in stages an area...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>negative</td>\n",
       "      <td>The international electronic industry company ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>positive</td>\n",
       "      <td>With the new production plant the company woul...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>positive</td>\n",
       "      <td>According to the company 's updated strategy f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4841</th>\n",
       "      <td>negative</td>\n",
       "      <td>LONDON MarketWatch -- Share prices ended lower...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4842</th>\n",
       "      <td>neutral</td>\n",
       "      <td>Rinkuskiai 's beer sales fell by 6.5 per cent ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4843</th>\n",
       "      <td>negative</td>\n",
       "      <td>Operating profit fell to EUR 35.4 mn from EUR ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4844</th>\n",
       "      <td>negative</td>\n",
       "      <td>Net sales of the Paper segment decreased to EU...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4845</th>\n",
       "      <td>negative</td>\n",
       "      <td>Sales in Finland decreased by 10.5 % in Januar...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4846 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sentiment                                           headline\n",
       "0      neutral  According to Gran , the company has no plans t...\n",
       "1      neutral  Technopolis plans to develop in stages an area...\n",
       "2     negative  The international electronic industry company ...\n",
       "3     positive  With the new production plant the company woul...\n",
       "4     positive  According to the company 's updated strategy f...\n",
       "...        ...                                                ...\n",
       "4841  negative  LONDON MarketWatch -- Share prices ended lower...\n",
       "4842   neutral  Rinkuskiai 's beer sales fell by 6.5 per cent ...\n",
       "4843  negative  Operating profit fell to EUR 35.4 mn from EUR ...\n",
       "4844  negative  Net sales of the Paper segment decreased to EU...\n",
       "4845  negative  Sales in Finland decreased by 10.5 % in Januar...\n",
       "\n",
       "[4846 rows x 2 columns]"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4846 entries, 0 to 4845\n",
      "Data columns (total 2 columns):\n",
      " #   Column     Non-Null Count  Dtype \n",
      "---  ------     --------------  ----- \n",
      " 0   sentiment  4846 non-null   object\n",
      " 1   headline   4846 non-null   object\n",
      "dtypes: object(2)\n",
      "memory usage: 75.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='sentiment', ylabel='count'>"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "sns.countplot(x=df.sentiment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess(df):\n",
    "    \n",
    "    # remove all punctuations from headline\n",
    "    df['processed'] = df.headline.apply(lambda x: x.translate(str.maketrans('', '', string.punctuation)))\n",
    "    \n",
    "    # remove single characters from headline\n",
    "    df.processed = df.processed.apply(lambda x: ' '.join([w for w in x.split() if len(w)>1]))\n",
    "    \n",
    "    # remove double spaces, convert to lower case\n",
    "    df.processed = df.processed.apply(lambda x: re.sub(' +', ' ', x).lower())\n",
    "    \n",
    "    # encode sentiment\n",
    "    df.sentiment = df.sentiment.apply(lambda x: 0 if x == 'negative' else (1 if x == 'neutral' else 2))\n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sentiment</th>\n",
       "      <th>headline</th>\n",
       "      <th>processed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>According to Gran , the company has no plans t...</td>\n",
       "      <td>according to gran the company has no plans to ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Technopolis plans to develop in stages an area...</td>\n",
       "      <td>technopolis plans to develop in stages an area...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>The international electronic industry company ...</td>\n",
       "      <td>the international electronic industry company ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>With the new production plant the company woul...</td>\n",
       "      <td>with the new production plant the company woul...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>According to the company 's updated strategy f...</td>\n",
       "      <td>according to the company updated strategy for ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4841</th>\n",
       "      <td>0</td>\n",
       "      <td>LONDON MarketWatch -- Share prices ended lower...</td>\n",
       "      <td>london marketwatch share prices ended lower in...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4842</th>\n",
       "      <td>1</td>\n",
       "      <td>Rinkuskiai 's beer sales fell by 6.5 per cent ...</td>\n",
       "      <td>rinkuskiai beer sales fell by 65 per cent to 4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4843</th>\n",
       "      <td>0</td>\n",
       "      <td>Operating profit fell to EUR 35.4 mn from EUR ...</td>\n",
       "      <td>operating profit fell to eur 354 mn from eur 6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4844</th>\n",
       "      <td>0</td>\n",
       "      <td>Net sales of the Paper segment decreased to EU...</td>\n",
       "      <td>net sales of the paper segment decreased to eu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4845</th>\n",
       "      <td>0</td>\n",
       "      <td>Sales in Finland decreased by 10.5 % in Januar...</td>\n",
       "      <td>sales in finland decreased by 105 in january w...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4846 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      sentiment                                           headline  \\\n",
       "0             1  According to Gran , the company has no plans t...   \n",
       "1             1  Technopolis plans to develop in stages an area...   \n",
       "2             0  The international electronic industry company ...   \n",
       "3             2  With the new production plant the company woul...   \n",
       "4             2  According to the company 's updated strategy f...   \n",
       "...         ...                                                ...   \n",
       "4841          0  LONDON MarketWatch -- Share prices ended lower...   \n",
       "4842          1  Rinkuskiai 's beer sales fell by 6.5 per cent ...   \n",
       "4843          0  Operating profit fell to EUR 35.4 mn from EUR ...   \n",
       "4844          0  Net sales of the Paper segment decreased to EU...   \n",
       "4845          0  Sales in Finland decreased by 10.5 % in Januar...   \n",
       "\n",
       "                                              processed  \n",
       "0     according to gran the company has no plans to ...  \n",
       "1     technopolis plans to develop in stages an area...  \n",
       "2     the international electronic industry company ...  \n",
       "3     with the new production plant the company woul...  \n",
       "4     according to the company updated strategy for ...  \n",
       "...                                                 ...  \n",
       "4841  london marketwatch share prices ended lower in...  \n",
       "4842  rinkuskiai beer sales fell by 65 per cent to 4...  \n",
       "4843  operating profit fell to eur 354 mn from eur 6...  \n",
       "4844  net sales of the paper segment decreased to eu...  \n",
       "4845  sales in finland decreased by 105 in january w...  \n",
       "\n",
       "[4846 rows x 3 columns]"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preprocess(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assume that numbers are meaningless because the sentiment analysis is incapable of directional awareness (price falling by 10% vs. price increasing by 10%)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.processed\n",
    "y = df.sentiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.15, random_state=101)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "CountVectorizer: performs tokenization, removing stop words, and other basic NLP\n",
    "\n",
    "TfidfTransformer: performs tfidf calculations\n",
    "\n",
    "GaussianNB: using Gaussian Naive Bayes because we have more than 2 classifications (positive, negative, neutral). If only two classifications, multinomial Naive Bayes would be better."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfTransformer\n",
    "from sklearn.naive_bayes import GaussianNB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'analyzed': 1636, 'kaupthing': 5336, 'bank': 1940, 'sweden': 8858, 'business': 2276, 'fits': 4179, 'alandsbanken': 1557, 'said': 7997, 'chief': 2508, 'executive': 3927, 'peter': 6956, 'wiklof': 9791, 'statement': 8622, 'electronic': 3527, 'versions': 9568, 'require': 7751, '2448': 599, 'hours': 4792, 'copy': 2883, 'customized': 2999, 'client': 2576, 'digital': 3218, 'controls': 2856, 'custom': 2995, 'watermarks': 9719, 'alexandria': 1568, 'va': 9490, 'june': 5261, 'michael': 6101, 'williams': 9792, 'newbury': 6403, 'park': 6812, 'calif': 2311, 'developed': 3183, 'network': 6394, 'device': 3189, 'finnish': 4153, 'waste': 9707, 'management': 5880, 'cleaning': 2567, 'group': 4532, 'lassila': 5530, 'tikanoja': 9118, 'oyj': 6758, 'lt': 5791, 'net': 6385, 'profit': 7292, 'went': 9765, '322': 750, 'mln': 6172, 'euro': 3861, '477': 952, '2007': 495, '353': 792, '523': 1011, '2006': 488, 'cost': 2904, 'savings': 8068, 'rise': 7866, '20': 472, 'eur': 3720, 'year': 9904, 'oko': 6588, 'beverage': 2043, 'company': 2689, 'olvi': 6601, 'listed': 5694, 'companies': 2688, 'finland': 4148, 'published': 7376, 'financial': 4131, 'result': 7807, 'second': 8143, 'quarter': 7427, '2009': 501, 'upmkymmene': 9436, 'world': 9846, 'leading': 5566, 'printing': 7247, 'paper': 6798, 'producers': 7277, 'production': 7281, '15': 300, 'countries': 2918, 'sales': 8009, 'covering': 2931, '170': 371, 'outotec': 6724, 'headquartered': 4652, 'espoo': 3690, 'provider': 7359, 'process': 7266, 'solutions': 8485, 'technologies': 8978, 'services': 8232, 'mining': 6148, 'metallurgical': 6072, 'industries': 4963, 'total': 9186, 'investment': 5123, 'vantaa': 9520, 'plant': 7043, 'extension': 3989, '10': 84, 'million': 6137, 'okmetic': 6587, 'share': 8264, 'investments': 5124, 'worth': 9854, '27': 662, 'stable': 8586, 'outlook': 6722, 'reflects': 7607, 'nokia': 6452, 'strong': 8711, 'market': 5933, 'position': 7134, 'global': 4457, 'mobile': 6185, 'handset': 4598, 'cash': 2384, 'flow': 4212, 'generation': 4416, 'conservative': 2787, 'balance': 1923, 'sheet': 8282, 'raab': 7442, 'westpac': 9770, 'issue': 5162, 'benchmark': 2017, '18': 395, 'month': 6230, 'frn': 4321, 'deal': 3053, 'euros': 3883, 'maker': 5861, 'corp': 2890, 'monday': 6218, 'announced': 1653, 'sale': 8008, 'wrapping': 9855, 'unit': 9402, 'walki': 9680, 'wisa': 9818, 'capman': 2349, 'concentrate': 2741, 'core': 2887, 'changes': 2477, 'today': 9152, 'effective': 3487, 'close': 2586, 'trading': 9218, 'friday': 4315, '19': 423, 'viking': 9598, 'line': 5673, 'forced': 4238, 'alter': 1596, 'timetable': 9129, 'ferries': 4085, 'traveling': 9246, 'stockholm': 8657, 'helsinki': 4690, 'depart': 3129, 'night': 6431, 'observed': 6543, 'current': 2989, 'stabilisation': 8583, 'prices': 7231, 'potential': 7152, 'higher': 4709, 'deliveries': 3108, '2011': 509, 'reuse': 7830, 'pet': 6954, 'bottles': 2170, 'steadily': 8638, 'increased': 4928, 'rate': 7488, 'use': 9466, 'strapping': 8683, 'tape': 8942, 'picked': 6998, 'dip': 3232, '2005': 486, 'petcore': 6955, 'previously': 7226, 'hand': 4584, 'sawmills': 8073, 'decreased': 3082, 'start': 8610, 'negotiations': 6377, 'relating': 7651, 'glaston': 4454, 'efficiency': 3492, 'program': 7296, 'october': 6555, 'wærtsilæ': 9889, 'solution': 8484, 'selected': 8184, 'low': 5775, 'fuel': 4333, 'consumption': 2822, 'environmentally': 3644, 'sound': 8497, 'technology': 8979, 'service': 8231, 'support': 8814, 'offshore': 6576, 'segment': 8167, 'represented': 7740, '43': 901, 'marine': 5928, 'engines': 3606, 'orders': 6673, 'julyseptember': 5257, '2010': 505, 'period': 6926, 'merchant': 6055, '33': 760, 'special': 8526, 'vessels': 9573, 'cruise': 2969, 'ferry': 4087, 'ship': 8294, 'design': 3156, 'respectively': 7785, 'district': 3285, 'judge': 5247, 'douglas': 3343, 'woodlock': 9832, 'yesterday': 9913, 'extended': 3985, 'jan': 5191, '17': 370, 'temporary': 9025, 'restraining': 7802, 'order': 6671, 'march': 5916, '388': 842, 'mn': 6182, 'income': 4922, 'based': 1964, 'calendar': 2308, 'combined': 2645, 'eur15': 3743, 'bn': 2116, 'pro': 7256, 'forma': 4253, 'annual': 1656, 'revenues': 7835, 'expected': 3948, 'operations': 6642, '60000': 1078, 'employees': 3568, 'elcoteq': 3517, 'se': 8128, 'europe': 3879, 'largest': 5525, 'contract': 2841, 'electronics': 3529, 'set': 8238, 'bangalore': 1937, 'association': 1803, 'avista': 1885, 'advisory': 1489, 'mumbai': 6292, 'delayed': 3099, 'estimated': 3701, 'completed': 2714, 'spring': 8569, 'extraordinary': 3999, 'general': 4410, 'meeting': 6029, 'place': 7033, 'later': 5533, 'february': 4065, 'ragutis': 7453, 'lithuania': 5701, 'secondlargest': 8147, 'city': 2551, 'kaunas': 5332, 'boosted': 2149, '223': 555, 'cent': 2435, '364': 807, 'liters': 5700, 'real': 7523, 'estate': 3699, 'interavanti': 5064, '22': 547, 'september': 8222, 'agreed': 1521, 'sell': 8189, '65': 1127, 'ownership': 6752, 'ticket': 9105, 'lippupiste': 5684, 'oy': 6757, 'cts': 2977, 'eventim': 3892, 'ag': 1509, '561': 1042, 'managing': 5884, 'director': 3238, 'ixonos': 5184, 'estimates': 3702, 'hire': 4732, 'specialists': 8531, 'mechanical': 6012, 'engineering': 3604, 'rd': 7508, 'new': 6401, 'jyvaeskylae': 5276, 'end': 3587, 'abroad': 1378, 'qualcomm': 7422, 'firstquarter': 4168, '46': 932, '50': 986, 'cents': 2446, 'excluding': 3921, 'certain': 2453, 'items': 5174, 'analyst': 1633, 'estimate': 3700, '61': 1089, 'operating': 6639, 'loss': 5763, '08': 70, '25': 614, '2004': 482, 'kershaw': 5360, 'takes': 8906, 'immediate': 4879, 'effect': 3486, 'previous': 7225, 'role': 7896, 'marketing': 5937, 'manager': 5881, 'sankey': 8035, 'home': 4759, 'garden': 4387, 'products': 7286, 'decision': 3069, 'issued': 5163, 'existing': 3937, 'treasury': 9248, 'shares': 8271, 'ya': 9896, 'gallerix': 4376, 'accumulated': 1407, 'sek': 8176, 'denominated': 3125, '11': 148, 'social': 8464, 'plan': 7038, 'turnaround': 9307, 'ensure': 3616, 'salomon': 8013, 'future': 4365, 'competitiveness': 2708, 'make': 5860, 'available': 1875, 'following': 4227, 'brandnew': 2188, 'analyses': 1631, 'cement': 2433, 'uk': 9353, 'poland': 7097, 'belgium': 2010, 'clear': 2568, 'overview': 6745, 'actual': 1441, 'situation': 8386, 'industry': 4964, 'european': 3880, 'note': 6499, 'clients': 2578, 'dutch': 3396, 'broker': 2233, 'described': 3155, 'results': 7810, 'soft': 8468, 'noted': 6500, 'retained': 7818, 'guidance': 4551, 'dealers': 3055, 'growth': 4540, 'paying': 6871, 'national': 6345, 'debt': 3060, 'extremely': 4000, 'painful': 6777, 'value': 9512, 'eur1': 3723, 'poyry': 7168, 'provides': 7361, 'consulting': 2818, 'energy': 3598, 'forestry': 4248, 'infrastructure': 4976, 'environment': 3642, 'sectors': 8154, 'lemcon': 5601, 'signed': 8337, 'cooperation': 2875, 'agreement': 1523, 'kaluga': 5299, 'regional': 7623, 'administration': 1470, 'november': 6510, 'project': 7305, 'basic': 1967, 'quality': 7425, 'assurance': 1809, 'forest': 4245, 'consolidated': 2799, 'southern': 8507, 'amounted': 1623, 'compared': 2694, '39': 844, 'earlier': 3429, 'payment': 6872, 'april': 1718, '230': 565, 'loans': 5722, 'institutions': 5034, 'aims': 1540, 'maintain': 5852, 'trend': 9257, 'profitability': 7293, 'job': 5220, 'losses': 5764, 'related': 7649, 'reductions': 7591, 'report': 7728, 'goes': 4469, 'provide': 7357, 'detailed': 3170, 'profiles': 7290, 'specialty': 8536, 'chemicals': 2502, 'brief': 2213, 'major': 5858, 'players': 7060, 'textile': 9061, 'clothing': 2594, 'marimekko': 5925, 'hel': 4679, 'mmo1v': 6179, 'opening': 6633, 'concept': 2744, 'store': 8670, 'seoul': 8208, 'japanese': 5203, 'sector': 8153, 'player': 7059, 'look': 5755, 'tyo': 9330, '8029': 1238, 'improved': 4901, '167': 363, '77': 1214, 'raute': 7501, 'won': 9827, 'supply': 8812, 'plywood': 7078, 'lines': 5675, 'mills': 6138, 'operated': 6637, 'russian': 7967, 'wood': 9830, 'sveza': 8851, 'country': 2919, 'germany': 4433, 'constructionreal': 2811, 'machineryengineering': 5829, 'target': 8950, 'caverion': 2409, 'gmbh': 4463, 'buyer': 2284, 'yit': 9918, 'size': 8393, 'usd': 9453, '903': 1303, 'type': 9331, 'corporate': 2891, 'acquisition': 1420, 'status': 8632, 'totalled': 9189, '04': 43, 'negative': 6372, '155': 320, 'half': 4571, '2008': 498, 'includes': 4918, 'log': 5737, 'handling': 4594, 'peeling': 6893, 'drying': 3381, 'parquet': 6818, 'base': 1962, 'layer': 5552, 'veneer': 9557, 'plyfa': 7076, 'hassela': 4632, 'central': 2439, 'continued': 2837, 'china': 2514, 'revised': 7838, 'book': 2139, 'russia': 7966, 'wants': 9690, 'utilise': 9479, 'huge': 4803, 'reserves': 7763, 'different': 3210, 'way': 9725, 'far': 4039, 'ogden': 6580, 'reportedly': 7731, 'shell': 8286, '42': 893, 'depends': 3133, 'financing': 4134, 'rose': 7916, '267': 654, '149': 298, 'corresponding': 2897, '12month': 226, 'eur4': 3799, 'eur26': 3773, 'autumn': 1873, 'plans': 7042, 'expand': 3940, 'st': 8581, 'petersburg': 6957, 'moscow': 6246, 'launch': 5543, 'yekaterinburg': 9911, 'flying': 4217, 'times': 9128, 'week': 9745, 'gross': 4528, 'written': 9859, 'premiums': 7197, 'eur152': 3745, '915': 1309, '2000': 474, 'ratio': 7492, '133': 241, '175': 383, 'staff': 8590, 'offices': 6572, 'benelux': 2025, 'according': 1400, 'neomarkka': 6382, 'kuitu': 5466, 'customers': 2997, 'interested': 5072, 'buying': 2285, 'restarts': 7798, 'halonen': 4575, 'office': 6570, 'acknowledged': 1413, 'receiving': 7547, 'letter': 5618, 'declined': 3076, 'comment': 2657, 'implementation': 4888, 'important': 4895, 'operator': 6645, 'fixedtomobile': 4187, 'convergence': 2860, 'brazil': 2193, 'capacity': 2343, 'ease': 3438, 'seikku': 8172, 'sawmill': 8072, 'pori': 7120, 'alholma': 1571, 'pietarsaari': 7003, '60': 1075, 'people': 6916, 'laid': 5501, 'weeks': 9749, 'starting': 8612, 'midmay': 6114, 'terms': 9043, 'power': 7160, 'fortum': 4265, 'produced': 7275, '393': 848, 'twh': 9323, 'electricity': 3525, 'months': 6232, '380': 831, 'figures': 4109, 'released': 7658, 'latest': 5534, 'did': 3203, 'distribute': 3278, 'dividend': 3295, 'sanoma': 8037, 'magazines': 5837, 'expects': 3950, 'level': 5619, 'recruitment': 7572, 'relocation': 7667, 'stora': 8668, 'enso': 3615, 'research': 7758, 'karlstad': 5317, 'nordea': 6479, 'large': 5522, 'vast': 9536, 'experience': 3955, 'nordic': 6480, 'credit': 2952, 'card': 2357, 'swot': 8868, 'analysis': 1632, 'just': 5265, 'method': 6077, 'categorization': 2400, 'weaknesses': 9734, 'honkarakenne': 4772, 'specialises': 8528, 'building': 2256, 'houses': 4796, 'planning': 7041, 'pine': 7012, 'karelia': 5310, 'layoffs': 5556, 'etteplan': 3712, 'reported': 7730, 'turnover': 9312, 'eur125': 3736, 'construction': 2810, 'yty1v': 9930, 'german': 4432, 'facility': 4013, 'systems': 8886, 'firm': 4164, 'eur73m': 3845, 'usd90': 9465, 'totaled': 9187, '55': 1033, '07': 66, 'geosentric': 4430, 'flagship': 4192, 'product': 7280, 'gypsii': 4561, 'platform': 7053, 'uses': 9472, 'pioneering': 7015, 'geolocation': 4428, 'software': 8470, 'connect': 2775, 'places': 7036, 'exciting': 3920, 'community': 2685, 'locationspecific': 5731, 'employment': 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'152000': 312, '845000': 1261, 'carry': 2377, 'right': 7854, 'shareholder': 8266, 'rights': 7856, 'accordance': 1399, 'conditions': 2756, 'alma': 1587, 'media': 6018, 'option': 6660, 'subscription': 8743, 'price': 7228, '2006a': 491, '488': 967, 'countervalue': 2916, '060': 60, 'manufacturer': 5903, 'scanfil': 8087, 'reports': 7734, '2412': 594, '3216': 749, 'earnings': 3434, 'yearonyear': 9909, '033': 38, 'versus': 9569, '027': 31, 'expectations': 3947, '028': 32, 'comments': 2660, 'notably': 6498, 'lower': 5778, 'especially': 3689, 'tekla': 8994, '3d': 858, 'focus': 4219, 'information': 4972, 'modelling': 6193, 'steel': 8643, 'concrete': 2753, 'structures': 8717, 'property': 7327, 'investor': 5125, 'sponda': 8558, '100': 85, 'fiveyear': 4183, 'swedbank': 8857, 'sevenyear': 8250, 'rautaruukki': 7500, 'rtrks': 7945, 'ruukki': 7969, 'contracted': 2842, '49': 968, '682': 1153, '229': 562, 'ago': 1520, 'adp': 1476, 'news': 6412, 'feb': 4064, 'printed': 7246, 'circuit': 2540, 'board': 2120, 'pcb': 6880, 'aspocomp': 1789, 'acg1v': 1408, 'swung': 8869, '300000': 713, '385000': 838, '653': 1131, 'januaryseptember': 5201, '1124': 161, '743': 1198, 'details': 3171, 'nt': 6515, 'disclosed': 3249, 'totals': 9191, 'eur3': 3781, 'affect': 1495, 'executed': 3924, 'fair': 4025, '4g': 981, 'allows': 1582, 'broadband': 2226, 'speeds': 8544, '3g': 859, 'jussi': 5264, 'pesonen': 6952, 'member': 6044, 'sampo': 8022, 'renounce': 7695, 'seat': 8138, 'cut': 3001, 'bring': 2215, 'outdoors': 6718, 'birchbranch': 2083, 'coasters': 2604, 'banking': 1943, 'eps': 3652, '26': 641, 'acquired': 1416, 'main': 5847, 'asset': 1794, 'authentication': 1855, 'branded': 2187, 'tectia': 8990, 'mobileid': 6186, 'web': 9736, 'email': 3549, 'sslvpn': 8580, 'ms': 6270, 'sharepoint': 8270, 'secure': 8155, 'applications': 1699, 'resources': 7780, 'strategy': 8686, 'operate': 6636, 'partner': 6835, 'industrial': 4958, 'report26': 7729, '2006metso': 493, 'corporation': 2892, 'wins': 9808, 'eur50m': 3816, 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'manhattan': 5893, 'flatiron': 4195, 'toy': 9204, '200': 473, 'fifth': 4105, 'avenue': 1880, 'address': 1459, 'location': 5728, 'local': 5723, 'controller': 2854, 'preferably': 7188, 'wireless': 9815, 'transmission': 9238, 'access': 1391, 'appliance': 1695, 'control': 2852, 'module': 6205, 'gunneflo': 4557, 'responsible': 7792, 'pharmaceutical': 6970, 'trade': 9211, '72': 1179, 'evraz': 3903, 'owned': 6748, 'lanebrook': 5513, 'beneficiaries': 2021, 'millhouse': 6135, 'holding': 4752, 'assets': 1795, 'billionaire': 2063, 'roman': 7902, 'abramovich': 1377, 'partners': 6837, 'executives': 3928, 'alexander': 1567, 'abramov': 1376, 'frolov': 4323, 'anticipates': 1667, 'surpass': 8830, '671': 1144, 'kari': 5314, 'inkinen': 4999, 'says': 8077, 'leasing': 5580, 'highly': 4719, 'favourably': 4054, 'maximum': 5983, 'terminations': 9042, '40': 867, 'added': 1453, 'rinkuskiai': 7865, 'beer': 1995, 'fell': 4079, '416': 890, 'litres': 5703, 'kauno': 5334, 'alus': 1609, 'jumped': 5258, '69': 1160, 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'remain': 7669, 'longer': 5750, 'term': 9036, 'scale': 8082, 'hold': 4749, 'newfound': 6407, 'margin': 5921, 'improvements': 4903, 'wrote': 9860, 'foodservice': 4234, 'goods': 4478, 'served': 8227, '13000': 232, 'savon': 8069, 'koulutuskuntayhtyma': 5440, 'awarded': 1888, 'specialist': 8530, 'agricultural': 1526, 'vaisala': 9502, 'successful': 8759, 'develops': 3188, 'manufactures': 5905, 'measurement': 6007, 'usa': 9450, 'spain': 8517, 'italy': 5171, 'norway': 6496, 'switzerland': 8866, 'czech': 3017, 'republic': 7744, 'serbia': 8224, 'canada': 2327, 'ukraine': 9357, 'portugal': 7130, 'denmark': 3124, 'ireland': 5146, 'korea': 5427, 'liechtenstein': 5638, 'expansion': 3945, 'delivered': 3107, 'fourth': 4283, 'high': 4707, 'safety': 7993, 'implementing': 4890, 'army': 1744, 'unify': 9395, 'qpr': 7418, 'stated': 8619, 'shuweihat': 8326, 'desalination': 3153, 'contractors': 2845, '25mn': 640, '63mn': 1118, 'maggie': 5838, 'ramsey': 7470, 'wait': 9674, 'thousands': 9095, 'oregon': 6675, 'washington': 9706, 'guides': 4554, 'anglers': 1647, 'flock': 4205, 'frequent': 4313, 'seminars': 8196, 'nearly': 6364, 'euro742': 3874, '964': 1340, 'euro735': 3873, 'professional': 7287, 'navigation': 6354, 'field': 4102, 'workflow': 9840, 'tracking': 9210, 'climate': 2580, 'celebrates': 2424, 'fiftieth': 4106, 'anniversary': 1651, 'exporting': 3977, 'distinctive': 3275, 'detached': 3169, 'homes': 4764, 'decades': 3064, '16122010': 345, 'repurchase': 7746, '486969': 965, 'repurchased': 7747, 'trained': 9226, 'paintshop': 6781, 'assistants': 1799, 'talvivaara': 8924, 'lse': 5790, 'talv': 8923, 'nickel': 6427, 'metals': 6073, 'recovery': 7569, 'repo': 7727, 'gradually': 4498, 'reach': 7509, 'orange': 6665, '278': 677, '551': 1035, 'create': 2945, 'fourthlargest': 4284, 'att': 1820, 'verizon': 9565, 'ntt': 6518, 'japan': 5202, 'engaged': 3600, 'associated': 1801, 'eur53m': 3818, 'plots': 7069, 'atria': 1819, 'dismissal': 3263, 'roger': 7893, 'talermo': 8910, 'headed': 4649, 'likely': 5662, 'flat': 4194, 'analysts': 1634, 'correspond': 2896, 'forecasts': 4242, 'telecomworldwire7': 9009, '2006tj': 494, 'sells': 8193, 'morning': 6239, 'tj': 9142, 'selling': 8191, 'edita': 3475, 'stricter': 8704, 'limits': 5668, 'shortterm': 8317, 'carbon': 2356, 'dioxide': 3231, 'cider': 2533, 'bottle': 2168, 'difficult': 3213, 'costly': 2910, 'cell': 2425, 'towers': 9202, 'thinly': 9085, 'populated': 7118, 'balloons': 1928, 'lundbeck': 5807, 'worldwide': 9848, 'nalmefene': 6331, 'mexico': 6092, 'turkey': 9302, 'southkorea': 8509, 'scandinavian': 8086, 'meat': 6010, 'supposed': 8818, 'tomsk': 9164, 'eur41m': 3804, 'eur30m': 3784, 'enjoy': 3612, 'games': 4382, 'experimenting': 3958, 'content': 2830, 'bochum': 2126, 'ulm': 9359, 'dusseldorf': 3395, 'munich': 6293, 'frankfurt': 4299, '246': 605, 'know': 5404, 'sek90m': 8181, 'usd12': 9456, 'meur8': 6090, 'warmly': 9694, 'welcome': 9753, 'court': 2924, 'union': 9399, 'action': 1427, 'repairs': 7713, 'federal': 4066, 'courthouse': 2925, 'saltonstall': 8018, 'makes': 5863, 'strategic': 8684, 'sense': 8202, 'db': 3048, 'lindsey': 5672, 'liddell': 5635, 'fitch': 4177, 'ratings': 7491, 'aldata': 1563, '1100': 150, '95000': 1331, '2003a': 481, 'cymed': 3016, '120': 191, 'eur16m': 3753, 'acquiring': 1419, 'extra': 3995, 'issuing': 5166, '220000': 550, 'bond': 2136, '880000': 1287, 'fi': 4093, 'keyword': 5368, 'advertising': 1486, 'microsoft': 6105, 'prerequisite': 7206, 'inclusion': 4920, 'receipt': 7543, 'gains': 4373, 'determined': 3176, 'advance': 1479, 'martela': 5950, 'recycled': 7576, 'furniture': 4361, 'skogster': 8412, 'currently': 2990, 'serves': 8230, 'abb': 1365, 'modules': 6206, 'voltage': 9641, 'drives': 3372, 'suomussalmi': 8792, 'kuhmo': 5465, 'plants': 7045, 'codetermination': 2617, 'held': 4682, '59': 1069, 'thanks': 9067, 'wide': 9782, 'great': 4514, 'indian': 4944, 'tells': 9021, 'juhani': 5251, 'hanninen': 4605, '90': 1296, '363': 806, 'inge': 4980, 'larsen': 5527, 'cfo': 2460, '29045': 692, '050': 55, 'tele2': 9002, 'affarsvarlden': 1494, 'gave': 4400, '142': 276, 'crowns': 2966, '2354': 582, '1519': 309, 'divestment': 3290, 'raisio': 7461, 'margarine': 5920, 'clearer': 2569, 'grainbased': 4500, 'gmo': 4464, 'soy': 8511, 'nongmo': 6462, 'oxygen': 6755, 'strengthens': 8700, 'goal': 4467, 'segments': 8168, 'continuation': 2835, 'theagreement': 9068, 'lemminkainen': 5604, 'cramo': 2940, 'fleet': 4196, 'oflemminkainen': 6579, 'talo': 8920, 'ita': 5168, 'ja': 5185, 'pohjois': 7090, 'suomo': 8791, 'asimilar': 1777, 'tatu': 8960, 'hauhio': 4637, 'ofcramo': 6563, 'tps1vsaid': 9205, 'invest': 5115, 'eur22': 3765, 'phase': 6977, 'juha': 5250, 'haapakoski': 4565, 'editorinchief': 3477, 'budget': 2252, 'mentioned': 6050, 'suggest': 8766, 'monthly': 6231, 'salary': 8006, '1400': 265, 'paid': 6774, 'outside': 6730, 'think': 9084, 'omxn40': 6608, 'stocks': 8660, '129': 222, '108447': 140, 'india': 4942, 'mnc': 6183, 'sought': 8496, 'topic': 9175, 'spark': 8520, 'approaches': 1709, 'creativity': 2950, 'emerging': 3554, 'kci': 5344, 'konecranes': 5421, 'hot': 4788, 'ladle': 5495, 'bhushan': 2046, 'strips': 8708, 'date': 3041, 'establish': 3694, 'respect': 7782, 'discussions': 3259, 'kai': 5287, 'telanne': 8999, 'supported': 8815, 'phones': 6988, 'n96': 6327, 'n958gb': 6326, 'n95': 6325, 'n93n931': 6324, 'n92': 6323, 'n85': 6322, 'n82': 6321, 'n81': 6320, 'n80': 6319, 'n79': 6317, 'n78': 6316, 'n77': 6315, 'n76': 6314, 'n75': 6313, 'n73': 6312, 'n72': 6311, 'n71': 6310, 'e90': 3424, 'e71': 3422, 'e70': 3421, 'e66': 3419, 'e65': 3417, 'e62': 3415, 'e61e61i': 3414, 'e60': 3413, 'e51': 3412, 'e50': 3411, 'xpress': 9895, '5800': 1065, '6220': 1105, 'classic': 2564, '6210': 1103, 'navigator': 6355, '6120': 1092, '6110': 1090, '5700': 1052, '5500': 1034, '5320xm': 1021, '76': 1209, 'recruited': 7571, 'complement': 2711, 'locations': 5730, 'generated': 4413, '15500': 321, 'bed': 1992, 'worrying': 9852, 'neste': 6384, 'refining': 7603, 'operation': 6640, 'essential': 3693, 'vtb24': 9660, 'mortgage': 6243, '1113': 158, 'annum': 1659, 'rubles': 7948, 'hotels': 4790, 'restaurants': 7800, 'wholesalers': 9779, 'retailers': 7815, 'at8': 1814, '45': 924, 'esl': 3687, 'raw': 7502, 'materials': 5968, 'sea': 8129, 'systeemitiimi': 8884, 'strengthened': 8698, 'paul': 6862, 'skogberg': 8411, 'stonesoft': 8664, 'sft1v': 8254, 'innovative': 5007, 'integrated': 5045, 'organizations': 6681, 'privacy': 7250, 'developer': 3184, 'preliminary': 7191, 'stonegate': 8663, 'auburn': 1835, 'cad': 2297, '41': 883, '150': 301, 'fund': 4354, 'invested': 5116, 'metropolitan': 6083, 'altogether': 1603, 'subjects': 8735, 'mildly': 6131, 'elevated': 3537, 'cholesterol': 2520, 'levels': 5620, 'fourmonth': 4282, 'intervention': 5095, 'attract': 1829, 'schwalm': 8108, 'outoteccom': 6725, 'eila': 3510, 'paatela': 6763, '529': 1015, '817198': 1247, 'oct': 6554, 'hansotto': 4610, 'scheck': 8096, 'identifying': 4848, 'remote': 7677, 'radio': 7449, 'communication': 2682, 'flexible': 4199, 'loading': 5720, 'advantages': 1482, 'chf': 2504, 'steek': 8642, '2002': 479, 'bordeaux': 2153, 'southwestern': 8510, 'admits': 1473, 'relatively': 7655, 'short': 8313, 'ilkka': 4865, 'sihvo': 8344, 'conjunction': 2774, 'succeeded': 8756, '1397': 262, '1138': 168, 'spread': 8568, 'iran': 5144, 'iraq': 5145, 'innovational': 5005, 'centers': 2437, 'united': 9404, 'focusing': 4222, 'kinds': 5390, 'activity': 1438, 'beginner': 1998, 'spectrum': 8540, 'itunesbased': 5179, 'accessible': 1392, 'windowsbased': 9803, 'macintosh': 5831, 'computers': 2739, 'transferable': 9234, 'portable': 7122, 'apple': 1693, 'ipods': 5139, 'follows': 4229, 'polish': 7103, 'competition': 2705, 'authorities': 1859, 'lem1s': 5599, 'toolonlahti': 9173, 'downtown': 3351, 'disclosing': 3250, 'commerce': 2661, 'worsethanexpected': 9853, 'spending': 8546, 'hit': 4737, 'signs': 8343, 'improvement': 4902, 'seen': 8165, 'enters': 3624, 'force': 4237, 'continues': 2838, 'dow': 3346, 'jones': 5230, 'sustainability': 8840, 'indexes': 4940, 'djsi': 3300, 'stoxx': 8677, 'vdw': 9542, 'lxe': 5813, 'enhances': 3610, 'productivity': 7285, 'enabling': 3583, 'single': 8369, 'perform': 6922, 'voice': 9632, 'scanning': 8090, 'keyboard': 5364, 'functions': 4353, 'eriikka': 3674, 'derstr': 3152, 'positions': 7137, 'finance': 4127, 'acting': 1426, 'having': 4641, 'siemens': 8329, 'diluted': 3223, '078': 69, '176': 386, 'penttila': 6914, 'appointed': 1704, 'highpower': 4721, 'seismic': 8174, 'compressors': 2731, 'familiar': 4032, 'blue': 2108, 'white': 9774, 'seal': 8130, 'authentic': 1854, 'easier': 3439, 'users': 9471, 'explore': 3969, 'handsets': 4599, 'bringing': 2216, 'internet': 5089, 'wider': 9785, 'mid': 6106, 'lowend': 5777, 'kallasvuo': 5293, 'le': 5561, 'coq': 2886, '413': 886, 'rival': 7872, 'saku': 8003, '321': 748, '2015': 515, '1bn': 471, '34000': 778, 'run': 7958, 'underground': 9378, 'comprise': 2732, 'stations': 8629, 'stages': 8593, 'test': 9051, 'elektrobit': 3532, 'automation': 1868, 'mainly': 5849, 'typically': 9335, 'interference': 5078, 'noise': 6448, 'predefined': 7181, 'considering': 2792, 'struggling': 8719, 'lowcost': 5776, 'representatives': 7739, 'regarding': 7618, '05': 54, 'initial': 4989, '1744900': 382, 'final': 4123, 'award': 1887, 'antniemi': 1669, 'refuted': 7614, 'turun': 9315, 'sanomat': 8038, 'reorganizing': 7711, 'suomen': 8788, 'paikallissanomat': 6776, 'publishes': 7378, 'newspapers': 6414, 'strengthen': 8697, 'achieved': 1410, 'ems': 3576, 'coupled': 2921, 'consistent': 2795, 'processes': 7268, 'ingredients': 4985, 'merging': 6062, 'free': 4302, 'sheets': 8284, '402': 875, '232': 571, '107': 134, 'vijver': 9597, 'belgian': 2009, 'weekly': 9748, 'humo': 4811, 'saa1v': 7979, '2bn': 704, 'fsecure': 4328, 'providers': 7360, 'wellbeing': 9757, 'survey': 8835, 'poser': 7133, 'impress': 4898, 'contractor': 2844, 'airports': 1547, 'factories': 4018, 'parts': 6840, 'kalmar': 5296, '5year': 1074, 'rough': 7923, 'terrain': 9045, 'container': 2827, 'handler': 4590, 'rtch': 7943, 'myspacecom': 6308, 'display': 3265, 'submissions': 8736, 'expanded': 3942, 'emmy': 3561, 'awards': 1889, 'effort': 3495, 'identify': 4847, 'aspiring': 1787, 'artists': 1763, 'trying': 9282, 'slavery': 8420, 'perspective': 6946, 'story': 8676, 'deramus': 3146, 'writer': 9857, 'detroit': 3178, 'blocking': 2103, 'northwestern': 6494, 'tgk1': 9063, 'taloustutkimus': 8922, 'shows': 8323, 'badly': 1910, 'prepared': 7201, 'losing': 5762, 'pekkarinen': 6898, 'layoff': 5555, 'cybercom': 3013, 'hightech': 4725, 'consultancy': 2815, 'endtoend': 3593, 'tools': 9174, 'specifically': 8538, 'needs': 6370, 'ict': 4837, 'mind': 6139, 'ethanol': 3709, 'barley': 1955, 'shape': 8263, 'bunge': 2267, 'leverage': 5621, 'matti': 5976, 'rihko': 7858, 'milestone': 6133, 'benefon': 2024, 'helping': 4687, 'critical': 2958, 'usp': 9476, 'roadmap': 7879, 'commented': 2658, 'simon': 8357, 'button': 2282, 'officer': 6571, 'barclays': 1950, 'barc': 1948, 'nyse': 6535, 'bcs': 1982, 'agricole': 1525, 'sa': 7978, 'epa': 3650, 'aca': 1383, 'cagr': 2300, 'statutory': 8633, 'headquarters': 4653, 'huhtamaki': 4805, 'organic': 6677, 'rapala': 7484, 'tournament': 9199, 'fishing': 4174, 'titles': 9140, 'holidays': 4756, 'bargainpriced': 1953, 'smaller': 8441, 'audience': 1838, 'bypasses': 2290, 'tallinn': 8915, 'kotka': 5439, 'eur2m': 3780, 'recognize': 7557, 'topped': 9178, 'consensus': 2784, '021': 28, 'distributions': 3282, 'funds': 4358, 'tomorrow': 9163, 'decisions': 3071, 'quickly': 7435, 'possible': 7141, 'helsingin': 4689, 'uutiset': 9486, 'vantaan': 9521, 'lansivayla': 5518, 'processguide': 7269, 'centralized': 2441, 'standalone': 8600, 'desktop': 3165, 'version': 9567, 'srv': 8577, 'build': 2254, 'aqua': 1723, 'wellness': 9762, 'multifunctional': 6278, 'navteq': 6357, 'commanding': 2654, 'lead': 5562, 'map': 5908, 'american': 1617, 'leader': 5563, 'turnbyturn': 9308, 'offered': 6566, 'onstar': 6626, 'phil': 6979, 'magney': 5842, 'telematics': 9011, 'minnetonka': 6155, 'minn': 6153, 'ciders': 2534, 'strawberryrhubarb': 8687, 'applepear': 1694, 'green': 4517, 'plumbing': 7071, 'sponsoring': 8559, 'darts': 3035, 'dairy': 3022, 'edible': 3474, 'fats': 4048, 'readymeal': 7521, 'icecream': 4833, 'multinational': 6282, 'nonprofit': 6465, 'interbank': 5066, 'camara': 2320, 'interbancaria': 5065, 'pagamentos': 6772, 'cip': 2538, 'integration': 5047, 'sterling': 8649, 'certification': 2455, 'voluntary': 9644, 'aimed': 1538, 'promoting': 7319, 'forests': 4249, 'objective': 6538, 'achieve': 1409, 'head': 4646, 'human': 4808, 'nsn': 6512, 'varpaisj': 9530, 'rvi': 7973, 'stopped': 8667, 'beginning': 1999, 'weather': 9735, 'detector': 3174, 'visibility': 9616, 'km': 5401, 'precipitation': 7177, 'intensity': 5056, 'entitled': 3632, 'vote': 9652, 'symbian': 8871, 'indication': 4947, 'handoff': 4595, 'narrows': 6339, '9mo': 1355, 'hardware': 4622, 'ebg1v': 3451, 'eb': 3449, 'eur35': 3790, 'boomeranger': 2147, 'boat': 2123, 'customised': 2998, 'rigid': 7857, 'inflatable': 4968, 'rib': 7848, 'electrical': 3523, 'components': 2725, 'salcomp': 8007, 'sal1v': 8004, 'twist': 9325, 'charger': 2485, 'affectogenimap': 1499, 'halved': 4577, 'music': 6299, 'television': 9016, 'imaging': 4874, 'mobility': 6189, 'sat': 8051, 'sewed': 8251, 'jouko': 5235, 'karvinen': 5321, 'tariff': 8954, 'hikes': 4728, 'threat': 9096, 'employing': 3572, '6400': 1121, '620': 1100, '8232': 1252, '1870': 416, '2541': 629, '102': 105, '9019': 1301, '12257': 203, 'ac': 1382, 'cxe': 3011, 'amplifier': 1626, 'dinh': 3227, '386530': 840, 'annulled': 1658, 'tweeple': 9321, 'cautious': 2408, 'clicking': 2574, 'urls': 9447, 'tinyurls': 9133, 'dropped': 3375, 'eur30': 3782, 'eur38': 3793, 'responded': 7787, 'challenge': 2467, 'posed': 7132, 'biofuels': 2071, 'accounting': 1405, '58': 1064, 'usage': 9451, 'diesel': 3206, 'renewables': 7689, 'federation': 4067, 'e7': 3420, 'smartphone': 8443, 'rs35': 7939, 'vicepresident': 9581, 'shivakumar': 8303, 'told': 9156, 'renewed': 7691, 'fujitsu': 4337, 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'gateway': 4398, '1200': 192, '10mn': 145, '1297': 224, 'deployment': 3135, '75': 1201, 'population': 7119, 'workday': 9836, 'purchases': 7389, 'divided': 3294, 'ingredient': 4984, 'groups': 4534, 'contain': 2825, 'nutritional': 6526, 'generate': 4412, '132': 239, 'offtake': 6577, 'cameco': 2322, 'upfront': 9428, 'uranium': 9442, 'extraction': 3998, 'id': 4839, 'code': 2615, 'petri': 6963, 'ailus': 1536, 'born': 2157, '1591966': 332, 'isto': 5167, 'hantila': 4611, '591': 1070, '8342': 1258, '98': 1345, '350000': 789, 'user': 9468, 'clicks': 2575, 'contained': 2826, 'mail': 5846, 'finds': 4139, 'bogus': 2130, 'imitates': 4878, 'retrieves': 7823, 'persons': 6945, 'needed': 6369, 'dso1v': 3382, 'interrupted': 5092, 'refiner': 7600, 'peer': 6894, 'peugeot': 6966, '081': 72, '95': 1329, 'trainers': 9228, 'house': 4793, 'attributed': 1831, 'opportunity': 6652, 'keyin': 5365, 'invoices': 5131, 'electronically': 3528, 'send': 8198, 'confirmations': 2769, 'upload': 9433, 'catalogues': 2394, 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'die': 3204, 'glichkeit': 4455, 'finale': 4124, 'zu': 9951, 'beeinflussen': 1994, 'registration': 7629, 'outstanding': 6734, '12890829': 221, 'nda': 6360, 'helped': 4686, 'sda1v': 8126, 'eur100m': 3725, 'usd125': 9457, 'moving': 6266, 'signifies': 8341, 'era': 3665, 'singapore': 8366, 'air': 1541, 'fia1s': 4094, 'zip': 9945, 'warned': 9695, 'disposal': 3268, 'autotank': 1872, 'gustav': 4559, 'nyberg': 6532, 'fastest': 4046, 'easiest': 3440, 'humancentric': 4809, 'derogating': 3151, 'preemptive': 7185, 'holders': 4751, 'values': 9515, 'conducting': 2760, 'dukat': 3391, 'palace2': 6784, 'goodyear': 4480, 'valued': 9514, 'tyre': 9336, 'followed': 4226, 'bridgestone': 2212, 'iso': 5156, 'omena': 6604, 'matinkyla': 5970, 'policy': 7102, 'profitable': 7294, 'paychex': 6870, '554000': 1037, 'nationwide': 6348, 'financialwire': 4133, 'tm': 9148, 'investrend': 5127, 'broadcast': 2228, 'syndicate': 8875, 'complete': 2713, 'schedules': 8098, 'firstalert': 4167, 'oefirstalert': 6559, 'utility': 9483, 'hedging': 4672, 'trades': 9217, 'risk': 7870, 'played': 7058, 'restart': 7797, 'cellulose': 2429, 'fiber': 4095, 'valkeakoski': 9508, 'sorts': 8494, 'colorful': 2639, 'little': 5705, 'impulse': 4906, 'buys': 2287, 'umbrellas': 9363, 'baby': 1903, 'bibs': 2048, 'purses': 7394, 'better': 2042, 'advantage': 1481, 'shoppers': 8310, 'ca': 2291, 'commit': 2670, 'want': 9688, 'piece': 7000, 'view': 9588, 'wwwahlstromcom': 9865, 'heikki': 4675, 'westerlund': 9768, 'counter': 2914, 'reception': 7552, 'rebuilt': 7540, 'connections': 2779, 'inspires': 5021, 'color': 2637, 'concern': 2746, 'lasse': 5528, 'kurkilahti': 5470, 'structural': 8715, 'brands': 2189, 'atomic': 1818, 'thirdquarter': 9088, '474': 949, '542': 1029, 'frozen': 4327, 'foods': 4233, '110': 149, 'raise': 7459, 'euro300': 3871, 'combining': 2647, 'deep': 3085, 'domain': 3324, 'expertise': 3960, 'asm': 1781, 'outsourcing': 6733, 'offerings': 6568, 'proved': 7354, 'winning': 9806, 'combination': 2643, 'highway': 4726, 'ervio': 3681, 'dynamic': 3404, 'oss': 6704, 'flexibly': 4200, 'charge': 2484, 'effectively': 3488, 'proud': 7352, 'kind': 5388, 'elections': 3521, 'chemical': 2501, 'farm': 4040, 'antwerp': 1673, 'stx': 8726, 'friendly': 4318, 'turku': 9304, 'withviking': 9824, 'increasing': 4930, 'apartment': 1677, 'kauniskangas': 5333, 'computer': 2737, 'proha': 7301, 'art1v': 1755, '113000': 164, '146000': 291, '10000': 87, 'filling': 4115, 'recently': 7549, 'nationally': 6346, 'regionally': 7624, 'primary': 7238, 'primetass': 7241, 'tire': 9136, 'vsevolozhsk': 9659, 'leningrad': 5611, 'kim': 5385, 'gran': 4501, 'commence': 2655, 'inflation': 4969, 'blyk': 2114, 'mid2007': 6107, 'follow': 4225, 'decade': 3063, 'bid': 2051, 'tlt1v': 9146, 'rocketed': 7889, 'eur416': 3803, 'lifted': 5647, 'cutting': 3005, 'trim': 9266, 'fixed': 4184, '355': 796, 'distributors': 3284, 'onwards': 6628, '1989': 459, '769': 1213, '878': 1284, '118': 183, 'technopark': 8981, 'hectares': 4671, 'neudorf': 6397, 'zone': 9948, 'inclusive': 4921, 'asbuilt': 1769, 'models': 6194, 'communicated': 2681, 'subcontractors': 8731, 'accommodate': 1395, 'grc': 4512, 'reinforced': 7640, 'fabrication': 4006, 'lacquered': 5494, 'clock': 2585, 'comes': 2649, 'stripy': 8709, 'handcrocheted': 4585, 'sinter': 8373, 'limestone': 5664, 'coke': 2621, 'breeze': 2201, 'mixed': 6169, 'ore': 6674, 'sintered': 8374, 'lump': 5804, 'blast': 2096, 'furnaces': 4360, 'ironmaking': 5149, 'partnership': 6838, 'telemig': 9012, 'celular': 2431, 'tecnomen': 8986, 'prepaid': 7198, 'multistorey': 6289, 'carpark': 2368, 'satama': 8053, 'prefer': 7187, 'cheapest': 2498, 'separately': 8213, 'customer': 2996, 'mika': 6124, 'korpinen': 5431, 'apac': 1675, 'concludes': 2752, 'demonstrating': 3118, 'reliable': 7662, 'timetomarket': 9131, 'nastola': 6342, 'axe': 1894, 'jyvaskyla': 5277, 'mark': 5931, 'locatrix': 5733, 'interface': 5075, 'friends': 4319, 'family': 4034, 'locate': 5726, 'twig': 9324, 'browser': 2240, 'publishing': 7379, 'changed': 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4841, 'purposes': 7393, 'olli': 6598, 'saarinen': 7982, 'supervisor': 8804, 'yara': 9900, 'acquires': 1418, 'rf': 7844, 'antenna': 1663, 'laboratory': 5491, 'audio': 1839, 'cameras': 2323, 'displays': 3266, 'robot': 7885, 'testing': 9052, 'simmons': 8356, 'elected': 3519, 'dcuc': 3051, 'portsmouth': 7128, 'nhgordon': 6424, 'defense': 3089, 'council': 2913, '140': 264, 'bm4': 2115, 'middle': 6110, 'headbox': 4647, 'dilution': 3224, 'belarus': 2006, 'oao': 6536, 'lidskoe': 5637, 'pivo': 7029, 'brewery': 2207, 'grodno': 4526, 'output': 6728, '1045': 120, 'decaliters': 3065, 'januarymarch': 5198, 'pakistan': 6783, 'malaysia': 5867, 'taiwan': 8902, 'philippines': 6981, 'installment': 5027, 'profile': 7289, 'inventor': 5110, 'olavi': 6590, 'linden': 5670, 'artistic': 1762, 'journey': 5238, 'led': 5585, 'dozens': 3354, 'intellibis': 5050, '158': 329, 'debtfree': 3061, 'basis': 1968, 'selects': 8187, 'transplace': 9239, 'bestinclass': 2033, 'procurement': 7273, 'capabilities': 2338, '3pl': 864, 'ontime': 6627, 'reasonably': 7533, 'small': 8440, '44': 914, 'lending': 5608, '1423': 277, 'relacom': 7648, 'luna': 5805, 'took': 9171, 'sixunder': 8390, '207': 523, 'shot': 8318, 'beatriz': 1988, 'recari': 7542, 'martina': 5952, 'eberl': 3450, 'welsh': 9763, 'becky': 1991, 'brewerton': 2206, 'highestplaced': 4714, 'british': 2224, 'finisher': 4145, 'seventh': 8248, 'threeunder': 9099, '210': 530, 'shooting': 8306, '71': 1175, 'outlets': 6721, '6070': 1084, 'entitlements': 3634, 'demanding': 3114, 'businesstobusiness': 2280, '14747084': 294, 'attached': 1822, 'amounts': 1625, '161256847': 346, 'expect': 3946, 'supplies': 8811, 'accessories': 1393, 'dealer': 3054, 'belttongroup': 2014, '113': 163, 'allotted': 1578, 'lowest': 5782, 'criteria': 2957, 'yearago': 9905, 'eur93': 3856, '87': 1280, '89': 1292, 'experiencing': 3957, 'families': 4033, 'economy': 3467, 'save': 8065, 'stores': 8671, '2500passenger': 618, 'dimensions': 3225, 'length': 5610, 'perpendiculars': 6937, '2770': 675, 'breadth': 2196, '655': 1133, 'draught': 3360, '35000': 788, 'laboratories': 5490, 'alfred': 1570, 'palmberg': 6788, 'putting': 7404, 'finishing': 4146, 'touches': 9193, 'replumbing': 7726, 'bathroom': 1972, 'vuosaari': 9665, 'precision': 7178, 'tube': 9286, 'automotive': 1870, 'component': 2723, 'carl': 2365, 'froh': 4322, 'arques': 1746, 'case': 2383, '485': 962, 'holmen': 4758, '600000': 1079, 'liquide': 5688, 'exempted': 3930, 'left': 5588, '1998': 466, 'sappi': 8042, 'equalweight': 3657, 'recommendations': 7563, 'norske': 6489, 'skog': 8410, 'underweight': 9388, 'actions': 1428, 'eur1520m': 3746, 'premature': 7192, 'talk': 8911, 'procedure': 7261, 'molecule': 6211, 'biological': 2076, 'candidates': 2333, 'clinical': 2584, 'dec': 3062, 'powersupply': 7165, 'efore': 3499, 'efo1v': 3498, 'university': 9409, '96': 1337, '420': 894, 'nederland': 6367, 'bv': 2288, 'cnl': 2597, 'scaffolding': 8079, 'jaston': 5210, 'groep': 4527, 'biohit': 2075, 'incorporate': 4924, 'kaido': 5288, 'kaare': 5284, 'eesti': 3484, 'upgrade': 9429, 'pig': 7006, 'farms': 4042, '150mn': 306, '959': 1336, '1419': 274, 'past': 6848, '375': 826, '482': 958, '192008': 433, 'eur20m': 3763, 'ebit': 3452, 'spinoff': 8550, 'orion': 6693, 'wholesale': 9777, 'connectivity': 2780, 'gain': 4371, 'audit': 1840, 'trail': 9223, 'traced': 9207, 'invoice': 5130, 'okm1v': 6586, 'exports': 3978, '165': 360, '191': 428, 'deutsche': 3179, 'beteiligungs': 2039, 'mce': 5995, 'secondary': 8144, 'plains': 7037, 'ny': 6531, 'andlinger': 1640, '302': 717, '4416': 916, '821': 1250, 'uruguayan': 9449, 'keiju': 5349, 'makuisa': 5866, 'pyszny': 7406, 'duet': 3390, 'unlisted': 9414, 'biologicals': 2077, 'proteins': 7348, 'diseasespecific': 3260, 'supplements': 8807, 'diabetes': 3193, 'hepatitis': 4697, 'asthma': 1812, 'cardiovascular': 2358, 'ailments': 1535, 'remuneration': 7682, 'committee': 2676, 'sari': 8047, 'baldauf': 1925, 'tapio': 8946, 'hintikka': 4730, 'appoint': 1703, 'nomination': 6457, 'fined': 4141, 'seven': 8245, 'asphalt': 1786, 'lion': 5681, 'etuovicom': 3714, 'popular': 7116, 'tulonen': 9292, 'sysopen': 8883, 'suite': 8771, 'represents': 7742, 'travel': 9244, 'expenses': 3953, 'reimbursed': 7638, 'turnkey': 9311, 'fortuna': 4266, '303': 718, 'tn': 9150, 'means': 6002, 'telia': 9018, 'widened': 9784, '4851': 963, '4831': 960, 'pleased': 7065, 'invite': 5129, 'eet': 3485, 'interfaces': 5076, 'interactions': 5062, 'experiences': 3956, 'intuitive': 5105, 'movies': 6265, 'immersive': 4881, 'realistic': 7526, 'graphics': 4507, 'bakery': 1920, 'aiming': 1539, '2m': 706, 'ongoing': 6623, 'vashi': 9535, 'exhibition': 3935, 'centre': 2443, 'insteel': 5031, 'engineers': 3605, 'ltdiivrcl': 5793, 'infrastructures': 4977, 'cidco': 2532, 'chapter': 2482, 'section': 8151, '2991978': 702, '734': 1192, 'obtained': 6545, 'title': 9139, 'sentera': 8206, 'redeemed': 7580, 'apparent': 1685, 'observes': 6544, 'perttu': 6949, 'puro': 7391, 'tradeka': 9213, 'orangehandled': 6666, 'scissors': 8114, 'permanent': 6931, 'museum': 6298, 'art': 1754, 'york': 9923, 'philadelphia': 6980, 'leif': 5596, 'rosen': 7917, 'plate': 7051, 'quarto': 7432, 'degerfors': 3095, 'castle': 2391, 'willich': 9794, 'pressplate': 7216, 'prefab': 7186, 'avesta': 1882, 'aluminium': 1607, '877': 1282, '704': 1172, 'sp': 8513, 'kept': 5357, 'rating': 7490, 'ubs': 9345, 'reaffirmed': 7522, 'optimisation': 6654, '27mn': 679, 'slashed': 8417, '700': 1167, '131000': 237, '2007a': 497, 'focuses': 4221, 'sciencebased': 8111, 'innovation': 5004, 'struggled': 8718, 'ls': 5788, '578100': 1060, 'h1': 4563, '418': 892, '112': 160, 'seek': 8162, 'brought': 2238, 'names': 6333, '251': 619, '254': 628, '407': 880, '8600': 1274, 'tenants': 9027, 'licences': 5631, 'forssa': 4261, 'compensation': 2700, 'lye': 5814, 'leak': 5569, 'tap': 8940, 'occurred': 6551, 'thyssenkrupp': 9103, 'otis': 6712, 'schindler': 8101, '9923': 1350, 'alleged': 1573, 'lift': 5646, 'going': 4472, 'flurry': 4216, 'spokesperson': 8555, 'measuring': 6009, 'doublechecked': 3340, 'sure': 8820, 'aberration': 1368, 'cgcbv': 2463, '80': 1231, 'stakes': 8598, 'italian': 5170, 'cvs': 3009, 'technoports': 8984, 'srl': 8576, 'handli': 4593, 'pohjolan': 7092, 'designtalo': 3163, '1026': 107, 'lænnen': 5819, 'tehtaat': 8992, 'karppinen': 5318, 'majority': 5859, 'feed': 4070, 'grain': 4499, 'hungary': 4813, '045': 49, '043': 47, 'scope': 8115, 'costefficient': 2909, 'phosphorous': 6991, 'removal': 7680, 'storing': 8673, 'dosing': 3338, 'continuous': 2840, '6877': 1157, 'helasto': 4681, 'proper': 7324, 'enhancing': 3611, 'holdings': 4753, 'reasons': 7534, 'rent': 7699, 'fullyleased': 4347, 'updated': 9425, '20092012': 502, 'targets': 8953, 'airline': 1544, 'official': 6573, 'flights': 4203, 'heathrow': 4664, 'osaka': 6698, 'manchester': 5888, 'strictly': 8706, 'regulated': 7631, 'kymi': 5480, 'wcdma': 9728, '3ghspa': 860, 'modular': 6204, 'flexi': 4198, 'station': 8627, 'jp': 5242, 'morgan': 6237, 'scala': 8080, 'nobel': 6447, 'biocare': 2067, '2325': 572, '3435': 780, '949': 1327, 'outsourced': 6732, 'tecnotree': 8989, 'thirdparty': 9087, 'honored': 4774, 'commitment': 2672, 'pacific': 6764, 'anticipated': 1666, 'anttila': 1672, 'netanttila': 6387, 'bestknown': 2034, 'visited': 9619, 'shopped': 8309, '141mn': 275, 'fibrebased': 4099, 'tommi': 9162, 'leskinen': 5614, 'invention': 5109, 'noncoherent': 6459, 'search': 8133, 'matrix': 5972, 'formed': 4257, 'correlation': 2894, 'function': 4350, '1830': 405, 'dinner': 3229, 'pages': 6773, 'wwwcityconcom': 9868, '450': 925, 'disclosure': 3251, 'henrik': 4695, 'votes': 9653, 'convenient': 2858, 'shop': 8307, 'nearby': 6362, 'jaroszowka': 5207, 'zgody': 9942, 'categories': 2399, '056': 58, '038': 42, 'garmin': 4389, '3453': 781, 'slid': 8422, '57650': 1059, 'establishes': 3696, 'george': 4429, 'adams': 1446, 'drive': 3368, 'dubbed': 3387, 'officials': 6574, 'initiative': 4994, 'gap': 4386, 'banked': 1941, 'unbanked': 9368, 'remaining': 7672, 'funded': 4356, 'interconnection': 5069, 'politicians': 7104, 'failure': 4024, 'differentiate': 3211, 'beleaguered': 2008, 'skandinavian': 8397, 'sailed': 7998, 'crisis': 2955, 'inline': 5000, 'underperform': 9381, 'automatic': 1866, 'varnishing': 9529, 'jozef': 5241, 'misurec': 6165, 'slovakia': 8433, 'technological': 8976, 'highclass': 4708, 'depositor': 3138, 'preference': 7189, 'deposits': 3140, 'rank': 7476, 'par': 6804, 'organisational': 6678, 'agm': 1519, 'implement': 4887, 'quarterly': 7428, 'publication': 7374, 'quarterlyannual': 7429, 'wayne': 9726, 'greensmith': 4519, 'intended': 5054, 'allow': 1579, 'thirteen': 9090, 'mediterranean': 6022, 'rapidly': 7486, '1545': 319, 'syndicated': 8876, 'oneyear': 6622, 'motorola': 6255, 'states': 8626, 'shipments': 8297, '2174': 543, 'samsung': 8024, '1180': 184, '116': 176, 'compatible': 2697, '406': 878, '573': 1055, 'frei': 4305, 'doubled': 3341, 'weber': 9739, 'convinced': 2869, 'ray': 7503, 'ostrom': 6707, 'lake': 5504, 'sporting': 8563, 'lures': 5809, 'harju': 4623, 'elekter': 3531, 'founded': 4276, '1968': 452, 'mediumterm': 6025, 'operative': 6643, 'outdoor': 6717, 'gerber': 4431, 'silva': 8349, 'buster': 2281, 'multitools': 6290, 'knives': 5403, 'compasses': 2696, 'lighting': 5652, 'pedometers': 6892, 'goals': 4468, 'realize': 7527, 'employed': 3566, 'roce': 7887, '2532': 625, '2522': 623, 'withdrawing': 9822, 'pipettors': 7021, 'proline': 7310, 'plus': 7074, 'ceivd': 2421, '3year': 866, 'warranty': 9701, '432': 905, 'geneva': 4421, 'tero': 9044, 'aaltonen': 1362, 'resource': 7779, 'weekend': 9747, 'shifts': 8292, 'freezing': 4304, 'bonus': 2138, 'costcutting': 2906, 'numerous': 6523, 'boardman': 2121, 'acquirer': 1417, 'entity': 3636, 'sav': 8063, 'savcor': 8064, 'threemonth': 9098, 'eur8': 3850, 'technical': 8973, 'repeat': 7717, 'successfully': 8760, 'spokeswoman': 8556, 'body': 2128, '60mn': 1087, 'financed': 4128, 'eur40m': 3801, 'marketbased': 5934, 'loan': 5721, 'granted': 4503, 'standard': 8601, 'chartered': 2492, 'hong': 4767, 'kong': 5422, '048': 51, '037': 41, '040': 44, 'mediation': 6020, 'ibm': 4831, '087': 75, '106414': 133, 'finances': 4130, 'pohjola': 7091, 'cooperative': 2877, 'combine': 2644, 'dopplr': 3333, 'privately': 7252, 'highlight': 4716, 'eat': 3445, 'cities': 2548, 'tests': 9053, 'larger': 5524, 'campaign': 2324, 'trials': 9262, 'demonstrations': 3120, 'lte': 5794, '800': 1232, 'mhz': 6098, 'viable': 9575, 'reino': 7642, 'tammela': 8930, 'subjectmatter': 8734, 'cyclone': 3015, 'partly': 6834, 'molten': 6213, 'particles': 6827, 'castecka': 2387, 'town': 9203, 'zinc': 9943, 'roaster': 7883, 'sulphuric': 8776, 'acid': 1412, 'ozk': 6760, 'kardzhali': 5309, 'bulgaria': 2261, 'study': 8724, 'evaluated': 3887, 'tolerability': 9157, 'pharmacokinetics': 6974, 'repeated': 7718, 'doses': 3337, 'intravenously': 5098, 'administered': 1469, 'antibody': 1665, 'patients': 6854, 'plaque': 7046, 'psoriasis': 7368, 'serve': 8226, 'barents': 1951, 'represent': 7736, 'proposition': 7335, 'commissioner': 2668, 'ml': 6170, 'kurt': 5471, 'svensson': 8849, 'alternatives': 1599, '68': 1149, 'nonlife': 6463, '52': 1006, 'validating': 9505, 'fgvoip': 4091, 'step': 8647, 'accomplishing': 1398, 'outperform': 6726, 'measure': 6005, 'benefit': 2022, 'lgpl': 5626, 'lg': 5624, 'terminal': 9037, 'vendors': 9556, 'den': 3121, 'boschbased': 2162, 'cayman': 2410, 'islandsbased': 5154, '004': 9, '002': 5, '156': 324, '1522': 313, '1010': 98, 'contribute': 2849, 'success': 8758, 'competence': 2702, 'taneli': 8933, 'hassinen': 4633, 'lsc': 5789, 'benefits': 2023, 'innova': 5002, 'tecnopolis': 8988, '62000': 1101, 'floor': 4206, 'eur65m': 3836, 'eur21m': 3764, 'eur106': 3726, 'graafiset': 4493, 'palvelut': 6789, '27060': 666, 'nav': 6353, 'warehouse': 9692, 'intelligence': 5051, 'initiatives': 4995, 'maaseudun': 5824, 'tulevaisuus': 9289, '318000': 743, '199': 460, '2451': 602, 'heavily': 4668, '774': 1215, 'iconic': 4836, 'symbol': 8873, 'excellent': 3912, 'ergonomic': 3670, 'superior': 8797, 'believe': 2011, 'imported': 4896, 'rory': 7913, 'fitzgerald': 4180, 'bristol': 2222, 'servicing': 8233, 'load': 5717, 'sensing': 8203, 'hydraulics': 4820, 'tougher': 9196, 'substantially': 8750, 'bread': 2195, 'kauhava': 5329, 'stockholmheadquartered': 8658, 'push': 7400, 'cathode': 2404, '271': 667, '083': 73, 'sources': 8500, 'unveil': 9420, 'codenamed': 2616, 'correspondingly': 2898, 'proposes': 7334, 'eur11': 3729, '205': 520, 'healthcare': 4656, 'eur17m': 3756, 'closing': 2591, 'tailored': 8900, 'meet': 6028, 'solel': 8477, 'requirements': 7754, 'costeffective': 2907, 'highestquality': 4715, 'reflectors': 7606, '2001': 478, 'lawmakers': 5549, 'permission': 6933, 'positioned': 7135, 'uruguay': 9448, 'journalistic': 5237, 'culture': 2981, 'ollikainen': 6599, 'desk': 3164, '1112': 157, '2310': 570, '2610': 648, 'tlsn': 9145, 'telekom': 9010, 'impacted': 4883, 'consolidation': 2801, 'java': 5211, 'bali': 1926, 'sumatra': 8778, 'batam': 1970, 'span': 8518, 'types': 9333, 'hospitality': 4782, 'interests': 5074, 'realestate': 7524, 'portfolios': 7125, 'nonperforming': 6464, 'restructurings': 7806, 'propose': 7332, '00': 0, 'raiso': 7462, 'lowering': 5781, 'benecol': 2019, 'spent': 8547, 'sphere': 8548, 'eur80m': 3851, 'cth1v': 2975, 'changing': 2478, 'pricing': 7234, 'cycle': 3014, '8mn': 1295, 'ones': 6617, 'burton': 2273, 'vodafone': 9631, 'normalises': 6484, 'particular': 6828, '029': 33, '005': 10, 'reijo': 7636, 'maihaniemi': 5844, 'respective': 7784, 'chinese': 2515, 'zte': 9950, '000063': 2, 'wwwyitgroupcominvestors': 9887, '1030': 111, 'propeller': 7323, 'gear': 4405, 'packages': 6767, 'metrics': 6081, 'scorecard': 8116, 'text': 9060, 'milestonebased': 6134, 'processrelated': 7272, '85': 1263, '11m': 189, 'ministry': 6151, 'kostroma': 5437, 'lumberman': 5802, 'timber': 9123, 'exporters': 3976, 'carrying': 2378, 'neya': 6422, '2013': 513, '3mn': 863, 'profiling': 7291, 'ostrava': 6705, 'relocated': 7666, 'bigger': 2058, 'renewal': 7690, 'introduced': 5100, 'elevator': 3538, '262000': 650, 'yronyr': 9927, 'planmill': 7039, 'socalled': 8463, 'eur36m': 3792, 'eur27m': 3774, 'protalix': 7344, '1071': 136, '827': 1254, 'moderate': 6197, 'resulted': 7808, '2432': 597, 'reduction': 7590, 'cvd': 3008, 'bas1v': 1960, 'chile': 2512, 'saavalainen': 7984, 'gibtelecom': 4440, 'perfect': 6921, 'illustration': 4869, 'variety': 9525, 'regulatory': 7633, 'challenges': 2469, 'facing': 4014, 'ores': 6676, 'sek77': 8180, 'ending': 3589, 'twoday': 9327, 'streak': 8688, 'using': 9473, 'phonebook': 6987, 'inside': 5014, 'extensively': 3991, 'pulkovo': 7381, 'introduce': 5099, 'entirely': 3629, 'commerciallyfunded': 2664, 'knowledgeintensive': 5408, 'brisk': 2219, 'asiapacific': 1775, 'toplevel': 9177, 'fcc': 4055, 'kevin': 5362, 'martin': 5951, 'play': 7057, 'required': 7752, 'extending': 3987, 'deregulatory': 3147, 'rules': 7955, 'subscriber': 8741, 'propertos': 7326, 'bts': 2247, 'configured': 2768, 'diagnosed': 3194, 'remotely': 7678, 'tamil': 8929, 'nadu': 6329, 'sataflexo': 8052, 'nordstjernan': 6481, '224': 556, '1524': 315, '240': 590, 'turkustockholm': 9305, '678': 1147, '381': 833, 'eur6': 3826, 'quite': 7436, 'despite': 3166, 'anasmotet': 1637, 'e20': 3407, 'junction': 5260, 'marieholm': 5923, 'e45': 3410, 'saying': 8076, 'depend': 3131, 'intake': 5042, 'requesting': 7750, 'stop': 8666, 'monetary': 6219, 'damages': 3026, '467': 941, 'placed': 7034, 'pmax': 7080, 'tankers': 8936, '65200': 1130, 'dwt': 3401, 'centralising': 2440, 'french': 4309, 'highest': 4713, 'weakening': 9731, 'entirety': 3630, 'proposals': 7331, 'och': 6553, 'inrikes': 5013, 'tidningar': 9106, 'dagens': 3019, 'industri': 4956, 'late': 5532, '198': 456, 'biomass': 2078, 'liquids': 5690, 'demonstration': 3119, 'commissioned': 2667, 'promising': 7316, 'met': 6070, 'cbd': 2412, 'bangkok': 1939, 'loudeye': 5770, '256': 632, '433': 907, '1946': 445, 'transports': 9243, 'emergency': 3553, 'downloadable': 3348, 'instruction': 5035, 'instructional': 5036, 'ideas': 4843, 'awardwinning': 1890, 'punch': 7386, 'window': 9801, 'wwwfiskarscom': 9871, 'sonoco': 8489, 'demolli': 3116, 'industria': 4957, 'cartaria': 2380, 'spa': 8514, 'pink': 7013, 'pojlf': 7096, 'cooperate': 2873, 'swift': 8861, 'kazakh': 5340, 'delegation': 3100, 'visit': 9618, 'sitra': 8383, 'jsc': 5245, 'aln1v': 1589, 'usd2': 9459, 'mandatory': 5891, 'ttm1v': 9285, 'franklin': 4300, '12mp': 227, 'snapper': 8456, 'heading': 4650, 'tobacco': 9151, 'altadis': 1593, 'adjustment': 1467, 'contrast': 2848, 'blond': 2105, 'floors': 4209, 'unlike': 9412, 'rest': 7796, 'vibe': 9577, 'euro86': 3875, 'euro120': 3864, 'programming': 7297, 'computerrelated': 2738, 'class': 2563, 'storeys': 8672, 'adapter': 1450, 'certified': 2456, 'sap': 8041, 'netweaver': 6393, 'endorsement': 3590, 'integrates': 5046, 'erp': 3678, 'extensive': 3990, 'bolster': 2134, 'kallioranta': 5295, 'adds': 1460, 'tight': 9113, 'streamline': 8691, 'explained': 3964, 'weak': 9729, 'shipbuilding': 8296, 'priority': 7249, 'krook': 5459, 'bovine': 2173, 'slaughtering': 8419, 'kuopio': 5469, 'kauhajoki': 5328, 'decoration': 3079, 'crafts': 2939, 'retailer': 7814, 'tii1v': 9115, 'eur33': 3787, 'kroon': 5460, '966351': 1342, 'kroons': 5461, 'totaling': 9188, '112560': 162, 'bssoss': 2246, 'vas': 9533, 'telecoms': 9008, 'eero': 3483, 'mertano': 6067, 'bnamericas': 2117, 'brokers': 2235, 'ameas': 1612, '169': 367, 'kotikokki': 5438, 'alliance': 1574, 'pocketable': 7085, 'netbooks': 6389, 'tablets': 8889, 'mediaphones': 6019, 'connected': 2776, 'tvs': 9320, 'invehicle': 5107, 'infotainment': 4974, 'discount': 3254, 'supermarkets': 8799, 'adidas': 1463, 'boosting': 2150, 'vaalipalveluservice': 9492, 'communities': 2684, 'ollipekka': 6600, 'laine': 5502, 'pehulehtonen': 6895, 'consortium': 2803, 'bio': 2065, 'governmentowned': 4490, 'kalnapiliotauro': 5297, 'grupe': 4541, 'kalnapilistauras': 5298, 'royal': 7932, 'unibrew': 9392, '252': 622, '2391': 588, '5299': 1016, 'articles': 1761, 'prepares': 7202, 'annually': 1657, '640': 1120, 'nonwovens': 6473, 'everyday': 3895, 'wipes': 9812, 'flooring': 4207, 'labels': 5488, 'tapes': 8944, 'facilitates': 4011, 'resourcing': 7781, 'health': 4655, 'care': 2361, 'vaccination': 9496, 'campaigns': 2325, 'monitoring': 6223, '1994': 462, 'sixstep': 8388, 'timefocused': 9126, 'collaborative': 2627, 'streams': 8693, 'block': 2102, 'ehitus': 3504, 'sauk': 8061, '105': 123, '064': 63, 'glisten': 4456, '23498': 580, '371500': 822, 'precontract': 7179, '130hectare': 235, 'premium': 7196, '74': 1194, '686': 1155, 'orascom': 6668, 'oth': 6711, 'provisioning': 7366, 'activation': 1432, 'postpaid': 7148, 'billing': 2060, 'charging': 2488, 'calls': 2319, 'vmc': 9628, '121': 196, '1878': 417, '2071': 524, 'uncoated': 9375, 'mcc': 5993, 'yinhe': 9917, 'lukkoexpert': 5798, 'kimmo': 5387, 'uusimaki': 9485, 'interactive': 5063, 'lonnfors': 5754, '504': 992, '725': 1185, '201': 504, '289': 687, 'fish': 4172, '6mn': 1165, 'firms': 4166, 'suffering': 8763, 'trouble': 9271, 'chambers': 2472, 'pressurized': 7219, 'archived': 1734, 'cerner': 2452, 'wwwcernercom': 9867, 'malting': 5873, '10706': 135, '2055': 522, '349': 783, '235': 581, 'papermaking': 6801, 'hollola': 4757, 'conveniences': 2857, 'capability': 2339, 'industryleading': 4966, 'eur732m': 3844, '1945': 443, 'implies': 4892, 'parking': 6814, 'lot': 5766, '56': 1040, 'midmarket': 6113, 'swaps': 8856, 'bps': 2182, 'leads': 5568, 'bnpp': 2118, 'cba': 2411, 'functionality': 4351, 'impacts': 4885, 'meiklejohn': 6038, 'soosalu': 8492, 'attention': 1828, 'residents': 7768, 'aleksandri': 1564, 'deinking': 3097, 'sludge': 8438, 'ink': 4997, 'removed': 7681, 'recovered': 7568, 'suitable': 8770, '3974': 853, '1647': 357, 'labor': 5489, 'centres': 2444, 'syrjænen': 8882, 'common': 2679, 'visual': 9622, 'identity': 4849, 'grown': 4538, 'internationalised': 5086, 'ready': 7519, 'rostelecom': 7918, 'rts': 7946, 'rtkm': 7944, 'luxury': 5811, 'onefamily': 6612, 'holiday': 4755, 'remainder': 7670, 'handle': 4588, 'internal': 5084, 'jukka': 5253, 'ruuska': 7970, 'exchanges': 3917, 'purchased': 7388, 'niam': 6425, 'whitehall': 9776, 'showed': 8321, 'favourable': 4053, 'comparable': 2691, 'eur647m': 3833, 'sakari': 8002, 'tamminen': 8931, 'ropax': 7910, '166': 362, 'dolce': 3321, 'gabbana': 4370, 'asked': 1779, 'declare': 3074, 'unikko': 9397, 'floral': 4210, 'pattern': 6860, 'invalid': 5106, 'housing': 4797, 'zapadnye': 9939, 'vorota': 9648, '26000': 643, 'metres': 6080, '9910': 1349, 'fibers': 4097, 'plastic': 7049, 'suominen': 8790, '48': 955, 'palm': 6787, 'surfing': 8827, 'bulletin': 2264, 'undertakings': 9386, 'eur7m': 3849, 'eur23': 3766, 'potato': 7151, 'montevideo': 6229, 'alfa': 1569, 'megafon': 6034, 'altimo': 1602, '499': 978, 'turkcell': 9301, 'cukurova': 2979, 'export': 3973, 'lithuanian': 5702, '1441': 285, 'yearearlier': 9906, 'figure': 4108, 'brewers': 2205, '04012006': 45, 'tv': 9318, 'recruit': 7570, 'kfood': 5370, 'coverage': 2929, 'nepal': 6383, 'fancy': 4036, 'dans': 3030, 'fab': 4004, 'glasgow': 4450, 'gift': 4441, 'interiors': 5082, 'veracel': 9562, 'appeal': 1687, 'clarification': 2560, 'judgement': 5248, '88': 1286, 'poultry': 7154, 'liquidity': 5689, '1152007': 174, 'unless': 9411, '386': 839, '3286': 757, '1607': 342, '463': 937, '336': 770, '269': 659, '187': 415, '236': 583, '124': 208, '160': 338, 'wwwcomponentacom': 9869, 'triggered': 9264, 'uncertain': 9371, 'warrants': 9700, '186074': 412, 'finnishgerman': 4154, 'homebased': 4761, 'eli1v': 3540, 'shalkiya': 8258, 'zinclead': 9944, 'rendered': 7685, 'allocation': 1576, 'wastefired': 9709, 'brista': 2221, 'chp': 2526, 'biofuelsbased': 2072, 'vartan': 9531, 'crucially': 2967, 'etsi': 3711, 'telecommunication': 9006, 'institute': 5032, 'backed': 1905, 'dvbh': 3399, 'list': 5693, 'manufacturers': 5904, 'opting': 6659, 'vie': 9586, 'win': 9797, 'oems': 6560, 'targeting': 8952, 'wimax': 9796, 'christine': 2528, 'idzelis': 4851, 'eqt': 3654, 'sheds': 8281, 'perkonoja': 6929, 'clearly': 2570, '3q07': 865, '4q07': 983, '1305': 234, 'ecb': 3458, 'earliest': 3430, 'corresponds': 2899, 'manyears': 5907, 'separated': 8212, 'reached': 7510, '103': 110, 'rakvere': 7465, 'lihakombinaat': 5656, 'favor': 4049, 'minority': 6157, 'midjuly': 6112, 'publish': 7375, 'organized': 6683, 'derived': 3148, 'remains': 7673, 'initiated': 4992, 'rewards': 7843, 'earning': 3433, '364000': 808, 'proportion': 7329, 'selfservice': 8188, 'exploited': 3966, '014': 21, 'plaza': 7062, 'llc': 5712, 'saint': 8001, '718430': 1178, 'biotie': 2081, 'somaxon': 8486, 'pharmaceuticals': 6971, 'trial': 9261, 'smoking': 8449, 'cessation': 2457, 'eaten': 3447, 'dollar': 3322, 'sufficient': 8764, 'finalized': 4126, 'morna': 6238, 'cowie': 2933, 'coowner': 2880, 'lovely': 5773, 'feel': 4075, 'organised': 6679, '396': 852, 'grows': 4539, 'frequencies': 4311, 'ebrd': 3456, '216': 542, 'gbx12': 4403, 'newpage': 6411, 'euro1': 3863, '82': 1249, '1615': 347, '1641': 356, 'vessel': 9572, 'help': 4685, 'minimize': 6146, 'ensuring': 3617, 'beneath': 2018, 'saimaa': 7999, 'canal': 2329, 'undisturbed': 9391, 'eur6m': 3839, 'limiting': 5667, 'factors': 4019, 'heterogenous': 4701, 'bicentenary': 2049, 'brewer': 2203, 'intellisync': 5053, 'fullfeatured': 4343, 'connects': 2782, 'contacts': 2824, 'task': 8958, 'lists': 5696, 'away': 1892, 'takeover': 8905, 'lowered': 5779, 'rich': 7850, 'heritage': 4698, 'leadership': 5565, 'kcr1v': 5346, 'austrian': 1853, 'manipulator': 5895, 'acs': 1423, 'knight': 5402, 'addon': 1458, 'contains': 2828, 'valves': 9516, 'instrumentation': 5038, 'electrification': 3526, '365': 810, '521': 1009, '403': 876, '575': 1056, 'bids': 2056, 'successor': 8761, 'race': 7446, 'lots': 5767, 'networking': 6395, 'creates': 2947, 'garner': 4390, 'londonbased': 5748, 'ccs': 2413, 'finnishmade': 4155, 'noncore': 6460, 'makers': 5862, 'californiabased': 2314, 'sparks': 8521, 'nevadabased': 6399, 'atec': 1815, 'baseball': 1963, 'softball': 8469, 'pitching': 7027, 'fullyear': 4346, 'split': 8551, '540': 1027, '885': 1289, 'imputed': 4907, 'salonen': 8014, 'inventories': 5111, 'declining': 3077, '93': 1315, '131': 236, '314': 737, 'onemed': 6614, 'turn': 9306, 'elektros': 3533, 'pavara': 6864, 'completes': 2716, 'eur177': 3755, 'foundries': 4279, 'los': 5761, 'angelesbased': 1646, 'trust': 9278, 'western': 9769, 'honolulu': 4773, 'san': 8026, 'diego': 3205, 'angeles': 1645, 'phoenix': 6985, 'authority': 1860, '3c': 857, 'expo': 3972, 'signature': 8335, 'dongguan': 3329, 'municipal': 6294, 'featuring': 4063, 'lee': 5586, 'lewa': 5622, 'netted': 6392, 'sellers': 8190, 'eoss': 3648, 'innovationsmanagement': 5006, 'individuals': 4954, '1259': 212, '032': 37, '269481': 661, '085': 74, 'shedding': 8280, '162': 348, '1273': 217, '080': 71, '1864': 414, '018': 24, '557': 1039, 'legrand': 5592, 'e300': 3408, 'maturing': 5979, '2017': 517, '600': 1076, 'registers': 7628, 'bosse': 2164, 'beneficial': 2020, 'symphony': 8874, 'gold': 4473, 'super': 8795, 'nasty': 6343, 'eric': 3672, 'schultze': 8107, 'shavlik': 8276, 'minnbased': 6154, 'scania': 8088, 'stanley': 8607, 'heavyduty': 4670, 'truck': 9274, 'bus': 2274, '330': 761, '424': 897, '352': 791, '310': 731, '398': 854, '331': 764, 'ucell': 9346, '001': 4, '306764': 722, '1032146': 113, '1343': 250, 'bln': 2100, 'eur10': 3724, '62': 1099, 'mgkg': 6096, 'generally': 4411, 'tolerated': 9158, 'pharmacokinetic': 6973, 'characteristics': 2483, 'btt1023': 2248, 'rheumatoid': 7847, 'arthritis': 1759, 'ra': 7441, 'recognized': 7558, 'reaching': 7511, '916': 1310, '109mn': 144, 'collects': 2634, 'calculates': 2307, 'rvr': 7974, 'certainly': 2454, 'disagree': 3241, 'views': 9592, '8797': 1285, '6734': 1145, 'read': 7514, 'relevant': 7660, 'leaving': 5583, 'excessive': 3915, 'telco': 9000, 'teaming': 8970, 'bullying': 2266, 'fight': 4107, 'children': 2511, 'teenagers': 8991, 'channels': 2481, 'reproduction': 7743, 'prohibited': 7303, 'rantanen': 7481, '553': 1036, 'telenor': 9013, 'merge': 6057, 'vimpelcom': 9601, 'kyivstargsm': 5478, 'kivimeister': 5398, 'john': 5224, 'deer': 3086, 'timberjack': 9124, 'stands': 8606, 'reorganisations': 7708, '387': 841, 'cpps': 2935, 'undertaken': 9385, 'oriented': 6686, 'eou': 3649, 'khopoli': 5374, 'write': 9856, 'sizable': 8392, 'dnb': 3305, 'seb': 8141, 'excess': 3914, 'backdrop': 1904, 'meltdown': 6042, 'tough': 9195, 'voip': 9638, 'speaker': 8524, 'ethernet': 3710, 'shdsl': 8278, '7853620': 1222, 'assigned': 1796, 'meadville': 5999, 'hopes': 4779, 'xerox': 9892, 'teamed': 8969, 'tailor': 8899, 'igen3': 4854, 'shortrun': 8316, 'ondemand': 6610, 'typical': 9334, 'enduses': 3595, 'roof': 7905, 'floorings': 4208, 'walls': 9685, 'ceilings': 2420, 'nonvisible': 6472, 'boxes': 2178, 'fencing': 4083, 'shelters': 8287, 'formwork': 4260, 'pourings': 7158, 'presentation': 7209, 'english': 3607, 'partnerships': 6839, 'suppliers': 8810, 'eur28': 3775, 'eur313': 3785, 'vaias': 9501, '231': 569, 'elements': 3535, 'conversion': 2862, 'adding': 1454, 'message': 6068, 'format': 4255, 'element': 3534, 'understood': 9384, 'ænekoski': 9952, '130': 230, 'bg': 2045, 'onroad': 6625, '85mn': 1272, 'lieksaare': 5639, 'regarded': 7617, 'saarelainen': 7980, 'individual': 4952, 'answer': 1662, 'caller': 2316, 'tvo': 9319, 'twounit': 9328, '1740': 381, 'olkiluoto': 6597, 'reactors': 7513, '935': 1319, '178': 390, 'explosively': 3971, 'land': 5510, 'landsbanken': 5512, 'hornborg': 4781, 'merely': 6056, 'criticised': 2959, 'prosition': 7339, 'intel': 5048, 'secondgeneration': 8146, 'moorestown': 6234, 'resignation': 7770, 'immediately': 4880, 'luxembourg': 5810, 'eur65': 3834, 'eur342': 3789, '1458': 290, '1384': 259, 'comprises': 2734, 'grading': 4497, 'atul': 1833, 'chopra': 2523, 'elaborated': 3516, 'eager': 3427, 'lifetree': 5645, 'mena': 6049, 'umbrella': 9362, 'involve': 5133, 'marketplace': 5938, '2mn': 707, '94': 1323, 'replaces': 7724, 'valid': 9504, 'infra': 4975, 'lehdentekijat': 5593, 'kaarstroem': 5285, 'tt': 9284, 'passengers': 6846, 'safe': 7991, 'straight': 8680, 'taking': 8907, 'course': 2923, 'regions': 7625, 'ekaterinburg': 3514, 'kazan': 5342, 'rostovondon': 7919, 'lemiste': 5603, 'knowledgebased': 5407, '3300': 762, 'amounting': 1624, 'lo': 5716, 'pærnits': 7407, 'supervisory': 8805, 'mainor': 5850, 'ebitda': 3454, 'eur484m': 3813, 'eur472m': 3812, 'rapid': 7485, '2779': 676, 'litas': 5697, 'availability': 1874, 'highlighted': 4717, 'kgroup': 5372, '73': 1187, 'ornav': 6696, 'coming': 2653, 'fork': 4251, 'carriers': 2373, 'attempt': 1826, 'portal': 7123, 'webbased': 9737, '01': 14, '750330': 1203, 'nominal': 6456, 'abc': 1367, '1999': 468, 'fantuzzi': 4038, 'gantry': 4385, 'stackers': 8587, 'pipettes': 7020, 'disposable': 3267, 'tips': 9135, 'pipette': 7019, 'calibration': 2310, '247': 608, 'patronage': 6859, 'refunds': 7610, 'reward': 7841, 'feebased': 4069, 'walby': 9677, 'lcc': 5558, 'dean': 3058, 'cocacola': 2612, '242': 595, 'emt': 3578, 'created': 2946, 'identification': 4845, 'spin': 8549, 'higherend': 4710, 'pricier': 7233, '356': 797, '9708': 1344, '9068': 1304, 'shimano': 8293, 'reels': 7596, 'rods': 7892, 'tackle': 8891, 'integrate': 5044, 'indicators': 4949, 'bullish': 2265, 'stars': 8609, 'ranking': 7478, 'discontinued': 3253, 'ebitis': 3455, 'roro': 7911, 'rorocruise': 7912, 'tallink': 8914, 'city24': 2552, '090': 77, 'sehk': 8170, '0941': 82, 'chl': 2518, 'thegps': 9071, 'beijing': 2005, 'olympic': 6602, 'thelatest': 9072, 'versatile': 9566, 'traditional': 9220, 'valkama': 9507, 'flange': 4193, 'wind': 9798, 'sister': 8380, 'matkatoimisto': 5971, 'smtand': 8452, 'bricksandmortar': 2209, 'intends': 5055, 'expanding': 3943, 'notification': 6504, 'ameriprice': 1619, '808973': 1241, '3582': 799, 'pekka': 6897, 'eloholma': 3547, 'thailand': 9065, 'belonging': 2013, 'circle': 2539, 'saha': 7995, 'pathana': 6852, 'interholding': 5079, 'shoe': 8304, 'calcination': 2304, 'circulating': 2542, 'fluid': 4215, 'calciners': 2305, 'speaking': 8525, 'justdrinks': 5266, 'performed': 6924, 'whitecollar': 9775, 'terminated': 9040, 'salvor': 8019, 'antonio': 1670, 'texas': 9059, 'exempting': 3931, 'antidumping': 1668, 'duties': 3397, 'pacts': 6771, 'soon': 8491, 'clothes': 2593, 'comfortable': 2651, 'skin': 8407, 'breathe': 2200, 'ecofriendly': 3461, 'woodworking': 9833, 'sheksna': 8285, 'vologda': 9640, 'northwest': 6493, 'stabilised': 8585, 'eyes': 4003, 'requires': 7755, 'satisfies': 8057, 'realignment': 7525, 'rotterdam': 7922, '670': 1143, 'naming': 6335, 'francebased': 4295, 'technip': 8975, 'grounds': 4531, '12302010': 207, '01312011': 20, 'winded': 9799, 'roving': 7931, 'applicant': 1697, 'categorically': 2398, 'wahlroos': 9673, 'rsa': 7941, '750': 1202, 'lassi': 5529, 'hietanen': 4706, 'burns': 2270, 'reduces': 7588, '20112015': 511, 'euro18': 3867, 'honkajoki': 4770, 'findest': 4137, 'protein': 7347, 'animal': 1648, 'fat': 4047, '200000': 476, 'bcd': 1981, 'porvoo': 7131, 'refinery': 7602, 'actively': 1434, 'wwwcountryelementscouk': 9870, 'patricia': 6856, 'burt': 2272, 'selection': 8185, 'hooked': 4776, 'rugs': 7950, 'dyed': 3402, 'dyes': 3403, 'kilos': 5384, 'oka': 6584, 'nonresidential': 6468, 'logistical': 5742, 'latvijas': 5542, 'finieris': 4142, 'spot': 8566, 'alerts': 1566, 'queue': 7433, 'locationbased': 5729, 'trends': 9258, 'appealing': 1688, 'poy': 7166, 'tanqia': 8938, 'dibba': 3201, 'fzc': 4367, 'ownerengineer': 6750, 'wastewater': 9711, 'emirate': 3556, 'fujairah': 4336, 'uae': 9344, 'ultrascan': 9361, 'crackers': 2938, 'onetime': 6620, 'password': 6847, 'sent': 8205, 'additionally': 1457, 'automate': 1864, 'preparation': 7199, 'risen': 7867, 'depositary': 3137, 'eur46': 3810, 'eur386': 3794, 'ventures': 9561, 'hervy': 4700, 'denied': 3122, 'ova': 6735, 'notified': 6505, '14432000': 286, 'pequot': 6917, '963': 1339, 'hiring': 4733, 'differs': 3212, 'roads': 7880, 'bridges': 2211, 'shops': 8312, 'broad': 2225, 'shipyards': 8302, 'households': 4795, 'repayment': 7714, 'debenture': 3059, 'collect': 2631, 'irrevocable': 5150, 'commitments': 2673, 'garry': 4391, 'mcguire': 5996, 'rmg': 7875, 'lenders': 5607, 'samas': 8020, 'poh1s': 7087, 'svenska': 8848, 'handelsbanken': 4586, 'shb': 8277, 'eur160m': 3751, 'usd213m': 9460, '854mn': 1271, '730mn': 1189, 'restrictions': 7803, 'noora': 6476, 'niiininoski': 6432, 'explains': 3965, 'fit': 4176, 'timeless': 9127, 'style': 8727, 'sixmonth': 8387, 'eur143': 3742, 'sealed': 8131, 'pound': 7155, 'cooper': 2872, 'specialised': 8527, '45tonne': 931, '67': 1142, 'insurer': 5041, 'studying': 8725, 'feasibility': 4058, 'processed': 7267, 'fresh': 4314, 'zanadvorov': 9937, 'chance': 2474, '560': 1041, 'deemed': 3084, 'finnlines': 4159, 'estimation': 3703, '50000': 989, 'steelmaker': 8644, 'drop': 3374, 'uncertainty': 9373, 'drought': 3377, 'resulting': 7809, 'decline': 3075, 'increasingly': 4931, 'history': 4736, 'prospects': 7341, '053': 57, '4004': 872, '077': 68, '4787': 953, '108': 139, '3756': 827, 'files': 4112, 'backup': 1907, 'boring': 2155, 'budapest': 2251, 'egeszsegbolt': 3500, 'bluewin': 2113, 'adequacy': 1461, 'basel': 1965, 'rap1v': 7483, 'eur18': 3757, 'growhow': 4536, 'fertilizer': 4089, 'normally': 6486, 'stronger': 8712, 'ilk2s': 4864, '141': 271, 'install': 5023, 'superstructures': 8801, 'partihallsforbindelsen': 6832, 'gothenburg': 4484, 'inaugurated': 4909, 'varkaus': 9527, 'utilizing': 9484, 'residues': 7769, 'productional': 7282, 'sievi': 8330, 'clausen': 2565, 'refused': 7613, 'consider': 2788, 'citadele': 2546, 'eijkens': 3509, 'colourful': 2640, 'individualising': 4953, 'virala': 9605, '025': 29, 'kaupunkin': 5338, 'talotekniikka': 8921, 'leed': 5587, 'designation': 3158, '282000': 684, 'squarefoot': 8574, 'speculative': 8541, 'lakeville': 5505, 'shipyard': 8301, 'andalusia': 1638, 'noop': 6475, 'recalling': 7541, 'tourists': 9198, 'renesas': 7686, '3378': 772, 'strengths': 8701, 'spokesman': 8554, 'supermarket': 8798, 'niche': 6426, 'firmed': 4165, 'consultation': 2817, 'appropriate': 1710, 'occupiers': 6548, 'approvals': 1712, 'decisionmaking': 3070, 'bodies': 2127, 'bim': 2064, 'modeling': 6192, 'imports': 4897, 'promote': 7318, 'emissionfree': 3559, 'advisors': 1488, 'sriperumbudur': 8575, 'wintek': 9809, 'chennai': 2503, '64046460': 1122, 'average': 1881, 'patrizia': 6858, 'eur3bn': 3797, 'intertek': 5094, 'inspection': 5018, 'natlabs': 6349, 'pursue': 7396, 'genetically': 4420, 'engineered': 3603, 'cells': 2427, 'auto': 1863, 'mpra': 6267, 'paint': 6778, 'kraski': 5449, 'teks': 8997, 'unique': 9401, 'mastercard': 5962, 'outplacement': 6727, '111': 155, 'delivers': 3110, 'fulfilment': 4342, 'diversify': 3287, 'noticeable': 6503, '1523': 314, '327': 756, '5050': 994, 'comprised': 2733, 'carrierrelated': 2372, 'synergies': 8878, 'sixyear': 8391, 'historic': 4735, 'merchandising': 6054, 'selections': 8186, 'reflect': 7604, 'evolving': 3901, 'behavior': 2002, 'sawn': 8074, 'posting': 7147, 'iittala': 4863, '118000': 185, 'leasable': 5575, 'vacancy': 9494, 'roughly': 7924, 'let': 5616, 'ericsson': 3673, 'logo': 5744, 'trademarks': 9215, 'succeed': 8755, 'krister': 5453, 'kylas': 5479, 'leave': 5581, 'redevelopment': 7583, 'refinancing': 7599, 'initiate': 4991, 'sole': 8476, 'pershare': 6938, 'storm': 8674, 'fox': 4287, 'luhr': 5797, 'jensen': 5213, 'williamson': 9793, 'marttiini': 5954, 'sufix': 8765, 'bofa': 2129, 'downgraded': 3347, 'swedishfinnish': 8860, 'sterv': 8650, 'upm1v': 9435, 'underperf': 9380, 'grappling': 4508, 'pushed': 7401, 'drinks': 3367, 'mineral': 6142, 'waters': 9721, 'bestin': 2032, 'dog': 3314, 'multiples': 6285, 'knowhow': 5405, 'implemented': 4889, '80565': 1239, 'equaling': 3656, '011': 16, '613': 1093, '753': 1205, 'broadbased': 2227, 'wig': 9788, 'session': 8236, '6500334': 1129, 'pts': 7370, 'bluechip': 2109, 'wig20': 9789, '368715': 816, 'succeeds': 8757, 'walter': 9686, 'gnter': 4466, 'aspokem': 1790, '891': 1294, '1168': 177, 'evli': 3900, 'epi': 3651, 'sotkamo': 8495, 'nickelzinc': 6428, 'usmanov': 9475, '338': 773, 'eur33m': 3788, 'secondquarter': 8148, 'motorcyclist': 6253, 'improving': 4905, 'motorcyclists': 6254, 'diminished': 3226, 'aviation': 1884, 'asmi': 1782, 'kansas': 5302, 'airport': 1546, 'eur422': 3805, '754': 1206, 'inventors': 5112, 'ridge': 7851, 'justin': 5269, 'bao': 1945, 'yiliang': 9916, 'karczewicz': 5308, 'marta': 5949, '1451': 289, 'estonian': 3706, 'parliament': 6816, 'amendments': 1614, 'excise': 3918, 'duty': 3398, 'add': 1452, '042': 46, 'liter': 5698, 'gasoline': 4396, 'hypotek': 4827, 'covered': 2930, 'egypt': 3503, 'visitors': 9620, 'attend': 1827, 'wwwglassworldexcom': 9872, 'sport': 8562, 'franc': 4293, 'sharpest': 8274, 'nembv': 6381, 'koduextra': 5411, 'nonfood': 6461, 'ky': 5477, 'rukax': 7952, 'scantukka': 8092, 'cdp': 2416, 'formal': 4254, 'statistical': 8630, 'evaluation': 3888, 'therapeutic': 9074, 'capture': 2352, 'jortikka': 5233, 'etera': 3708, 'mutual': 6302, 'tenant': 9026, 'thirtyone': 9091, 'consecutive': 2783, 'quarters': 7431, 'ninemonth': 6438, 'eur61': 3828, 'll': 5711, 'ovi': 6746, 'fun': 4349, 'downloading': 3349, 'favorite': 4051, 'wellmont': 9761, '329': 758, 'globally': 4458, 'fulfillment': 4341, '79000': 1227, '25349': 626, '24551': 603, 'automatically': 1867, 'principally': 7243, 'employ': 3565, 'valley': 9509, 'inform': 4971, 'ir': 5143, 'johanna': 5223, 'koskinen': 5432, 'participation': 6826, 'telephone': 9014, 'electrically': 3524, 'driven': 3369, 'nurminen': 6524, 'railway': 7457, 'forwarding': 4272, 'medical': 6021, 'eur16': 3750, '2012': 512, 'metre': 6079, 'yaroslavl': 9903, '16400': 355, 'defences': 3088, 'mature': 5978, 'attackers': 1824, 'trojans': 9270, 'detect': 3172, 'capturing': 2354, 'grabbing': 4494, 'screen': 8122, 'shots': 8319, 'captures': 2353, 'keylogging': 5367, 'injection': 4996, 'africaand': 1503, 'jaakko': 5186, 'vilo': 9600, 'madison': 5833, 'wis': 9817, 'prnewswire': 7255, 'announces': 1655, 'scissor': 8113, 'handles': 4592, 'euro603': 3872, '781': 1221, 'euro3': 3870, '431': 904, 'euro172': 3866, 'euro0': 3862, '2342007': 578, '144': 284, '151': 307, 'dragged': 3356, 'poor': 7113, 'eur29': 3777, 'eur19': 3759, 'eur155': 3747, '589': 1068, 'qpr1v': 7419, 'eur63': 3831, 'brokerage': 2234, 'true': 9276, 'turning': 9310, 'proceeds': 7265, 'agro': 1528, 'warehousing': 9693, '81': 1243, 'onetenth': 6618, 'preceding': 7176, 'accelerated': 1388, 'matching': 5965, 'kpi': 5442, 'tool': 9172, 'catalysts': 2395, 'polyolefin': 7106, 'mc3090': 5990, 'pdas': 6886, 'poundstretcher': 7157, 'operatives': 6644, 'korean': 5429, 'techsavvy': 8985, 'pack': 6765, 'gill': 4443, 'hyunchang': 4828, 'newswires': 6419, 'interview': 5096, 'aho': 1532, 'lordicola': 5760, 'espana': 3688, '148': 296, 'lost': 5765, '4mn': 982, 'failed': 4023, 'occupies': 6549, 'ground': 4529, 'dropping': 3376, 'cto': 2976, 'esko': 3686, 'myllyla': 6306, 'scene': 8094, '119': 187, 'chikunov': 2509, '722007': 1182, '56955': 1050, 'vahur': 9500, 'cooperating': 2874, 'deploy': 3134, 'lightsquared': 5654, '5000': 988, '3500': 787, 'deputy': 3145, '2500': 616, 'giant': 4439, '995': 1352, '86936': 1279, 'eur25': 3769, 'appointments': 1706, '369': 817, '20042005': 484, 'thirds': 9089, 'assessing': 1793, 'crews': 2954, 'wastes': 9710, 'fewer': 4090, 'smartphones': 8444, 'booked': 2140, '786': 1224, 'extends': 3988, 'geographies': 4427, 'directly': 3237, 'select': 8183, 'cv': 3007, 'attach': 1821, 'sixth': 8389, 'fibertothehome': 4098, 'ftth': 4331, 'shrank': 8324, '4759': 951, 'scout': 8120, 'threatening': 9097, 'grapevine': 4505, 'rebates': 7535, 'grants': 4504, 'rehu': 7635, 'eligible': 3541, '10500': 124, 'euronext': 3878, '7327': 1190, 'fullyowned': 4348, 'safran': 7994, 'sna': 8453, 'lease': 5576, 'resettlement': 7764, 'fivestar': 4181, 'hilton': 4729, 'rooms': 7908, 'ruselprom': 7963, 'kw': 5476, 'cause': 2405, '17mn': 394, 'pending': 6905, 'removable': 7679, 'multiple': 6284, 'stamps': 8599, 'african': 1504, 'graphic': 4506, 'adjustments': 1468, 'composites': 2727, 'midnighttrader': 6115, '29000': 690, '012': 18, '1670': 364, 'kicking': 5376, 'territory': 9047, 'aftersales': 1507, 'volkswagen': 9639, 'audi': 1837, 'emailed': 3550, 'sverige': 8850, 'burdened': 2268, 'incentive': 4912, 'lihakunta': 5657, 'itikka': 5177, 'osuuskunta': 6709, 'unveiled': 9421, 'resurrect': 7811, 'ailing': 1534, 'loviisa': 5774, 'lgu': 5627, 'hack': 4567, 'nefarious': 6371, 'tweets': 9322, 'activated': 1430, 'clicked': 2573, 'surfers': 8826, 'mouse': 6260, 'cursors': 2991, '510': 1000, 'canceled': 2330, 'textiles': 9062, '799': 1229, '104': 117, '109': 142, 'midstrength': 6120, 'commencing': 2656, '1553': 323, '1408': 270, 'fabrics': 4007, 'necessary': 6366, '18mn': 422, 'wet': 9771, 'calculated': 2306, '100000': 88, 'biscuit': 2085, 'cartons': 2382, '25gsm': 639, 'lighter': 5651, 'co2': 2598, 'saved': 8066, 'equal': 3655, 'driving': 3373, 'molecules': 6212, 'grip': 4525, 'topspeed': 9179, 'possession': 7139, 'tenth': 9031, '006': 11, 'silja': 8348, 'attributes': 1832, 'problems': 7260, 'booking': 2141, 'trailer': 9224, 'sky': 8414, 'riga': 7853, 'helsinkistockholm': 4693, '1504': 305, '204': 519, '1249': 209, 'disappointment': 3246, 'folded': 4223, 'begins': 2000, 'singles': 8370, 'albums': 1560, 'streaming': 8690, 'maine': 5848, 'strength': 8696, 'bavaria': 1974, 'industriekapital': 4962, 'offenburg': 6564, 'kolkata': 5416, 'takoma': 8908, 'moventas': 6263, 'parkano': 6813, 'runs': 7961, 'teollisuuden': 9034, 'voima': 9636, 'shortlisted': 8314, 'euapwr': 3716, 'areva': 1740, 'toshiba': 9184, 'ge': 4404, 'hitachi': 4738, 'nuclear': 6519, 'hydro': 4821, 'actors': 1439, 'repair': 7712, '6453': 1125, '5636': 1044, 'fourthquarter': 4285, 'tripled': 9268, 'soaring': 8462, 'turntable': 9313, 'anode': 1660, 'vibrocompactors': 9578, 'gansu': 4384, 'hualu': 4802, 'aluminum': 1608, 'unnamed': 9416, 'costumer': 2912, 'pa': 6762, 'jpmorgan': 5244, 'chase': 2494, 'jpm': 5243, 'pohjoa': 7089, 'leadmanagers': 5567, 'unsecured': 9419, 'forwards': 4273, 'novator': 6508, 'shareholding': 8268, 'exceed': 3908, 'onefifth': 6613, 'activate': 1429, 'harvesting': 4630, 'mid2009': 6109, 'aforementioned': 1501, 'funding': 4357, 'considerably': 2789, 'cds': 2417, 'ranging': 7474, 'activeness': 1435, 'cumulative': 2983, '531': 1020, '192007': 432, '4914': 970, 'adjusted': 1465, 'campofrio': 2326, 'groupe': 4533, 'smithfield': 8447, 'sfd': 8252, 'forwarded': 4271, 'unknown': 9410, 'logged': 5738, 'stadigh': 8588, 'arteva': 1758, 'vicechairman': 9580, 'telecomms': 9005, 'tiein': 9109, 'dramatic': 3359, 'rush': 7964, 'room': 7907, 'modify': 6203, 'indicated': 4946, 'sponsors': 8560, 'big': 2057, 'endowment': 3591, 'library': 5629, 'midwest': 6122, 'dct': 3050, 'tissue': 9138, 'qcsdcs': 7415, 'matches': 5964, 'viewing': 9590, 'wwwsampocomir': 9882, 'widen': 9783, 'uncertainties': 9372, 'cloud': 2595, 'grinding': 4524, 'internationally': 5088, 'hardest': 4621, 'verbund': 9563, 'casing': 2385, 'vat': 9538, 'pivotable': 7030, 'rotation': 7921, 'axis': 1896, 'simplify': 8361, 'midsized': 6119, 'unified': 9394, 'shared': 8265, 'logging': 5739, 'auditing': 1841, 'noa1v': 6446, 'eur55': 3819, '1931': 439, '3056': 719, '2300': 566, '1800': 397, 'fixedperiod': 4185, 'parttime': 6841, 'apriloctober': 1720, 'lteready': 5795, 'multiradio': 6288, 'band': 1935, '2100': 531, '2600': 642, 'bands': 1936, 'welcomes': 9754, 'dart': 3033, 'dallascity': 3024, 'fcu': 4056, 'languages': 5515, 'master': 5960, 'mayawas': 5986, 'jointly': 5228, 'ufa': 9349, 'fremantlemedia': 4308, 'advertised': 1483, 'maxis': 5984, '88500': 1290, 'poy1v': 7167, 'venezuel': 9558, 'investing': 5121, 'saarijarvi': 7981, 'employers': 3571, 'seventythree': 8249, 'archestra': 1730, 'wonderware': 9829, '1862': 413, 'heineken': 4677, 'hartwall': 4628, 'arranged': 1747, '197mn': 455, 'isoprene': 5157, 'tree': 9254, 'species': 8537, 'hevea': 4702, 'brasiliensis': 2191, 'rubber': 7947, 'universal': 9406, 'sony': 8490, 'warner': 9696, 'emi': 3555, 'rotana': 7920, 'mazzika': 5988, 'melody': 6041, 'platinum': 7055, 'records': 7566, 'aggregator': 1515, 'orchard': 6669, 'diagnostic': 3195, 'biobv': 2066, 'usd0': 9454, 'flsmidth': 4213, 'violated': 9604, 'voicemail': 9635, 'housed': 4794, 'kraftliner': 5447, '1145': 171, 'kapthing': 5305, 'informed': 4973, 'intent': 5058, 'lahden': 5498, 'lampokasittely': 5508, 'heatmasters': 4666, 'treatment': 9250, 'productionrelated': 7283, 'associates': 1802, 'wholly': 9780, 'bad': 1909, 'barbeque': 1947, 'dozen': 3353, 'depending': 3132, 'eur17': 3754, 'eur1149': 3731, 'spend': 8545, 'synergy': 8879, 'materialise': 5967, 'arto': 1764, 'ryymin': 7976, '1964': 451, 'replace': 7721, 'kaisanlahti': 5289, 'evp': 3902, 'welfare': 9756, 'emsa': 3577, 'juri': 5263, 'lember': 5600, 'bns': 2119, 'heard': 4659, 'earnout': 3436, 'eur436': 3808, 'dragonfly': 3357, 'love': 5772, 'finish': 4143, 'n8': 6318, 'original': 6688, 'maritime': 5930, 'ships': 8300, 'ignored': 4857, 'warnings': 9698, 'icy': 4838, 'paperboard': 6799, 'reclaimed': 7556, 'lisle': 5692, 'ill': 4868, 'arokarhu': 1745, 'scanned': 8089, 'disappeared': 3244, 'pressed': 7215, '712': 1176, '1111': 156, '571': 1053, 'saudi': 8060, 'arabia': 1725, 'arab': 1724, 'emirates': 3557, 'qatar': 7414, '654': 1132, 'md': 5997, 'silvennoinen': 8350, 'specialising': 8529, 'volunteers': 9645, 'digicel': 3217, '19000': 425, 'tents': 9032, 'haiti': 4570, 'maarten': 5823, 'boute': 2172, 'expenditures': 3952, 'hiab': 4704, 'mississippi': 6162, 'swoope': 8867, 'mda': 5998, 'eur297': 3778, 'eur107': 3727, 'payout': 6874, 'eur14': 3741, 'sep': 8209, 'te': 8967, '179mn': 392, '188mn': 419, 'sacanfil': 7988, 'proving': 7364, 'cellphone': 2426, 'truly': 9277, '6131': 1094, 'canvas': 2336, 'expression': 3982, 'mobileinspired': 6187, 'sentiments': 8207, 'server': 8228, 'backups': 1908, 'mwe': 6304, 'modification': 6202, 'effluent': 3494, 'follum': 4230, 'backlog': 1906, 'kenneth': 5356, 'bower': 2175, 'vista': 9621, 'cision': 2545, '46763': 942, 'sq': 8572, 'buildings': 2257, '19631': 450, 'vehvilainen': 9550, 'lulu': 5801, 'tarmo': 8955, '255': 630, 'eur59': 3823, 'chargers': 2486, '659': 1135, 'pieces': 7001, 'korhonen': 5430, 'editor': 3476, 'lapin': 5520, 'kansa': 5301, 'forthcoming': 4263, 'gps': 4492, '1251': 211, '15us': 336, 'citigroup': 2549, 'managers': 5882, '292': 694, 'loader': 5719, 'bae': 1911, 'sullivan': 8775, 'really': 7529, 'provisions': 7367, 'normative': 6488, 'documents': 3311, 'functioning': 4352, 'kauppalehti': 5335, 'surmises': 8829, 'comfort': 2650, 'delhaize': 3101, 'vocal': 9630, 'pda': 6885, 'wt4090': 9862, 'bergvik': 2027, 'earns': 3437, 'appreciation': 1707, 'expands': 3944, 'januarydecember': 5196, '390': 845, '36780': 813, 'poorest': 7114, 'pietinalho': 7005, 'doctors': 3308, 'motivate': 6250, 'smoke': 8448, '851': 1267, 'walden': 9678, 'ignatius': 4856, 'ingen': 4981, 'respiratory': 7786, 'yliopistonrinne': 9920, '7900': 1226, '12800': 219, 'representation': 7737, 'romanian': 7904, 'lei': 5595, 'mln1': 6173, 'espoon': 3691, 'kaupunki': 5337, 'threeyear': 9100, 'tapings': 8945, 'jimmy': 5218, 'kimmel': 5386, 'feet': 4078, 'norvestia': 6495, '306': 720, '335': 769, '436': 909, 'incident': 4915, 'happened': 4613, '192': 430, '196': 448, 'exel': 3929, 'mmh': 6177, 'usbased': 9452, 'morris': 6242, '909': 1305, '745': 1199, 'peigs': 6896, 'wwwpeigsse': 9879, 'sardus': 8045, 'latta': 5537, 'maltider': 5872, 'meals': 6000, 'marubeni': 5955, 'ghg': 4437, 'emission': 3558, 'overseas': 6742, 'locally': 5725, 'cornerstones': 2889, 'churned': 2531, 'courtship': 2926, 'agreeing': 1522, 'mapping': 5910, '1401': 268, '1318': 238, 'projected': 7306, 'pirila': 7023, 'features': 4062, 'valueadded': 9513, 'shopinshops': 8308, 'chicago': 2505, 'francisco': 4297, '19percent': 470, 'hurt': 4816, 'hienonen': 4705, 'winner': 9804, '2g': 705, 'supplied': 8808, 'headboxes': 4648, 'rectifier': 7574, 'roll': 7897, 'imatra': 4877, '19200square': 434, 'postponement': 7149, 'negotiation': 6376, 'entitles': 3635, 'subscribe': 8739, 'ends': 3592, 'matter': 5974, 'topical': 9176, 'drafted': 3355, 'scrap': 8121, 'oldage': 6592, 'pensions': 6911, 'favorable': 4050, 'examining': 3906, 'governed': 4487, 'laws': 5550, 'dnabased': 3304, 'quick': 7434, 'concerned': 2747, 'redundancies': 7592, 'premedia': 7193, 'eur15m': 3749, 'invoicing': 5132, 'sharply': 8275, 'afternoon': 1506, 'surprise': 8832, 'overshadowed': 6744, '819': 1248, '644': 1124, 'controlling': 2855, 'merger': 6059, 'po': 7084, 'powerful': 7162, 'dover': 3344, 'calais': 2303, 'rauma': 7496, 'yard': 9901, 'suistio': 8769, 'elimaki': 3543, 'apparatus': 1684, 'flag': 4190, 'nineyear': 6439, 'leaseback': 5577, 'newest': 6406, 'airbus': 1542, 'a330': 1357, 'syndication': 8877, '138': 258, '146mn': 292, '267mn': 655, 'biotherapeutics': 2080, 'amex': 1620, 'prospectus': 7342, 'eur127': 3737, 'twoyear': 9329, 'scandinavia': 8085, 'requisition': 7756, 'itg': 5176, '627000': 1110, '1033': 114, 'faller': 4029, '869': 1278, '1135': 167, '333241': 767, '047': 50, '1168732': 178, 'projektivuokraus': 7309, 'vtmrakennuskonevuokraamo': 9661, '326percent': 755, 'continents': 2834, 'currencies': 2987, 'subscribers': 8742, '127': 216, '1476': 295, '044': 48, '226': 559, 'strelny': 8695, 'suburbs': 8754, 'megawatt': 6036, 'austin': 1849, 'sept': 8221, 'compression': 2730, '1035': 116, 'cdli': 2414, 'harbour': 4619, '003': 7, '681': 1152, 'tlcom': 9144, 'pellissier': 6901, 'shortlived': 8315, '10113': 99, 'ev3': 3885, 'adjusting': 1466, 'jeopardising': 5214, 'bk': 2091, 'optiflex': 6653, 'kdg': 5347, 'bidirectionality': 2055, 'renzo': 7705, 'piano': 6996, 'wonderful': 9828, 'skyline': 8415, 'noud': 6506, 'veeger': 9545, '134': 248, '612': 1091, 'kausta': 5339, 'highrises': 4723, 'virsuliskes': 9609, '1520': 311, 'justified': 5268, 'pass': 6844, 'hurdles': 4815, 'rop': 7909, 'practitioners': 7171, 'committed': 2675, 'gogol': 4470, 'tunnel': 9296, 'crossing': 2964, 'michelin': 6102, 'pirelli': 7022, 'paris': 6810, 'stefan': 8646, 'capitalize': 2346, 'prolongation': 7311, 'lowerend': 5780, 'touchscreen': 9194, 'cheaper': 2497, 'highervolume': 4712, 'stationery': 8628, 'relocate': 7665, 'loudeac': 5769, 'marcel': 5915, 'morvillars': 6245, 'hook': 4775, '298': 699, '5798': 1063, '4572': 929, 'omitted': 6606, 'rightfully': 7855, 'nonresponsive': 6469, 'bicycle': 2050, 'kit': 5395, 'mm': 6176, 'reorganise': 7709, 'mo': 6184, 'rana': 7471, '258': 636, 'mercator': 6052, 'logistic': 5741, 'slovenia': 8434, 'markka': 5943, 'oksanen': 6589, 'harald': 4617, 'kaaja': 5283, 'salokannel': 8012, 'kangasala': 5300, 'palin': 6786, 'viiala': 9593, 'mids': 6117, 'browsing': 2241, '383000': 836, 'excerpt': 3913, 'article': 1760, 'rimi': 7862, 'magistral': 5839, 'believes': 2012, 'reservations': 7760, 'rerouting': 7757, '623': 1106, '512': 1001, '1357': 253, 'genuine': 4423, 'cancellation': 2331, 'acquitted': 1422, 'pricefixing': 7230, 'conspiracy': 2804, 'telecominvest': 9004, 'payphones': 6875, 'peterservis': 6959, 'minor': 6156, '483': 959, '724': 1183, 'yakima': 9898, 'downturns': 3352, 'forms': 4259, 'clientele': 2577, 'deka': 3098, 'showroom': 8322, 'fortitude': 4264, 'ashley': 1771, '43pc': 913, 'pounds': 7156, '900m': 1299, 'float': 4204, 'aladdin': 1554, 'kaspersky': 5325, 'marshal': 5947, 'mcafee': 5991, 'panda': 6790, 'proofpoint': 7322, 'sophos': 8493, 'symantec': 8870, 'micro': 6103, 'tumbleweed': 9293, 'websense': 9741, 'glassfiber': 4453, 'reinforcement': 7641, 'carolina': 2367, 'kveyt': 5475, 'suomalainen': 8787, 'pekoni': 6899, 'marketed': 5935, 'pnaas': 7081, 'pnabs': 7082, 'kospa': 5434, 'unilever': 9398, 'sinappi': 8365, 'longestablished': 5751, 'involves': 5135, 'documentation': 3310, 'larox': 5526, 'composite': 2726, 'tubes': 9287, '193': 437, 'browse': 2239, 'numbers': 6522, 'activating': 1431, 'rentalrelated': 7702, 'bakman': 1921, 'tallinnhelisnki': 8918, 'claiming': 2557, 'energyefficient': 3599, 'eur120m': 3734, 'lagardere': 5496, '11440': 170, '14811': 297, 'rumors': 7957, 'tulikivi': 9290, 'heatretaining': 4667, 'soapstone': 8461, 'fireplaces': 4163, 'ceramics': 2449, 'linkspans': 5680, 'jordan': 5231, 'morocco': 6240, 'separationfiltration': 8215, 'pipeline': 7017, 'face': 4009, 'valuation': 9511, 'prevailing': 7223, 'salovaara': 8016, 'cutter': 3004, 'standing': 8605, 'petersburgbased': 6958, 'expenditure': 3951, 'founder': 4277, 'jorma': 5232, 'takanen': 8903, 'jon': 5229, 'risfelt': 7868, 'europolitan': 3882, 'sas': 8049, 'nyman': 6533, 'schultz': 8106, 'gambro': 4380, 'renal': 7683, 'velimatti': 9552, 'mattila': 5977, 'significance': 8338, 'emphasised': 3563, 'attractive': 1830, '1954': 447, '1552': 322, '79': 1225, 'compare': 2693, 'worldleading': 9847, 'crosscountry': 2963, 'skier': 8404, 'virpi': 9608, 'kuitunen': 5467, 'engine': 3601, '18321': 406, 'powered': 7161, 'generating': 4415, 'hybrid': 4819, 'delivering': 3109, 'creation': 2949, 'hfc': 4703, 'fibrecoaxial': 4100, 'xdsl': 9891, 'etth': 3713, '1107': 153, '865': 1276, 'avc': 1877, 'systemhaus': 8885, '614': 1095, 'decker': 3073, 'husqvarna': 4817, 'ks': 5462, 'ryobi': 7975, 'scotts': 8119, 'miraclegro': 6160, 'van': 9517, '261': 647, '359': 802, 'highlights': 4718, 'response': 7789, 'request': 7749, 'ball': 1927, 'treating': 9249, 'pilanesberg': 7008, 'vianor': 9576, 'outcome': 6716, 'sneed': 8458, 'hearing': 4660, 'lumene': 5803, 'cosmetics': 2903, 'popularity': 7117, 'optimization': 6657, 'heating': 4665, 'acnielsen': 1414, 'scantrack': 8091, 'comparative': 2692, 'hull': 4807, 'unc': 9370, 'charlotte': 2490, 'connector': 2781, 'branches': 2185, 'walking': 9681, 'skiers': 8405, 'framework': 4291, 'meego': 6027, 'phases': 6978, 'arvo': 1766, 'vuorenmaa': 9664, 'licence': 5630, 'confident': 2766, 'corrected': 2893, 'asahi': 1768, 'kasei': 5323, 'buckeye': 2249, 'ei': 3505, 'supervision': 8803, '17000': 373, 'foot': 4235, 'mount': 6258, 'everest': 3894, 'mountain': 6259, 'climbers': 2583, '29035foot': 691, 'surf': 8821, 'videos': 9585, 'exploits': 3967, 'eur111': 3730, '275': 669, '1649': 359, 'oldest': 6593, 'lightweight': 5655, '203': 518, '742': 1197, 'amanda': 1610, 'unquoted': 9417, 'adpnews': 1477, '854meur': 1270, '5718': 1054, 'statedowned': 8620, 'pharmacy': 6975, 'monopoly': 6225, 'apoteket': 1682, 'priced': 7229, 'eur1bn': 3760, 'usd1': 9455, '99889': 1353, '2205': 552, '4700': 945, 'netact': 6386, 'leipurin': 5597, 'internationalizing': 5087, '1214': 198, '1655': 361, 'krippl': 5451, 'eur500': 3815, 'soyoats': 8512, 'entering': 3621, '30000': 712, 'boiler': 2132, '6800': 1150, 'solids': 8481, 'evaporation': 3889, 'thermal': 9077, '1600': 339, 'thebault': 9069, 'plyland': 7077, 'partially': 6820, 'offset': 6575, 'celbi': 2422, '939': 1321, '1373': 257, 'fallers': 4030, '286': 686, '509': 996, '1910': 429, 'meur': 6089, '3078': 723, 'preempt': 7184, 'mohammed': 6207, 'zainalabedin': 9936, 'zain': 9935, 'bahrain': 1917, '190000': 426, '70000': 1168, 'ringman': 7864, 'identical': 4844, 'governance': 4486, 'committees': 2677, 'settop': 8242, 'verification': 9564, 'signatures': 8336, 'stateapproved': 8617, 'cast': 2386, 'industryindependent': 4965, 'multilingual': 6279, 'applicable': 1696, 'sizes': 8394, 'elite': 3545, 'residence': 7765, 'tower': 9201, 'tameer': 8926, 'heart': 4662, 'dubai': 3386, 'marina': 5926, 'naturally': 6351, 'occurring': 6552, 'extract': 3996, 'handlers': 4591, 'liora': 5682, 'bag': 1912, 'votorantim': 9655, 'celulose': 2432, 'papel': 6797, 'vcp': 9541, 'conglomerate': 2772, 'mantyharju': 5900, 'findings': 4138, 'vicinity': 9582, 'paviljonki': 6867, 'distance': 3273, 'loadbearing': 5718, 'partition': 6833, 'wall': 9682, 'tie1v': 9107, 'plunged': 7073, '294': 697, '439': 912, '29659239': 698, '322705218': 752, 'irrevocably': 5151, '9526089': 1333, 'excited': 3919, 'partnering': 6836, 'rbff': 7505, 'leaders': 5564, 'promotion': 7320, 'managment': 5885, '3009': 715, '2761': 673, '299': 700, '11000': 151, 'blindspots': 2099, 'vantage': 9522, 'investigators': 5120, 'resolution': 7773, 'unbroken': 9369, '275000': 670, '395000': 851, '270000': 664, '388000': 843, 'employer': 3569, 'quitting': 7438, 'pays': 6877, 'nicotine': 6429, 'treatments': 9251, 'aug': 1844, 'vataja': 9539, 'virve': 9612, 'inget': 4983, 'gartner': 4392, 'subsidy': 8748, 'lngfuelled': 5715, 'parnu': 6817, '020': 27, 'intention': 5059, 'retire': 7820, 'tlv1v': 9147, 'merrill': 6066, 'lynch': 5815, 'bookrunners': 2143, 'eur250m': 3770, 'usd332m': 9462, 'altia': 1600, '426': 899, '395': 850, 'pitprodukt': 7028, 'higherthanexpected': 4711, '1500': 302, 'treats': 9252, 'negotiating': 6375, 'entrepreneurs': 3639, 'newcomer': 6404, 'seeking': 8163, 'fairly': 4026, 'justly': 5270, 'persistently': 6939, 'otto': 6713, 'bernhard': 2029, 'maijaliisa': 5845, 'friman': 4320, '7597': 1207, '0711': 67, 'grade': 4495, 'yield': 9915, 'grades': 4496, 'iterating': 5175, 'axes': 1895, 'simulating': 8363, 'approve': 1713, 'earned': 3432, 'competency': 2703, 'specialization': 8533, 'recentlyvia': 7550, 'fimentor': 4122, 'pcmagcom': 6882, 'blog': 2104, 'watch': 9713, 'running': 7960, 'tyrvn': 9339, 'tyrvææn': 9341, '432mn': 906, 'journeys': 5239, '7755': 1217, '6000': 1077, 'investlesprom': 5122, 'ski': 8402, 'advertisements': 1484, 'helmets': 4684, 'caps': 2351, '444210': 918, 'sourced': 8499, 'peat': 6890, 'agj': 1518, 'trh1v': 9260, 'resolved': 7776, 'eur5m': 3825, 'zloty': 9946, '569': 1049, 'mln42': 6174, 'auditor': 1842, 'rohwedder': 7894, 'underlying': 9379, '457': 928, 'skr': 8413, 'oneoffs': 6616, 'actually': 1442, '7309': 1188, 'hautaniemi': 4639, 'eur70m': 3842, 'dampened': 3028, 'apetit': 1679, 'item': 5173, 'dollars': 3323, 'stichting': 8653, 'pensioenfonds': 6908, '519': 1005, '5054': 995, '4735': 948, 'responsibilities': 7790, 'scf1v': 8095, 'ojalayhtyma': 6583, 'snag': 8455, 'rejected': 7646, 'homemarkets': 4762, 'leisure': 5598, 'curators': 2985, 'themes': 9073, '031': 36, 'telko': 9020, 'kaukomarkkinat': 5330, 'modem': 6195, '320': 745, '1063': 132, 'pohjantahti': 7088, 'bavelloni': 1976, 'nst': 6514, 'semiproducts': 8197, 'diapol': 3200, 'qa': 7413, 'sessions': 8237, 'diligence': 3222, 'rebuilds': 7539, 'errors': 3679, 'speeded': 8543, 'seudun': 8244, 'jætehuolto': 5282, '150000': 304, 'tonne': 9168, 'wasteburning': 9708, 'herttaassa': 4699, 'fallen': 4028, 'flagging': 4191, 'limit': 5665, 'mechanise': 6014, 'eucalyptus': 3718, 'plantations': 7044, 'sh': 8255, 'saving': 8067, 'lkab': 5710, 'lulea': 5800, 'velta': 9553, 'supplying': 8813, 'veltabranded': 9554, 'particularly': 6829, 'escalators': 3684, 'prohouse': 7304, 'rationalize': 7494, 'cooperationand': 2876, 'tied': 9108, 'ourmachinery': 6715, 'merchandise': 6053, 'depot': 3141, 'sdm': 8127, 'generator': 4417, 'hoists': 4748, 'transported': 9242, 'sizing': 8395, 'coating': 2607, 'erection': 3668, 'pon1v': 7109, 'swing': 8863, 'eur9': 3853, 'okhta': 6585, '700000': 1169, '2016': 516, 'agriculture': 1527, 'minister': 6149, 'helirvaldor': 4683, 'seeder': 8161, 'counterpart': 2915, 'sirkkaliisa': 8378, 'bar': 1946, 'photos': 6994, 'youtube': 9926, 'paulig': 6863, 'oscar': 6700, 'puljonki': 7380, 'proof': 7321, 'pharmacodynamic': 6972, 'humans': 4810, 'corroborate': 2900, 'dose': 3336, 'ranges': 7473, 'studies': 8723, '337': 771, '2400': 591, 'hands': 4597, 'januarynovember': 5200, '78017': 1220, '126': 215, 'fullfunction': 4344, 'weighs': 9752, 'kilograms': 5381, 'centimeters': 2438, 'hosting': 4787, 'participating': 6825, 'terminals': 9038, 'optionally': 6661, 'servers': 8229, 'assist': 1798, 'kapiteeli': 5304, '26862': 657, '12597': 214, 'costanza': 2905, 'washable': 9704, 'shade': 8256, 'pistachio': 7025, 'freight': 4306, 'fireplace': 4162, 'exceeded': 3909, 'brisker': 2220, '100mn': 95, 'securities': 8158, '565': 1045, '2329': 574, 'inverters': 5114, 'incorporating': 4926, '950mn1': 1332, 'kemijærvi': 5353, 'liquidated': 5687, 'loose': 5759, 'laborious': 5492, 'stressful': 8702, 'normal': 6483, 'principles': 7244, 'eur67': 3837, 'getinge': 4434, 'game': 4381, 'ivan': 5181, 'seidenberg': 8171, 'consistency': 2794, 'cross': 2962, 'plasterboard': 7048, 'lesprom': 5615, 'distributes': 3280, 'proves': 7356, 'proprietary': 7336, 'input': 5011, 'vegetable': 9546, 'prosperous': 7343, 'changshu': 2479, 'hongmei': 4768, 'issuance': 5161, 'eur182': 3758, 'myllykoski': 6305, 'eur286m': 3776, 'eur12m': 3738, 'clerical': 2571, 'hans': 4608, 'dalborg': 3023, 'reelection': 7595, '21503': 541, '692': 1161, '410': 884, '1331': 243, 'maintains': 5855, 'showcase': 8320, 'congress': 2773, 'entice': 3627, 'developers': 3185, 'leaves': 5582, 'participates': 6824, 'entities': 3631, 'presently': 7212, 'sun': 8783, 'hung': 4812, 'kolorit': 5418, 'financially': 4132, 'associate': 1800, 'lietuva': 5641, 'trader': 9216, '429': 900, 'lundmark': 5808, 'talking': 8912, 'reliance': 7663, 'upcoming': 9423, 'jamnagar': 5189, '152': 310, 'chilled': 2513, '260000squarefoot': 645, 'interdigital': 5070, 'christmas': 2529, 'satin': 8055, 'bow': 2174, 'shift': 8290, 'styled': 8728, 'outfits': 6719, 'worn': 9849, 'victoria': 9583, 'beckham': 1990, 'prom': 7313, 'frontedge': 4324, 'folding': 4224, 'maximizes': 5982, 'resilience': 7771, 'seamless': 8132, 'wwwmosmetroru': 9877, 'smart': 8442, 'magnetic': 5841, 'opens': 6634, 'students': 8722, 'faculty': 4022, 'tkk': 9143, 'lodged': 5736, 'claims': 2558, 'eur25m': 3772, 'incurred': 4934, 'lankapaja': 5516, 'sheetmetal': 8283, '20mn25mn': 528, 'fray': 4301, 'bentos': 2026, 'forestal': 4246, 'oriental': 6685, 'kroksberg': 5455, 'harnosand': 4626, 'veda': 9544, 'forming': 4258, 'gulf': 4556, '25000': 617, 'constructed': 2809, 'hydronic': 4826, 'cooling': 2870, 'investigate': 5117, 'streamlining': 8692, 'tightening': 9114, 'paijathame': 6775, 'membership': 6046, 'viisas': 9595, 'raha': 7454, 'wise': 9819, 'latvenergo': 5539, 'xpower': 9894, '631': 1115, '164': 354, '412': 885, '354': 794, 'glad': 4449, 'sodra': 8467, 'stiggoran': 8654, 'sandberg': 8032, 'emphasis': 3562, '850': 1264, 'warrant': 9699, 'announce': 1652, 'handheld': 4587, 'platforms': 7054, 'noponen': 6477, 'tse': 9283, '8002': 1235, 'adr': 1478, 'maruy': 5957, '1858': 410, 'legislative': 5591, 'wrt1v': 9861, 'liquefied': 5685, 'lng': 5714, 'psv': 7369, 'eidesvik': 3506, 'osl': 6701, 'eiof': 3513, 'navigators': 6356, 'bluetooth': 2112, 'sets': 8239, 'geberit': 4407, 'blaming': 2095, 'automated': 1865, 'tumkur': 9294, 'rs40': 7940, 'crore': 2961, '30mn': 728, '585236987': 1066, 'innofactor': 5001, 'sabah': 7985, 'sfi': 8253, 'locator': 5732, 'recoil': 7559, 'regeneration': 7619, 'hamina': 4580, 'licenses': 5633, 'purchasing': 7390, 'outright': 6729, 'cableway': 2295, 'challenging': 2470, 'periodend': 6927, 'equivalents': 3663, 'strongly': 8714, '92007': 1313, '333': 766, '22008': 551, 'unlimited': 9413, 'cincinnati': 2536, 'ohio': 6581, 'eur73': 3843, 'secured': 8156, 'involving': 5136, 'universiti': 9407, 'sains': 8000, 'trip': 9267, 'abn': 1373, '901': 1300, 'delisted': 3105, 'nmlist': 6445, 'accordingly': 1401, 'climbed': 2581, '1002': 92, 'surpassing': 8831, '953': 1334, 'turkish': 9303, 'doktas': 3318, 'reference': 7597, 'instruments': 5039, 'complexity': 2720, 'routine': 7930, 'kcitymarket': 5345, 'haavisto': 4566, 'rentals': 7703, 'demonstrates': 3117, '10012': 90, 'gsk': 4544, 'dartford': 3034, 'wwwkeskofi': 9876, 'lives': 5708, '70mn': 1173, 'dokumculuk': 3319, 'ticaret': 9104, 'sanayi': 8027, '926': 1314, '20102013': 506, 'ukmerge': 9355, 'targeted': 8951, 'malware': 5874, 'attacks': 1825, 'kapuli': 5306, 'mantsala': 5898, 'hankomantsalaporvoo': 4603, 'jarvenpaa': 5208, 'andrew': 1641, 'permit': 6934, 'biofuelfired': 2070, 'harbor': 4618, 'meteorology': 6075, 'sciences': 8112, 'seppo': 8218, 'parvi': 6843, 'uplift': 9432, '448': 922, 'kaukotelko': 5331, 'dissolved': 3272, '2595': 637, 'apollo': 1681, 'conferences': 2763, 'combines': 2646, '1750': 384, 'gmt': 4465, 'demerger': 3115, 'niemi': 6430, 'oriola': 6691, 'conditioning': 2755, 'adac': 1444, 'hallbergivarsson': 4573, 'macgregor': 5826, 'tallinnbased': 8917, 'aero': 1490, '23335': 576, '608': 1085, 'routes': 7929, 'capitals': 2347, 'collisions': 2636, 'repayments': 7715, 'demanded': 3113, 'overcharging': 6738, 'inspectorate': 5019, 'yen': 9912, 'fidelity': 4101, 'rolling': 7898, 'ghana': 4436, 'skat': 8400, 'readership': 7517, '194': 440, '245': 600, 'intellectual': 5049, 'relates': 7650, 'hydrocarbons': 4823, 'hydrocarbon': 4822, 'fuels': 4335, 'jet': 5215, 'blending': 2098, 'balanced': 1924, '1058': 128, '834': 1257, 'events': 3893, 'dealership': 3056, 'drawing': 3361, 'silver': 8351, 'fourdoor': 4281, 'altima': 1601, 'wire': 9814, 'width': 9786, '625': 1109, 'speed': 8542, 'mmin': 6178, 'boxboard': 2177, 'aeronautic': 1491, 'eads': 3426, 'nv': 6528, 'formation': 4256, 'plug': 7070, 'pipelines': 7018, 'halt': 4576, 'asks': 1780, '1800000': 399, 'cohen': 2620, 'steers': 8645, '534': 1022, '530': 1018, '4985': 977, 'deriving': 3150, 'utilising': 9482, 'consequence': 2786, 'withdrawn': 9823, 'petition': 6961, 'suspend': 8839, 'closure': 2592, 'depots': 3142, 'identified': 4846, 'spanning': 8519, 'strait': 8681, 'preferred': 7190, 'rising': 7869, 'hampshire': 4583, '14000': 266, 'powerless': 7163, '462000': 934, '664000': 1139, 'license': 5632, 'expires': 3963, '664': 1138, 'logical': 5740, 'weakness': 9733, 'sequenced': 8223, 'apparently': 1686, 'utilised': 9480, 'geenrated': 4408, '4th': 984, 'fundamentals': 4355, 'virent': 9606, 'person': 6940, 'catalytic': 2396, 'financings': 4135, 'defined': 3090, 'seppanen': 8217, 'slogan': 8430, 'misleading': 6161, 'instead': 5030, 'nonbinding': 6458, 'sanomawsoy': 8039, 'uutislehti': 9487, 'midseptember': 6118, 'unmanned': 9415, 'genvec': 4424, 'biopharmaceutical': 2079, 'drugs': 3379, 'vaccines': 9497, 'janno': 5193, 'reiljan': 7637, 'energia': 3597, 'narva': 6340, 'grid': 4521, 'wish': 9820, '052': 56, '009': 13, 'henning': 4694, 'bahr': 1916, 'gruppen': 4542, 'praises': 7174, 'chains': 2465, 'marketplaces': 5939, 'external': 3994, '437': 910, 'termination': 9041, 'iprint': 5140, 'hss': 4800, 'usd12m': 9458, 'hankkijamaatalous': 4602, 'foundation': 4274, 'revise': 7837, 'procedures': 7262, 'digitally': 3220, 'trojan': 9269, 'mistake': 6164, 'reinforce': 7639, 'guess': 4550, 'maybe': 5987, 'crazy': 2944, 'leaked': 5570, 'lifecycle': 5644, 'tahko': 8895, 'resort': 7777, '18500': 409, '10000odd': 89, 'plot': 7068, 'nevsky': 6400, 'prospect': 7340, 'vosstaniya': 9649, 'starts': 8613, 'pick': 6997, 'vesa': 9571, 'laisi': 5503, '4060': 879, '1838': 407, 'lows': 5783, 'produces': 7278, '063': 62, '1692008': 368, '1332': 244, '1330': 242, 'eur609m': 3827, '139': 260, 'previousyear': 7227, 'gypsiipowered': 4562, 'reservation': 7759, 'pledged': 7067, 'render': 7684, 'appear': 1689, 'genesis': 4419, 'lappeenranta': 5521, 'cobalt': 2610, 'norilsk': 6482, 'nyrstar': 6534, 'winners': 9805, 'honda': 4766, 'odyssey': 6558, 'minivan': 6152, 'nissan': 6440, 'armada': 1743, 'suv': 8845, 'tons': 9170, 'alumina': 1605, 'iggesunds': 4855, 'bruk': 2243, 'yearly': 9908, 'civil': 2554, 'westend': 9767, '409665891': 882, '2000000': 477, 'resolutions': 7774, 'eur11m': 3732, '262': 649, 'foresees': 4244, 'modernization': 6200, 'updating': 9427, 'mikshis': 6130, 'complying': 2721, 'directive': 3236, 'pretreatment': 7221, 'renovated': 7697, 'inception': 4913, 'degridding': 3096, 'sand': 8029, 'grease': 4513, 'deodorization': 3128, 'periods': 6928, 'indepth': 4938, 'urban': 9443, 'sitronics': 8384, 'mikron': 6129, 'exporter': 3975, 'microelectronic': 6104, 'salaried': 8005, 'karputer': 5319, 'satellite': 8054, 'piloting': 7011, 'instrument': 5037, 'gained': 4372, '4998': 979, '214': 538, 'exported': 3974, 'koistinen': 5414, 'possibly': 7142, 'supplemented': 8806, 'partial': 6819, 'shareholdings': 8269, 'ovako': 6736, 'feedback': 4071, 'rpm': 7936, 'enterprises': 3623, 'forums': 4269, 'userexperience': 9470, 'costefficiency': 2908, 'predictability': 7183, 'trustworthy': 9279, 'refineries': 7601, 'crude': 2968, '260000': 644, 'barrels': 1958, 'indigo': 4950, 'somoncom': 8487, '377000': 829, 'rationalization': 7493, 'seeks': 8164, 'nonrestricted': 6470, 'gaming': 4383, 'sick': 8327, 'maihak': 5843, 'supercalendered': 8796, 'adopting': 1475, 'southfield': 8508, 'mich': 6100, 'waiving': 9676, 'tune': 9295, 'pressuring': 7218, 'slash': 8416, 'sarantel': 8043, 'outsource': 6731, 'miniature': 6145, 'antennas': 1664, 'kyronsalmi': 5482, 'savonlinna': 8070, '100millilitre': 94, 'screw': 8124, '38244': 834, 'seppænen': 8220, 'sparsely': 8522, '1928': 436, 'breweries': 2204, '25688': 633, '24592': 604, '092': 80, '251867': 621, '091': 79, '471119': 947, 'alltime': 1585, '50200': 991, 'ton': 9166, 'nausea': 6352, 'effects': 3490, 'gardening': 4388, 'vegetables': 9547, 'consisting': 2796, 'birmingham': 2084, 'hampden': 4582, 'europeanwide': 3881, 'casualty': 2393, 'medvezhyegorsk': 6026, 'tens': 9030, 'contrary': 2847, 'ranks': 7479, 'postimees': 7146, 'rewarded': 7842, 'distinguished': 3276, 'standardised': 8602, 'itella': 5172, 'tyrvæinen': 9340, 'opinion': 6647, 'repeating': 7719, 'vwr': 9667, 'contracting': 2843, 'gs': 4543, 'gasco': 4394, 'ruwais': 7972, 'physical': 6995, 'sunrise': 8786, 'andrius': 1643, 'bagdonas': 1913, 'mortgages': 6244, 'enp': 3613, 'newswire': 6418, '21032011': 532, 'midswaps': 6121, 'coordinated': 2879, 'finnishswedish': 4158, 'understand': 9382, 'bioheapleaching': 2074, 'economically': 3464, 'constitute': 2806, '330000': 763, '6556': 1134, '890us': 1293, 'satlan': 8058, 'broadcasters': 2229, 'iptv': 5141, 'lean': 5571, 'tem1v': 9023, 'convergent': 2861, 'appears': 1691, '966': 1341, 'extendedhours': 3986, 'comtex': 2740, '01872740': 25, '4458000': 920, 'fixing': 4188, 'homebase': 4760, 'nonprofitable': 6466, '1724': 377, 'driver': 3370, 'suspect': 8837, 'kidnapped': 5377, 'gunpoint': 4558, 'durham': 3394, '385': 837, '520': 1007, 'impairment': 4886, 'premier': 7194, 'forecasting': 4241, 'economies': 3466, 'grimaldi': 4523, 'divestments': 3291, 'redelivery': 7581, 'tonnage': 9167, 'adaptation': 1449, 'adequate': 1462, '568': 1048, '374': 825, 'namibia': 6334, 'walvis': 9687, 'seitovirta': 8175, '808': 1240, 'galerie': 4375, 'peab': 6888, 'landed': 5511, 'eur39m': 3796, 'cl51': 2556, 'height': 4673, 'vertical': 9570, 'meteorological': 6074, 'rely': 7668, 'detection': 3173, 'guided': 4553, 'vauramo': 9540, '47000': 946, '366': 811, 'cis': 2544, 'maemo': 5835, 'roundwood': 7927, 'm3': 5822, 'writing': 9858, 'lemminkæinen': 5605, 'collaboration': 2626, 'antti': 1671, 'tuuri': 9317, 'karttakeskus': 5320, 'geographic': 4425, 'affected': 1496, 'expire': 3962, 'jærvisuomen': 5281, 'portti': 7129, 'kpy': 5443, 'voimatel': 9637, 'usko': 9474, 'maatta': 5825, '1923': 435, 'airlines': 1545, 'flies': 4201, 'destinations': 3168, '9500': 1330, 'tasks': 8959, '45mn': 930, 'raivv': 7463, '209': 526, '53mn': 1025, 'copying': 2884, 'cadmodelling': 2298, 'sokopro': 8473, 'courier': 2922, 'thomas': 9092, 'hoyer': 4798, '0491': 53, '20000': 475, 'liljeholmen': 5663, 'similarsized': 8355, 'karkkila': 5316, 'weert': 9750, 'solid': 8479, 'dz': 3406, 'rabobank': 7444, 'amro': 1628, 'designer': 3160, 'homeware': 4765, 'crosstown': 2965, 'eur230': 3767, 'eur235': 3768, '316': 741, 'almaty': 1588, 'signal': 8333, 'radar': 7448, 'calibrate': 2309, 'eur121m': 3735, 'eur97m': 3858, 'smoothly': 8450, 'safely': 7992, 'waiting': 9675, 'urbanizing': 9444, '566': 1047, 'disciplined': 3247, 'focused': 4220, 'proactive': 7257, 'screening': 8123, 'mandates': 5890, 'docomo': 3306, 'progress': 7299, 'juergen': 5249, 'converged': 2859, 'eye': 4002, 'shadow': 8257, 'lip': 5683, 'gloss': 4462, 'mascara': 5958, 'indicate': 4945, 'capable': 2340, '279': 678, '438': 911, 'hoped': 4778, '5mn': 1073, 'promise': 7314, 'ipv6': 5142, '010': 15, 'furlough': 4359, 'reka': 7647, 'cables': 2294, 'bctmp': 1983, 'rents': 7704, 'pave': 6865, 'aggressively': 1516, 'pursuing': 7398, 'technologically': 8977, 'hdi': 4645, 'pcbs': 6881, 'usd5': 9463, 'tacked': 8890, 'beef': 1993, 'lattelecom': 5538, 'nils': 6436, 'melngailis': 6040, 'blackstone': 2094, 'rosa': 7914, 'duckburg': 3389, 'illustrators': 4870, 'uwe': 9488, 'bakosch': 1922, 'tim': 9122, 'cockroft': 2613, 'singer': 8368, 'friedlander': 4316, 'broking': 2236, '391630': 846, '1566520': 326, '576': 1058, 'pankki': 6795, 'suomi': 8789, 'karachi': 5307, 'atom': 1817, 'processor': 7271, 'z6xx': 9933, 'kermansavi': 5358, 'aside': 1776, 'mikkonen': 6128, 'considered': 2791, '26885540': 658, '9540000': 1335, 'happening': 4614, 'platen': 7052, 'edges': 3472, 'protrusion': 7351, 'exert': 3934, 'pressure': 7217, 'authorise': 1858, 'decide': 3067, 'apr': 1717, 'stq1v': 8678, '189000': 421, '245000': 601, 'peri': 6925, 'manavigatornovember': 5886, '2010deal': 507, 'snapshot': 8457, 'entreprenadmaskiner': 3638, 'cra1v': 2937, 'rautalinko': 7499, 'resposnible': 7794, 'marek': 5918, 'hintze': 4731, 'authorization': 1861, '049': 52, '2272': 561, 'shed': 8279, '2076': 525, 'fixedterm': 4186, 'ukonaho': 9356, 'eurochem': 3877, 'andrey': 1642, 'ilyin': 4872, 'securing': 8157, 'potash': 7150, 'centricity': 2445, 'launches': 5545, 'completely': 2715, '867': 1277, 'upstream': 9440, 'downstream': 3350, 'encompassing': 3585, 'njastein': 6443, 'mike': 6126, 'critch': 2956, 'dovre': 3345, 'toivola': 9154, 'roi': 7895, '688': 1158, '123': 204, 'estimations': 3704, 'tablet': 8888, 'reading': 7518, 'curve': 2992, 'dietz': 3207, 'renovate': 7696, 'ingerois': 4982, '8543250': 1269, 'pole': 7098, 'causing': 2407, 'electric': 3522, 'roadway': 7882, '720': 1180, '7400': 1195, 'tailormade': 8901, 'benches': 2016, 'litter': 5704, 'receptacles': 7551, 'toilets': 9153, 'lights': 5653, 'eur360': 3791, '106063320': 131, '24hour': 612, 'wwwiciscom': 9874, 'click': 2572, 'girders': 4444, 'ylivieska': 9921, 'evacuate': 3886, '873': 1281, 'seconds': 8149, '7200': 1181, 'platts': 7056, 'kauhajoen': 5327, 'teurastamokiinteistot': 9055, 'propertyfrom': 7328, 'authorisation': 1856, 'repeals': 7716, 'thieves': 9081, 'stealing': 8640, 'smith': 8446, '947': 1325, '221': 553, 'coalfired': 2601, 'hanoi': 4607, 'robust': 7886, 'feasible': 4059, 'janis': 5192, 'arbidans': 1727, 'celtnieciba': 2430, 'cutlery': 3002, 'fisas': 4169, 'colleagues': 2630, 'summed': 8780, 'aptly': 1722, 'remarked': 7674, 'fantastic': 4037, 'hear': 4658, 'insights': 5016, 'alloys': 1583, 'ferrochrome': 4086, 'molybdenum': 6215, 'manganese': 5892, 'links': 5679, 'tornstrom': 9182, 'kohtamæki': 5413, 'galvan': 4378, 'liquor': 5691, 'watching': 9714, 'rim': 7861, 'revamped': 7832, 'blackberry': 2093, 'os': 6697, 'ui': 9352, 'jari': 5205, 'kaivooja': 5290, 'futures': 4366, 'school': 8103, 'economics': 3465, 'drawn': 3362, 'scenario': 8093, 'denver': 3127, 'indexlinked': 4941, 'tutkimuksen': 9316, 'tahdet': 8894, 'viii2010': 9594, '800dwt': 1236, 'teus': 9056, 'diversified': 3286, '19062007': 427, 'bp': 2181, 'lubricants': 5796, 'ils': 4871, 'moluballoy': 6214, 'modems': 6196, '1766': 387, 'ostroleka': 6706, 'mi': 6099, 'chs': 2530, '4929': 972, '2404': 592, 'margins': 5922, '30s': 729, 'yry': 9928, 'cfr': 2461, 'boomerang': 2146, 'enhanced': 3609, 'configuration': 2767, 'interior': 5081, 'bags': 1914, 'upgrading': 9431, 'mso': 6271, 'meantime': 6004, 'assumed': 1806, 'rantakari': 7480, 'millimetres': 6136, 'thinner': 9086, '3gsm': 861, 'barcelona': 1949, '12th': 228, '15th': 335, 'arabized': 1726, 'choice': 2519, 'neareast': 6363, '249': 610, '153': 316, 'boomed': 2145, 'featured': 4061, 'marilyn': 5924, 'monroe': 6226, 'nd': 6359, 'expressed': 3981, 'confidence': 2765, '367': 812, 'pentikæinen': 6912, 'emphasises': 3564, 'contents': 2832, 'forever': 4250, 'hbos': 4643, 'plummeted': 7072, '703': 1171, 'pence': 6904, 'varma': 9528, 'recipient': 7554, 'earningsrelated': 3435, 'tendering': 9029, '2182': 544, 'ansa': 1661, '360': 804, 'excellence': 3911, 'relations': 7652, 'damaged': 3025, 'criticising': 2960, 'babies': 1902, 'constructive': 2812, 'manner': 5896, 'tried': 9263, 'flex': 4197, 'tag': 8893, 'mækelæ': 6309, '1075': 138, 'euro200': 3868, 'coatingsrelated': 2609, '19447574is': 442, '4503151380': 926, '75052523': 1204, 'invitation': 5128, 'q12010': 7409, '3296': 759, 'kitron': 5397, '1439': 283, '244': 598, 'slight': 8424, '44million': 923, 'lanxess': 5519, 'cw': 3010, 'destia': 3167, 'aulasmaa': 1847, 'zao': 9938, 'moskovia': 6248, 'surrounding': 8833, '4350': 908, 'exist': 3936, 'furusund': 4363, 'charters': 2493, 'en': 3580, 'ford': 4239, 'slowing': 8437, 'surfeit': 8825, 'uptodate': 9441, 'gottahave': 4485, 'dissolve': 3271, 'scandic': 8084, 'umts900': 9365, 'onethird': 6619, 'frequency': 4312, 'percentage': 6919, 'mba': 5989, '35870629000': 800, '105501850': 127, 'divest': 3288, 'cultivation': 2980, 'ilkkayhtymæ': 4867, 'ban': 1934, 'retrieving': 7824, 'typed': 9332, 'keyloggers': 5366, 'mechanisms': 6015, 'arrived': 1753, 'phishing': 6984, 'pharming': 6976, 'ahl1v': 1530, 'spunlace': 8570, 'chirnside': 2517, 'com': 2642, 'photomsn': 6992, 'salo': 8011, 'inhouse': 4988, 'opna': 6649, 'longstanding': 5752, 'pollex': 7105, 'winwin': 9811, 'snacks': 8454, 'justfood': 5267, 'efi': 3497, 'behavioural': 2003, 'scoring': 8117, 'migration': 6123, 'legacy': 5589, 'dialing': 3198, 'quote': 7439, '877417': 1283, '276': 671, 'eur61m': 3829, 'heikkilæ': 4676, 'refreshment': 7609, 'negotiate': 6373, 'definitive': 3092, 'meant': 6003, 'preprocessing': 7205, 'dualfuel': 3385, 'maritim': 5929, 'sandanger': 8031, 'consolidating': 2800, 'uniontown': 9400, 'pennsylvania': 6907, 'louis': 5771, 'missouri': 6163, 'slumped': 8439, 'snowfall': 8460, 'resorts': 7778, '200607': 489, 'sunk': 8784, 'depth': 3144, '360380': 805, 'mud': 6275, 'vacuum': 9499, 'dirk': 3240, 'gts': 4546, 'citi': 2547, 'custody': 2994, '936': 1320, '932': 1316, '095': 83, '034': 39, '016': 23, '0008': 3, 'peltonen': 6903, '369000': 818, '575000': 1057, '669000': 1141, 'investigated': 5118, 'multipurpose': 6287, 'complexes': 2719, 'arenas': 1739, 'eronen': 3677, 'url': 9446, 'rik': 7860, 'ferguson': 4084, '80mn': 1242, 'advise': 1487, 'builders': 2255, 'cogeneration': 2619, 'secondbiggest': 8145, 'supervise': 8802, 'durability': 3392, 'extracted': 3997, 'filtrates': 4120, 'dried': 3364, 'cakes': 2301, 'moisture': 6209, 'tmlsfor': 9149, 'egm': 3502, 'australian': 1851, 'mirabela': 6159, 'sulfide': 8774, 'bahia': 1915, 'eur59m': 3824, 'reducing': 7589, 'startups': 8615, 'marketfinanced': 5936, '2700': 663, 'conceptual': 2745, 'b2b': 1898, 'b2c': 1899, 'mukkavilli': 6276, 'krishna': 5452, 'kiran': 5392, 'sabharwal': 7987, 'ashutosh': 1772, 'aazhang': 1363, 'behnaam': 2004, 'factor': 4017, 'wwd': 9864, 'mix': 6168, 'decor': 3078, 'tracker': 9209, 'g400': 4369, 'collar': 2628, 'dogs': 3315, 'allowing': 1581, 'monitor': 6222, 'movements': 6262, 'underutilisation': 9387, '2259': 558, 'newly': 6408, 'execution': 3926, 'eur150m': 3744, 'pirkka': 7024, 'iisalmi': 4862, '7day': 1230, 'logs': 5745, 'pulpwood': 7383, 'mandate': 5889, 'surveillance': 8834, 'handled': 4589, 'loyal': 5784, '2462000': 606, 'insolvency': 5017, 'regulates': 7632, 'borrowers': 2159, 'permitted': 6935, '2146': 539, '70116': 1170, 'android': 1644, 'eur683': 3838, 'hkan': 4743, 'dahlstr': 3020, 'eightfold': 3508, 'tb': 8964, '2014': 514, 'eur32': 3786, '3687': 815, '5204': 1008, 'borlænge': 2156, 'guangdong': 4547, 'sinocast': 8372, 'qingyuan': 7417, 'polytechnic': 7107, 'province': 7363, 'enthusiasm': 3626, 'opinions': 6648, 'læhikauppa': 5817, 'lidl': 5636, 'tele': 9001, 'film': 4116, 'extrusion': 4001, 'rani': 7475, 'plast': 7047, 'orkola': 6694, 'phosphate': 6989, 'depressed': 3143, '615': 1096, '486': 964, 'exactly': 3904, 'weekday': 9746, 'haven': 4640, 'baker': 1919, 'remind': 7675, 'easter': 3442, 'tradition': 9219, 'wheat': 9772, 'rice': 7849, 'pies': 7002, 'baked': 1918, 'biscuits': 2086, 'breakfast': 2198, 'cereals': 2451, 'reopen': 7706, 'resolve': 7775, '3398': 776, 'lats': 5536, '48012': 956, '101294550': 100, 'patrik': 6857, 'flykt': 4218, 'alakoski': 1556, 'suihko': 8767, 'nadarajah': 6328, 'asokan': 1784, 'internettype': 5090, 'op': 6630, 'octoberdecember': 6556, 'retirement': 7821, '38000': 832, 'eur75m': 3848, '822': 1251, '6865': 1156, '1220': 201, 'eubased': 3717, 'strongest': 8713, '18000': 398, 'tekmanni': 8995, 'forssan': 4262, 'betoni': 2040, 'suonenjoen': 8793, 'betonituote': 2041, 'disappear': 3243, 'kahonen': 5286, 'juuka': 5272, 'pit': 7026, 'door': 3331, 'sportsequipment': 8565, 'schuldschein': 8105, 'pool': 7112, 'yahoo': 9897, 'advertisers': 1485, 'acando': 1386, 'acanb': 1385, 'ss': 8578, '1335': 246, 'kronor': 5458, 'technically': 8974, 'beauty': 1989, 'chichi': 2507, 'loop': 5758, 'variant': 9524, 'eur510m': 3817, 'eur860m': 3852, 'dmasia16': 3303, '2006benefon': 492, 'asmobile': 1783, 'digitalmediaasiacom': 3221, 'dma': 3302, '630': 1113, 'bidirectional': 2054, 'bjorn': 2090, 'accepted': 1390, 'modelbased': 6191, 'adopted': 1474, 'abu': 1381, 'dhabi': 3192, 'prove': 7353, 'rod': 7891, 'baber': 1901, 'climber': 2582, 'counties': 2917, 'hosted': 4785, 'libraries': 5628, 'wwwseahawkdrillingcom': 9884, 'presentations': 7210, 'tab': 8887, 'collated': 2629, 'cnc1v': 2596, 'trace': 9206, 'origin': 6687, 'knows': 5410, 'protect': 7345, 'hackers': 4568, 'viruses': 9611, 'spyware': 8571, '120meter': 195, 'watchtower': 9715, 'lies': 5640, 'maintained': 5853, '815': 1245, '293': 696, '14mn': 299, 'freenet': 4303, 'drillisch': 3365, 'breakup': 2199, 'tapeks': 8943, 'noma': 6455, 'innovator': 5008, 'eukor': 3719, 'rollon': 7900, 'rolloff': 7899, 'wallhamn': 9684, 'stretches': 8703, 'vladivostok': 9627, 'execute': 3923, 'midoctober': 6116, 'tremendous': 9256, 'pankaj': 6794, 'kedia': 5348, 'ecosystem': 3468, '516': 1004, '0030': 8, 'wwwsampocom': 9881, 'reorganised': 7710, 'jams': 5190, 'lmt': 5713, 'anjalankoski': 1649, 'karhula': 5313, 'statistics': 8631, 'e36': 3409, '939000': 1322, 'ad': 1443, 'enhance': 3608, 'gprs': 4491, 'tier': 9110, 'laavainen': 5486, 'reactive': 7512, 'winders': 9800, 'sarkamies': 8048, 'ses': 8235, 'argentine': 1741, 'calafate': 2302, 'tapped': 8948, 'compatriot': 2698, 'finnegans': 4151, 'wwwupmkymmenecom': 9886, 'newsprint': 6415, 'bore': 2154, 'rettig': 7826, 'surcharges': 8819, 'weakened': 9730, '91': 1306, '2575': 635, '145': 288, 'unicom': 9393, 'nation': 6344, 'pictures': 6999, '1510': 308, '1437': 282, 'corrensponds': 2895, '4628': 936, 'mediumsized': 6024, 'markku': 5944, 'hangasjarvi': 4601, 'mats': 5973, 'eriksson': 3675, 'exists': 3938, 'artemyev': 1757, 'littleknown': 5706, '50mn': 998, 'regular': 7630, '20082009': 499, 'vary': 9532, '1586': 330, '414': 887, 'inha': 4986, 'nord': 6478, 'document': 3309, 'pietiek': 7004, 'followon': 4228, 'multiplying': 6286, 'wagon': 9672, 'malkia': 5869, 'vr': 9657, 'salt': 8017, 'mf': 6094, 'precedex': 7175, 'iv': 5180, 'sedation': 8160, 'intubated': 5104, 'mechanically': 6013, 'ventilated': 9559, 'intensive': 5057, 'conversions': 2863, '1019': 103, '1007': 93, 'bluecollar': 2110, 'electrowattekono': 3530, 'om': 6603, 'fr': 4288, 'reding': 7584, 'bratislava': 2192, 'kirsi': 5393, 'eur58': 3821, '1625': 351, 'introducing': 5102, 'drink': 3366, 'kultalonkero': 5468, 'golden': 4474, 'maras': 5913, 'permanently': 6932, 'middleeast': 6111, 'southafrica': 8503, 'subcontractor': 8730, 'brinkab': 2218, 'installations': 5025, 'pellets': 6900, 'kiruna': 5394, 'fortune': 4267, 'patterns': 6861, '1950s': 446, '1960s': 449, '1970s': 453, 'hm': 4745, 'equivalent': 3662, '3545': 795, '1015': 102, '030': 35, '246367': 607, '853742': 1268, 'vuokatti': 9662, 'prototypes': 7350, 'rampup': 7469, '934000': 1318, 'omeo': 6605, 'wwwomeose': 9878, '20062007': 490, 'feeling': 4076, 'republication': 7745, 'redistribution': 7585, 'inculding': 4932, 'framing': 4292, 'expressly': 3983, 'consent': 2785, 'wallenberg': 9683, 'evident': 3897, 'lietuvos': 5642, 'respublikos': 7795, 'sveikatos': 8847, 'apsaugos': 1721, 'ministerija': 6150, 'uab': 9343, 'package': 6766, 'mineracao': 6141, 'brasil': 2190, 'ltda': 5792, 'cumerio': 2982, 'med': 6017, 'jsco': 5246, 'gathered': 4399, 'sihvonen': 8345, 'conciliator': 2750, 'salonius': 8015, 'koreabased': 5428, 'atlas': 1816, 'bertrand': 2030, 'sciard': 8109, 'activision': 1436, 'kelly': 5351, 'brockpahler': 2231, 'moved': 6261, 'frenzy': 4310, 'kouvola': 5441, 'ksupermarket': 5464, 'dark': 3032, 'horizon': 4780, 'bottled': 2169, 'welllocated': 9760, 'easy': 3444, 'kindergarten': 5389, '19mn': 469, 'slice': 8421, '440': 915, 'er': 3664, 'incur': 4933, 'facilitate': 4010, 'listing': 5695, 'encourage': 3586, 'boaters': 2124, 'newcomers': 6405, 'frank': 4298, 'peterson': 6960, 'jærvi': 5279, 'fragmented': 4289, 'young': 9925, 'child': 2510, 'indital': 4951, 'bangalorebased': 1938, 'denies': 3123, 'e72': 3423, 'e63': 3416, 'symbianbased': 8872, 'promised': 7315, 'lotus': 5768, 'traveler': 9245, 'saarioinen': 7983, 'muling': 6277, 'kemian': 5352, 'mmx': 6181, 'artemis': 1756, 'hspa': 4799, 'wifi': 9787, 'eur131': 3740, 'altona': 1604, 'maloney': 5871, 'tulla': 9291, 'entitlement': 3633, 'gloriya': 4461, 'compagnie': 2687, 'financement': 4129, 'foncier': 4231, 'eur62': 3830, '351': 790, 'teams': 8971, 'productive': 7284, '19447574': 441, '4476751380': 921, '1595': 334, 'cee': 2419, 'saunalahti': 8062, 'hostile': 4786, 'lp': 5786, 'lansio': 5517, '315055': 740, '1073642': 137, 'hd': 4644, 'baltimore': 1933, 'neighborhood': 6378, 'sanctuary': 8028, 'lænsikalkkuna': 5820, 'lat1v': 5531, 'oras': 6667, 'wwwsanomacom': 9883, '2491': 611, '2621': 651, 'lextel': 5623, 'cobranded': 2611, 'capitel': 2348, 'examines': 3905, '29mn': 703, 'evidentiary': 3898, 'investigation': 5119, 'kr': 5444, 'vasantha': 9534, 'assignment': 1797, 'fueled': 4334, 'industrialization': 4960, 'nations': 6347, 'segu': 8169, 'harri': 4627, 'suutari': 8844, 'difference': 3209, 'groundbreaking': 4530, 'introduces': 5101, 'introduction': 5103, 'specialized': 8535, 'entail': 3618, '128538': 220, 'gallup': 4377, 'facts': 4021, '99mn': 1354, 'multiyear': 6291, 'magnet': 5840, 'generators': 4418, 'converters': 2866, 'turbine': 9300, 'print': 7245, 'constructor': 2813, 'radiosonde': 7450, 'observations': 6542, 'finalize': 4125, '9492': 1328, '10474': 122, '561470': 1043, 'carriage': 2369, 'tallinna': 8916, 'sadam': 7990, 'perlos': 6930, 'rs': 7937, 'chicagobased': 2506, 'database': 3038, 'compete': 2701, 'hearst': 4661, 'consolidate': 2798, '266': 653, 'participate': 6822, 'bidders': 2052, 'awaited': 1886, 'scheduling': 8099, '117mn': 182, '65mn': 1136, 'pushers': 7402, 'barges': 1954, 'riihimæki': 7859, 'occupy': 6550, 'facades': 4008, 'largely': 5523, '948': 1326, 'barrel': 1957, 'amid': 1621, 'tanker': 8935, '399': 855, '180': 396, 'settled': 8240, 'calling': 2318, 'innovators': 5009, 'bestofbreed': 2035, 'taxpayers': 8963, 'returns': 7829, 'iceland': 4834, 'troubled': 9272, '1429': 279, 'cet': 2458, 'bavarian': 1975, 'dkk250': 3301, '741': 1196, '4w': 985, 'ghz': 4438, 'tdd': 8966, 'utah': 9478, 'wanted': 9689, 'skiequipment': 8403, '86000': 1275, 'switch': 8865, 'converter': 2865, 'whilst': 9773, 'ragot': 7452, 'bretagne': 2202, 'waterqueen': 9720, 'tortue': 9183, 'executing': 3925, 'receives': 7546, 'mline': 6171, 'gorelovo': 4482, '22000': 549, '7854608': 1223, 'teva': 9057, 'phillip': 6983, 'frost': 4326, 'tase': 8957, 'mara': 5912, 'crecent': 2951, 'reel': 7594, 'lehtiyhtyma': 5594, 'cliffton': 2579, 'entreprenad': 3637, '775': 1216, 'overlaid': 6739, 'birch': 2082, 'ntsb': 6517, 'subsequent': 8745, 'train': 9225, 'intermittently': 5083, 'stadtverwaltung': 8589, 'mainz': 5857, 'chassis': 2495, 'closedown': 2588, 'conduct': 2758, '008': 12, 'pursuit': 7399, 'round': 7925, 'kuula': 5473, '1411': 272, 'arcelormittal': 1728, '726': 1186, '1738': 379, '527': 1014, 'journalism': 5236, '498': 976, '599': 1072, 'negotiated': 6374, 'amendment': 1613, 'covenants': 2927, 'regard': 7616, '280': 681, 'borrower': 2158, 'roadshow': 7881, '2518': 620, '2374': 585, '405': 877, 'learns': 5574, 'fisher': 4173, 'things': 9083, 'seats': 8139, 'edgar': 3470, 'edmonds': 3479, 'christian': 2527, 'fischer': 4171, 'novotel': 6511, 'statecontrolled': 8618, 'svyazinvest': 8854, '10507': 125, '10270': 108, 'rcp': 7507, 'doubling': 3342, 'koff': 5412, '234': 577, 'karhu': 5312, 'assumption': 1808, '64299180': 1123, 'quadriga': 7421, 'pumpmaking': 7385, 'nikkiso': 6435, 'distinct': 3274, 'supermercado': 8800, '274': 668, '281': 683, 'compnay': 2722, 'nuggets': 6520, 'therapies': 9076, 'constitutes': 2807, '90211860': 1302, 'aggregate': 1514, 'honkamaa': 4771, 'looks': 5757, 'viewpoint': 9591, 'disappointing': 3245, 'prevention': 7224, 'alcohol': 1561, 'oral': 6664, 'cancers': 2332, 'assa': 1791, 'abloy': 1372, 'neutral': 6398, '174': 380, 'lock': 5734, 'archipelago': 1732, '241': 593, '179': 391, 'placement': 7035, '1402': 269, 'stavebni': 8634, 'doprava': 3334, 'mechanizace': 6016, 'engineer': 3602, 'choosing': 2522, '394': 849, '339': 775, '526': 1013, 'jot': 5234, 'oyname': 6759, 'mammila': 5875, 'tuomo': 9299, 'piirainen': 7007, 'kellokoski': 5350, 'mikaapplication': 6125, '2424kolnp2008': 596, 'adate': 1451, 'filing': 4113, '16062008publication': 341, '30012009': 714, 'fki': 4189, 'jiang': 5217, 'consultant': 2816, '383': 835, 'secretary': 8150, 'mexican': 6091, 'sintra': 8375, 'buenavistacuautitlan': 2253, 'suburban': 8753, '73297': 1191, 'thousand': 9094, '72473': 1184, '8169': 1246, '6291': 1111, 'kuzaj': 5474, '21179': 535, 'sanna': 8036, 'paivaniemi': 6782, '23002': 568, 'simdax': 8353, 'authorisations': 1857, 'submitted': 8737, 'ih': 4859, 'pntz': 7083, 'pervorouralsky': 6950, 'gama': 4379, 'endustri': 3596, 'tesisleri': 9049, 'imalat': 4875, 'montaj': 6228, 'pfizer': 6967, 'pde10': 6887, 'phosphodiesterase': 6990, 'inhibitor': 4987, 'discovered': 3255, 'compounds': 2728, 'seawind': 8140, 'regal': 7615, 'kapellskar': 5303, 'paldiski': 6785, 'koponen': 5426, 'gearing': 4406, 'alise': 1572, 'boost': 2148, 'americas': 1618, 'gemalto': 4409, 'redeem': 7579, 'objectively': 6539, 'refurbish': 7611, 'kersberga': 5359, 'specialize': 8534, 'hitech': 4739, '157': 328, 'iii': 4861, 'abbott': 1366, 'sis': 8379, 'intouch': 5097, 'hmi': 4746, 'industrialsql': 4961, 'historian': 4734, 'dt': 3383, 'qi': 7416, 'spc': 8523, 'cannedpreserved': 2334, 'guide': 4552, 'pensionable': 6910, 'euro26': 3869, 'euro13': 3865, 'jvc': 5274, 'dvd': 3400, 'finnishrussian': 4157, 'chamber': 2471, '9200': 1312, 'box': 2176, 'nikkei': 6434, '062': 61, 'hang': 4600, 'seng': 8200, 'condition': 2754, 'photonium': 6993, 'akseli': 1551, 'lahtinen': 5500, 'bookings': 2142, 'tuomainen': 9297, 'incharge': 4914, 'sepa': 8210, 'cads': 2299, 'airspace': 1548, 'recommencing': 7560, 'stranded': 8682, 'accommodation': 1396, 'pioneer': 7014, 'education': 3480, 'henry': 4696, 'gilchrist': 4442, 'filippova': 4114, 'trilateral': 9265, 'forum': 4268, 'igor': 4858, 'oleg': 6595, 'yankov': 9899, 'moron': 6241, 'vitim': 9624, '28022008': 682, '0930': 81, 'eur74': 3846, 'castings': 2390, '4643': 939, '814': 1244, 'roundtable': 7926, 'info': 4970, 'seminar': 8195, 'vietnam': 9587, 'affecting': 1497, 'designated': 3157, 'bollore': 2133, 'societe': 8465, 'dexploitation': 3191, 'du': 3384, 'vridi': 9658, 'setv': 8243, 'abidjan': 1369, 'ivory': 5182, 'risto': 7871, 'raty': 7495, 'archicad': 1731, '464': 938, '49200': 971, 'fim': 4121, 'alpro': 1591, '100mn150mn': 96, 'confectionery': 2761, 'bear': 1985, '1299': 225, '496': 974, 'elqav': 3548, 'industrialisation': 4959, 'aftermarket': 1505, 'sharp': 8273, '6753': 1146, 'papermaker': 6800, 'sections': 8152, '162007': 349, 'stavo': 8635, 'stavokonsult': 8636, 'kostiainen': 5436, 'chart': 2491, 'ports': 7127, '1022': 106, 'tomatoes': 9160, 'carrots': 2376, 'eggs': 3501, 'redesigned': 7582, 'crushing': 2971, '579': 1061, 'replay': 7725, 'callers': 2317, '617': 1097, '801': 1237, '6888': 1159, 'nonus': 6471, '7365': 1193, '8427': 1260, '2659': 652, '5401': 1028, 'adanac': 1447, 'columbia': 2641, '1173': 181, '1566': 325, '1032011': 112, 'hard': 4620, 'spraying': 8567, 'inspects': 5020, 'companys': 2690, 'ayanambakkam': 1897, 'suburb': 8752, 'dial': 3197, 'minutes': 6158, '7162': 1177, '0025': 6, '334': 768, '323': 753, '6201': 1102, 'a350900': 1358, 'doing': 3317, 'rollsroyce': 7901, 'trent': 9259, '1700': 372, '30bn': 727, '283': 685, 'predict': 7182, 'skanssi': 8399, 'oneworld': 6621, 'amr': 1627, 'exercise': 3932, 'compensated': 2699, 'reserve': 7761, 'batch': 1971, 'synonymous': 8880, 'es': 3682, 'vostok': 9651, 'mosenergosbytbody': 6247, 'mssb': 6272, 'altaienergosbyt': 1594, 'saratovenergo': 8044, 'sare': 8046, '4836': 961, 'tambov': 8925, 'tasb': 8956, '4901': 969, 'ofbodywhich': 6562, 'sight': 8331, 'trains': 9230, 'accident': 1394, 'degefors': 3093, 'seppælæ': 8219, '2371': 584, 'interchange': 5067, 'editorsinchief': 3478, 'circulation': 2543, 'centrally': 2442, 'manageable': 5878, 'suited': 8772, 'virtual': 9610, 'environments': 3645, '884000': 1288, 'lcs': 5560, 'fivestorey': 4182, 'ecoefficient': 3460, 'awareness': 1891, 'recycle': 7575, 'businesscritical': 2278, 'opensource': 6635, 'unconfirmed': 9376, 'customs': 3000, '015': 22, '026': 30, '3114': 735, 'huhtamæki': 4806, 'moisio': 6208, 'embroiled': 3552, 'disagreement': 3242, 'royalty': 7934, 'chips': 2516, 'qualcommpatented': 7423, 'ote1v': 6710, 'ft': 4329, 'confirming': 2771, 'remodeled': 7676, 'cannon': 2335, 'joyfully': 5240, 'vitamin': 9623, 'margareta': 5919, 'bosch': 2161, 'weaker': 9732, '415000': 889, 'deutschland': 3180, '2760': 672, '6300': 1114, 'arehu': 1737, 'stabilise': 8584, '26032010': 646, 'klo': 5400, '0900': 78, 'ideally': 4842, 'clean': 2566, 'wellknown': 9759, 'uniglass': 9396, 'albat': 1558, 'wirsam': 9816, '392': 847, 'tanzania': 8939, 'sanitation': 8034, 'rehabilitation': 7634, 'bukoba': 2260, 'musoma': 6300, 'situated': 8385, 'augustoctober': 1846, 'repeats': 7720, 'ebita': 3453, 'digitalize': 3219, '27021': 665, 'marko': 5945, '377': 828, '372': 823, 'sponsorship': 8561, 'slo': 8429, 'kiilto': 5380, 'toptronics': 9180, 'normark': 6487, 'pellonpaja': 6902, 'mansner': 5897, 'cruising': 2970, 'revs': 7840, 'nviro': 6529, 'independently': 4937, 'aspects': 1785, 'byline': 2289, 'moran': 6236, 'cellular': 2428, 'laying': 5554, 'pavements': 6866, 'surface': 8822, 'drainage': 3358, 'tenyear': 9033, 'lenenergo': 5609, 'læhivakuutus': 5818, 'fierce': 4104, 'storms': 8675, 'felled': 4080, 'trees': 9255, 'wellingborough': 9758, 'highperformance': 4720, 'oxyview': 6756, 'pulse': 7384, 'oximeter': 6754, 'patient': 6853, 'bloodoxygen': 2106, 'saturation': 8059, 'indebtedness': 4935, 'tokyomitsubishi': 9155, 'ufj': 9350, 'acted': 1425, 'agent': 1512, 'incorporates': 4925, 'sms': 8451, 'mms': 6180, 'wap': 9691, 'exit': 3939, 'visa': 9613, 'southeast': 8505, 'jung': 5262, 'kontturi': 5424, 'rajamaki': 7464, 'ylinen': 9919, 'hyvinkaa': 4829, 'usercontrolled': 9469, 'burrill': 2271, 'acceptance': 1389, 'meo1v': 6051, 'tamfelt': 8927, 'tafks': 8892, 'eur43': 3807, 'condominiums': 2757, '549': 1031, 'finnfund': 4152, 'alteams': 1595, 'curbed': 2986, 'newstex': 6417, 'racked': 7447, 'sidewalks': 8328, 'jul': 5254, 'police': 7100, 'terrorized': 9048, 'males': 5868, 'maple': 5909, 'kidnapping': 5378, '11012008': 152, 'eur394': 3795, 'tex': 9058, 'yy': 9932, 'newsroom': 6416, 'keywords': 5369, 'tecnomenresults': 8987, 'rmb8': 7874, 'rug1v': 7949, 'pcs': 6883, 'guatemala': 4548, 'telgua': 9017, 'cdma': 2415, 'gsm': 4545, 'botnia': 2167, 'rushydro': 7965, 'oesk': 6561, 'ercs': 3666, 'inter': 5061, '134700': 251, 'cybe': 3012, 'unanimous': 9366, 'election': 3520, 'franchising': 4296, 'nike': 6433, 'e658': 3418, 'xns1v': 9893, 'realprojekti': 7530, 'yvonne': 9931, 'chameleon': 2473, 'recover': 7567, 'replacement': 7723, 'clamps': 2559, 'assuming': 1807, 'ervi': 3680, 'watertight': 9722, 'doors': 3332, 'vana': 9518, 'regina': 7621, 'baltica': 1931, 'html': 4801, '140000': 267, 'doring': 3335, 'eaton': 3448, 'ncc': 6358, 'implements': 4891, 'krona': 5456, 'indiabased': 4943, 'wipro': 9813, 'berlin': 2028, 'isps': 5158, '3235': 754, '3065': 721, '3112': 734, 'gasfuelled': 4395, 'propulsion': 7337, '011200': 17, 'ðl': 9953, '100120': 91, 'capacities': 2341, 'plccompany': 7064, 'pursuant': 7395, '792': 1228, '2004b': 485, 'disk': 3262, 'multimediacard': 6281, 'invented': 5108, 'ahvenainen': 1533, 'ruutana': 7971, 'plastics': 7050, 'suy1v': 8846, 'kazgiprotsvetmet': 5343, 'discussion': 3258, 'steps': 8648, 'lennart': 5612, 'simonsen': 8358, '850000': 1265, 'tekes': 8993, 'uzbek': 9489, 'coscom': 2902, 'interfax': 5077, '1430': 281, 'fincantieri': 4136, 'update': 9424, '19952009': 463, 'eur108': 3728, 'absolut': 1380, 'exploring': 3970, 'possibility': 7140, 'borrowing': 2160, 'challengers': 2468, 'logset': 5746, 'samporosenlew': 8023, 'nearshore': 6365, 'usd3': 9461, 'fronts': 4325, 'warsaw': 9702, 'dental': 3126, 'hammaslaakarit': 4581, '849000': 1262, '331000': 765, '421000': 896, 'aalto': 1361, 'jyvæskylæ': 5278, 'vaasa': 9493, 'polytechnics': 7108, 'considers': 2793, 'italahdenkatu': 5169, 'presented': 7211, 'hiidenheimo': 4727, '1087': 141, 'auditors': 1843, 'envisages': 3647, 'gatehouse': 4397, 'troubles': 9273, 'simply': 8362, 'neteller': 6390, '23000': 567, 'finished': 4144, '3bn': 856, '598': 1071, 'jun': 5259, 'seasonal': 8137, 'fluctuation': 4214, 'airvana': 1549, 'umts': 9364, 'femto': 4082, 'softwarebased': 8471, 'offtheshelf': 6578, 'accelerate': 1387, 'feature': 4060, 'oneoff': 6615, '106': 130, '16mn': 369, 'sel': 8182, 'hasten': 4634, 'bargaining': 1952, 'moves': 6264, 'mid2008': 6108, 'learn': 5572, 'voicedirected': 9634, 'basement': 1966, 'simple': 8360, 'ranked': 7477, 'loyalty': 5785, 'volvo': 9646, 'lcd': 5559, '4805': 957, 'probably': 7258, 'derives': 3149, 'dinosaurs': 3230, 'kasola': 5324, 'januaryaugust': 5195, 'mtyear': 6274, 'rally': 7467, 'consulate': 2814, 'spoke': 8553, '320000': 747, '420000': 895, '460000': 933, 'fashion': 4043, 'settlement': 8241, 'cuttolength': 3006, 'opus': 6663, '170000': 374, '215000': 540, '315': 739, '190': 424, 'metsæliitto': 6088, '50day': 997, 'sek72': 8179, '983': 1346, '200day': 503, 'sek70': 8178, 'indicator': 4948, '2326': 573, 'synosia': 8881, 'therapeutics': 9075, '1294': 223, 'allstock': 1584, 'reiterates': 7645, 'allowed': 1580, 'ruin': 7951, 'medium': 6023, '20112012': 510, 'stateoftheart': 8624, 'ukbased': 9354, 'ooo': 6629, 'kitai': 5396, 'stroi': 8710, 'postel': 7145, 'pharma': 6969, '425': 898, 'lettable': 5617, 'ratasmaki': 7487, 'ecommerce': 3462, 'delight': 3103, '172': 376, '12167': 199, 'refinance': 7598, 'maintaining': 5854, 'designing': 3161, 'living': 5709, 'terminate': 9039, 'surfacetreatment': 8824, 'cathay': 2403, 'regenerative': 7620, 'axa': 1893, '535': 1024, '1415': 273, 'ing': 4978, 'fh': 4092, '2051': 521, 'petrol': 6965, 'st1': 8582, 'wiio': 9790, 'heir': 4678, 'tosno': 9185, 'consolidations': 2802, 'empresa': 3575, 'desarrollo': 3154, 'urbano': 9445, 'quito': 7437, 'innovaruio': 5003, 'ecuador': 3469, 'prepare': 7200, 'mass': 5959, 'transit': 9237, 'minimum': 6147, 'preprocess': 7204, 'packets': 6770, 'determine': 3175, 'pge': 6968, 'belchatow': 2007, 'gw': 4560, 'intentions': 5060, '565mw': 1046, 'meripori': 6063, 'roofing': 7906, 'felt': 4081, '1920': 431, '1930s': 438, 'lays': 5557, 'marketwatch': 5941, 'rebound': 7536, 'broader': 2230, '1623': 350, '2535': 627, 'allonen': 1577, 'pointing': 7094, 'overlapping': 6740, 'valio': 9506, 'worried': 9851, 'problem': 7259, '85030': 1266, 'manty': 5899, '1996': 464, 'discontinue': 3252, 'hallein': 4574, 'gohrsmhle': 4471, 'newlyformed': 6410, 'konglisted': 5423, 'architecture': 1733, 'petrochemical': 6964, 'catering': 2402, 'hitura': 4741, 'canadian': 2328, 'belvedere': 2015, '1155000': 175, '1132000': 165, '183': 404, '123000': 206, 'boston': 2165, 'cfsb': 2462, 'singulase': 8371, 'renewable': 7688, 'eletric': 3536, 'ev': 3884, '41733110': 891, 'optimistic': 6656, 'inregard': 5012, '767': 1212, '189': 420, '188': 418, '11720829': 180, 'creditor': 2953, 'cph': 2934, 'parity': 6811, 'establishment': 3698, 'cease': 2418, '10199': 104, '6067': 1083, '1133': 166, '1014': 101, 'valga': 9503, 'lihatoostus': 5658, 'maks': 5865, 'moorits': 6235, 'exceeds': 3910, 'eur091': 3722, 'hatch': 4636, 'shipowner': 8298, 'grieg': 4522, 'rautakesko': 7497, 'impacting': 4884, 'kiosk': 5391, 'suffered': 8762, 'weighing': 9751, 'percentages': 6920, 'renew': 7687, 'traditions': 9221, 'enclosed': 3584, '10th': 146, 'agenda': 1511, 'haakon': 4564, 'skaarer': 8396, 'pursues': 7397, 'healthy': 4657, 'consumercustomers': 2820, 'papua': 6803, 'guineabased': 4555, 'lihir': 5659, 'lgl': 5625, 'issuer': 5164, 'solely': 8478, 'theyre': 9079, 'impressive': 4899, 'dynamics': 3405, 'capacitors': 2342, 'reliability': 7661, 'carries': 2374, 'arranging': 1751, 'cup': 2984, 'skiing': 8406, 'competitions': 2706, 'boycotting': 2180, 'wages': 9671, 'eur157': 3748, 'eur634': 3832, 'lamp': 5507, 'bestseller': 2036, 'southaven': 8504, 'nitrogen': 6442, 'nitrates': 6441, 'till': 9121, 'modernisation': 6199, '342': 779, 'highspeed': 4724, 'forestries': 4247, 'sir': 8377, 'robert': 7884, 'mcalpine': 5992, 'watermark': 9718, '680000': 1151, '20082010': 500, 'cosco': 2901, 'dohle': 3316, 'cido': 2535, 'steady': 8639, 'edging': 3473, 'seinajoki': 8173, 'welding': 9755, 'pipe': 7016, 'irish': 5147, '3i': 862, 'moody': 6233, 'a1': 1356, 'p1': 6761, 'lender': 5606, 'emtn': 3579, 'feedstock': 4073, 'strictest': 8705, 'colorado': 2638, '16122008': 344, 'hameenlinna': 4579, 'bj': 2089, 'rn': 7877, '4bn': 980, '1541': 318, 'osuuskauppa': 6708, 'suursavo': 8843, 'obligated': 6540, 'isk': 5152, '400000000': 871, 'sanyo': 8040, 'beat': 1986, 'feeders': 4072, 'wenchong': 9764, 'purpose': 7392, 'effectiveness': 3489, 'chargz': 2489, 'recommendable': 7561, 'g2': 4368, 'accountant': 1403, 'alberta': 1559, 'eseries': 3685, 'stylised': 8729, 'dave': 3044, 'grannan': 4502, 'compact': 2686, 'scalable': 8081, 'retrofit': 7825, 'inorganic': 5010, 'coagulant': 2599, 'vishakapatnam': 9615, 'vizag': 9625, 'andhra': 1639, 'pradesh': 7172, 'kick': 5375, 'netapp': 6388, 'strategically': 8685, 'repositioning': 7735, 'relaunch': 7656, 'stole': 8661, 'burgundy': 2269, 'newlycompleted': 6409, 'allure': 1586, 'seas': 8135, 'oasis': 6537, 'selloff': 8192, 'auction': 1836, 'bloc': 2101, '624': 1108, 'suunto': 8842, '61us': 1098, '408': 881, 'depository': 3139, 'eur655': 3835, 'finns': 4160, 'boy': 2179, 'genius': 4422, 'huh': 4804, 's60': 7977, '135gram': 254, '24inch': 613, 'vga': 9574, 'megabytes': 6033, 'memory': 6048, 'expandable': 3941, 'slot': 8431, 'host': 4784, 'jarvinen': 5209, 'rautakirja': 7498, 'bracing': 2183, 'expert': 3959, 'interconnected': 5068, 'mega': 6032, 'image': 4873, '347': 782, '475': 950, 'einvoice': 3511, 'coker': 2622, 'tesoro': 9050, 'eagle': 3428, 'martinez': 5953, 'california': 2313, 'castell': 2388, 'has80': 4631, 'cf2': 2459, 'pty': 7371, 'renison': 7694, 'mines': 6144, 'nl': 6444, 'nancheng': 6336, 'vostochny': 9650, 'quantity': 7426, 'hutchison': 4818, 'essar': 3692, '2114': 534, 'beating': 1987, 'contented': 2831, 'homeowners': 4763, 'tip': 9134, 'panfish': 6793, 'bluegills': 2111, 'catch': 2397, 'commerzbank': 2665, 'hamburg': 4578, 'arrangers': 1750, 'ams': 1629, 'inga': 4979, 'coarranger': 2602, 'gawker': 4402, 'wackiness': 9668, 'atvi': 1834, 'familyfun': 4035, 'originated': 6690, 'tomas': 9159, 'poznan': 7169, 'pestka': 6953, 'wwwruukkicominvestors': 9880, 'contributed': 2850, 'retailed': 7813, 'donation': 3327, '1115000': 159, 'administrators': 1472, 'odell': 6557, 'straddle': 8679, 'eur700': 3841, 'eur900': 3854, '299000': 701, '430000': 903, 'cheap': 2496, 'stahlberg': 8594, 'vp': 9656, 'labs': 5493, 'avcomparatives': 1878, 'organize': 6682, 'wtc': 9863, 'marski': 5948, 'aleksanterinkatu': 1565, '1230': 205, 'lunch': 5806, 'fee': 4068, 'establishing': 3697, '1034': 115, 'bosniaherzegovina': 2163, 'aluminij': 1606, 'dd': 3052, 'mostar': 6249, 'eur42m': 3806, 'rs310': 7938, 'aktav': 1552, '233': 575, 'avena': 1879, 'usually': 9477, 'travellers': 9247, 'partihallsf': 6831, 'rbindelsen': 7506, 'unite': 9403, '4550': 927, 'capped': 2350, 'achievement': 1411, 'deere': 3087, 'dokumentori': 3320, 'bawag': 1977, 'bseries': 2245, '290': 689, 'runner': 7959, 'spaces': 8516, 'globe': 4459, 'nextgeneration': 6421, 'tikkakoski': 9119, 'ulefos': 9358, 'manhole': 5894, 'leminen': 5602, 'relinquishing': 7664, '54percent': 1032, '1044': 119, '1109percent': 154, 'expecting': 3949, '2389': 587, '3384': 774, 'eq': 3653, '67mn': 1148, 'alpina': 1590, 'lebanon': 5584, 'shoes': 8305, 'skis': 8408, 'poles': 7099, 'waxes': 9724, '3491': 784, '3096': 726, '177': 388, 'prague': 7173, 'celebrated': 2423, '505': 993, 'noon': 6474, 'adjust': 1464, '370': 820, 'privatization': 7254, '368': 814, 'concentrator': 2743, 'siilinjarvi': 8346, 'minera': 6140, '17m': 393, 'liising': 5660, 'kennedy': 5355, 'laguardia': 5497, 'newark': 6402, 'teterboro': 9054, 'stewart': 8652, 'guder': 4549, '2253': 557, '1535': 317, 'tyumen': 9342, 'chelyabinsk': 2500, 'khantymansi': 5373, 'autonomous': 1871, 'juhapekka': 5252, 'weckstr': 9743, 'esa': 3683, 'eur928': 3855, '513': 1002, '12596': 213, '14251': 278, 'tour': 9197, '172p': 378, 'suitor': 8773, 'ruled': 7954, 'eco': 3459, 'drivers': 3371, 'ineta': 4967, 'zaharova': 9934, '122000': 202, 'lakshmi': 5506, 'mittal': 6167, 'lule': 5799, 'municipality': 6296, '2year': 708, '32266': 751, 'raiffeisen': 7455, '2691': 660, 'twocar': 9326, '5253': 1012, '4877': 966, 'respondents': 7788, 'gavrilov': 4401, 'shifted': 8291, 'simonson': 8359, '1059': 129, 'woro': 9850, 'kommerts': 5419, 'vastsekuuste': 9537, 'wwwinvestinestoniacom': 9875, 'ia': 4830, 'eur300': 3783, '1321': 240, 'slow': 8435, 'converted': 2864, 'bitmapped': 2088, 'barleycorn': 1956, 'provisional': 7365, 'murmansk': 6297, 'eur94m': 3857, 'definitely': 3091, 'privatisation': 7253, '1339': 247, 'bbl': 1980, '1046': 121, '1184': 186, '1756': 385, '238': 586, '430': 902, 'rosberg': 7915, 'modes': 6201, 'coop': 2871, 'tournaments': 9200, 'splitscreen': 8552, 'multiplayer': 6283, 'linde': 5669, 'acts': 1440, 'responsibly': 7793, 'society': 8466, 'madoff': 5834, 'ponzi': 7111, 'slitting': 8428, 'absentee': 1379, '579000': 1062, '101': 97, '825mn': 1253, '763mn': 1211, 'yokohama': 9922, 'nagoya': 6330, 'graz': 4511, 'aalborg': 1360, 'cses': 2974, 'ppmi': 7170, 'cerberus': 2450, 'lpbacked': 5787, 'casting': 2389, '401800': 874, 'throughput': 9101, 'marchapril': 5917, 'restructured': 7804, 'rfid': 7846, 'intelligent': 5052, 'mti': 6273, 'pecs': 6891, 'falling': 4031, 'zoltan': 9947, '6m': 1164, 'multimedia': 6280, 'yhteishyvæ': 9914, '1629000': 353, '1097000': 143, 'prime': 7239, 'myllypuro': 6307, 'bucking': 2250, '2270': 560, 'slipping': 8427, 'retailwholesale': 7817, 'ntc': 6516, 'complements': 2712, 'closer': 2590, 'bohemia': 2131, 'czechrepublic': 3018, 'harkonen': 4624, 'pentti': 6913, 'sipponen': 8376, 'osmo': 6703, 'suovaniemi': 8794, 'tapani': 8941, 'tiusanen': 9141, 'reisholz': 7643, '99483': 1351, 'priceshare': 7232, 'gratuitous': 4509, '10435023': 118, 'happens': 4615, 'megamart': 6035, 'eataly': 3446, 'meaning': 6001, 'kids': 5379, 'telpak': 9022, 'maya': 5985, 'joe': 5222, 'doering': 3312, 'bullet': 2263, '2924': 695, '2193': 546, 'oleary': 6594, 'perth': 6947, 'installs': 5028, 'tail': 8896, 'lifts': 5649, 'kalinisky': 5292, '18000square': 400, 'difficulties': 3214, 'philips': 6982, 'steve': 8651, 'jackson': 5188, 'ebusiness': 3457, 'aboavista': 1374, 'broke': 2232, 'mold': 6210, 'euribor': 3860, 'lynn': 5816, 'shanahan': 8260, 'dataonly': 3040, 'sim': 8352, 'kopijyva': 5425, 'sokonet': 8472, 'katajavuori': 5326, 'yearlong': 9907, 'sabbatical': 7986, '600mn': 1081, 'mcdonald': 5994, 'evening': 3890, 'hits': 4740, 'solo': 8482, 'doobie': 3330, 'brothers': 2237, 'rb': 7504, 'songs': 8488, 'founders': 4278, 'respecta': 7783, 'samuel': 8025, 'koivisto': 5415, 'surveyed': 8836, 'merisatama': 6064, 'corners': 2888, 'asfaltti': 1770, 'osakeyhti': 6699, '683': 1154, '622': 1104, 'cps': 2936, '6350': 1117, 'nok16': 6450, 'aol': 1674, 'weblogs': 9740, 'upstaged': 9439, 'businessclass': 2277, 'promo': 7317, 'finnishowned': 4156, 'kft': 5371, '650': 1128, 'staffers': 8591, 'fulfill': 4338, 'headline': 4651, 'dated': 3042, 'acacia': 1384, 'rule': 7953, 'sted': 8641, 'virgin': 9607, '2768': 674, '2916': 693, '5343': 1023, 'voiced': 9633, 'fears': 4057, 'comparison': 2695, 'sevenmonth': 8246, '989': 1347, 'ea': 3425, 'reng': 7693, 'reiterated': 7644, '445': 919, '317': 742, 'colaflavoured': 2623, 'heights': 4674, 'handpainted': 4596, 'resin': 7772, 'trebles': 9253, '75cm': 1208, '25cm': 638}\n"
     ]
    }
   ],
   "source": [
    "# tokenize, remove stop words and create matrix\n",
    "vectorizer = CountVectorizer(stop_words='english')\n",
    "X_train_vec = vectorizer.fit_transform(X_train)\n",
    "X_test_vec = vectorizer.transform(X_test)\n",
    "print(vectorizer.vocabulary_)\n",
    "X_train_vec = X_train_vec.todense() # convert sparse matrix to dense matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 20 words used for negative headlines:\n",
      "[('eur', 325), ('mn', 224), ('profit', 156), ('net', 104), ('finnish', 102), ('company', 100), ('year', 100), ('sales', 98), ('operating', 97), ('period', 90), ('quarter', 89), ('2008', 87), ('2009', 86), ('million', 78), ('said', 77), ('loss', 69), ('2007', 68), ('compared', 68), ('decreased', 68), ('mln', 68)]\n"
     ]
    }
   ],
   "source": [
    "matrix = vectorizer.fit_transform(df[df['sentiment']=='negative']['headline'])\n",
    "freqs = zip(vectorizer.get_feature_names(), matrix.sum(axis=0).tolist()[0])    \n",
    "# sort from largest to smallest\n",
    "print(\"Top 20 words used for negative headlines:\")\n",
    "print(sorted(freqs, key=lambda x: -x[1])[:20])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 20 words used for positive headlines:\n",
      "[('eur', 450), ('company', 241), ('mn', 241), ('said', 230), ('year', 212), ('finnish', 202), ('net', 196), ('profit', 192), ('sales', 192), ('million', 170), ('period', 139), ('mln', 128), ('operating', 122), ('2010', 116), ('quarter', 114), ('2009', 109), ('group', 97), ('oyj', 97), ('rose', 94), ('increased', 89)]\n"
     ]
    }
   ],
   "source": [
    "matrix = vectorizer.fit_transform(df[df['sentiment']=='positive']['headline'])\n",
    "freqs = zip(vectorizer.get_feature_names(), matrix.sum(axis=0).tolist()[0])    \n",
    "# sort from largest to smallest\n",
    "print(\"Top 20 words used for positive headlines:\")\n",
    "print(sorted(freqs, key=lambda x: -x[1])[:20])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 20 words used for neutral headlines:\n",
      "[('company', 510), ('eur', 243), ('said', 238), ('finland', 228), ('finnish', 220), ('business', 195), ('million', 192), ('group', 190), ('new', 189), ('sales', 165), ('shares', 163), ('services', 151), ('share', 142), ('market', 136), ('000', 134), ('2008', 125), ('2007', 113), ('net', 113), ('2009', 107), ('2010', 102)]\n"
     ]
    }
   ],
   "source": [
    "matrix = vectorizer.fit_transform(df[df['sentiment']=='neutral']['headline'])\n",
    "freqs = zip(vectorizer.get_feature_names(), matrix.sum(axis=0).tolist()[0])    \n",
    "# sort from largest to smallest\n",
    "print(\"Top 20 words used for neutral headlines:\")\n",
    "print(sorted(freqs, key=lambda x: -x[1])[:20])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  (0, 9791)\t0.3067178477169404\n",
      "  (0, 8858)\t0.1993750079580578\n",
      "  (0, 8622)\t0.24304053182867003\n",
      "  (0, 7997)\t0.11299346479161586\n",
      "  (0, 6956)\t0.28208409930840234\n",
      "  (0, 5336)\t0.24304053182867003\n",
      "  (0, 4179)\t0.3067178477169404\n",
      "  (0, 3927)\t0.2214990795868876\n",
      "  (0, 2508)\t0.22315235380230813\n",
      "  (0, 2276)\t0.1420042759967518\n",
      "  (0, 1940)\t0.17388485698523198\n",
      "  (0, 1636)\t0.3067178477169404\n",
      "  (0, 1557)\t0.5641681986168047\n",
      "  (1, 9719)\t0.3169893294286547\n",
      "  (1, 9568)\t0.2915306368632876\n",
      "  (1, 7751)\t0.3169893294286547\n",
      "  (1, 4792)\t0.28333476846739597\n",
      "  (1, 3527)\t0.24298369543390055\n",
      "  (1, 3218)\t0.23430134138929723\n",
      "  (1, 2999)\t0.3169893294286547\n",
      "  (1, 2995)\t0.28333476846739597\n",
      "  (1, 2883)\t0.30209694896052647\n",
      "  (1, 2856)\t0.2660719442979205\n",
      "  (1, 2576)\t0.2766382563951594\n",
      "  (1, 599)\t0.3169893294286547\n",
      "  :\t:\n",
      "  (4116, 6087)\t0.30400314717805166\n",
      "  (4116, 4674)\t0.4352665577904806\n",
      "  (4116, 3492)\t0.3408645477829291\n",
      "  (4116, 1460)\t0.38905457668070637\n",
      "  (4117, 9062)\t0.3459233863203032\n",
      "  (4117, 5905)\t0.3066651006668001\n",
      "  (4117, 5081)\t0.35592972110469323\n",
      "  (4117, 4722)\t0.31956550989424953\n",
      "  (4117, 3162)\t0.31484087148763185\n",
      "  (4117, 3079)\t0.3459233863203032\n",
      "  (4117, 2689)\t0.12582549007547947\n",
      "  (4117, 2594)\t0.2910461263788794\n",
      "  (4117, 1914)\t0.3688301303321427\n",
      "  (4117, 1393)\t0.31956550989424953\n",
      "  (4118, 9253)\t0.3302674038974662\n",
      "  (4118, 7772)\t0.3302674038974662\n",
      "  (4118, 7523)\t0.2306686061635914\n",
      "  (4118, 6110)\t0.2823271188125946\n",
      "  (4118, 5749)\t0.24215290134085715\n",
      "  (4118, 4775)\t0.29520311798595694\n",
      "  (4118, 4596)\t0.3302674038974662\n",
      "  (4118, 3085)\t0.31475121020120794\n",
      "  (4118, 1208)\t0.3302674038974662\n",
      "  (4118, 638)\t0.3302674038974662\n",
      "  (4118, 264)\t0.27721718725236644\n"
     ]
    }
   ],
   "source": [
    "# apply tfidf - penalizing high frequency words via L2 normalization\n",
    "tfidf = TfidfTransformer()\n",
    "X_train_tfidf = tfidf.fit_transform(X_train_vec)\n",
    "X_test_tfidf = tfidf.transform(X_test_vec)\n",
    "print(X_train_tfidf)\n",
    "X_train_tfidf = X_train_tfidf.todense()\n",
    "X_test_tfidf = X_test_tfidf.todense()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GaussianNB()"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nb_model = GaussianNB()\n",
    "nb_model.fit(X_train_tfidf, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import classification_report, plot_confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "preds = nb_model.predict(X_test_tfidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.36      0.43      0.39        82\n",
      "           1       0.67      0.62      0.64       415\n",
      "           2       0.42      0.45      0.43       230\n",
      "\n",
      "    accuracy                           0.54       727\n",
      "   macro avg       0.48      0.50      0.49       727\n",
      "weighted avg       0.56      0.54      0.55       727\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, preds))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x7fe3b8447bb0>"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(nb_model, X_test_tfidf, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Recall:**\n",
    "\n",
    "0 - corresponds to negative sentiment\n",
    "\n",
    "1 - corresponds with neutral sentiment\n",
    "\n",
    "2 - corresponds with positive sentiment\n",
    "\n",
    "Given that the dataset has substantially more labeled data for neutral sentiment headlines (see countplot above), it is not surprising that neutral sentiment has the highest precision and recall scores. For a more balanced dataset, one would expect higher overall accuracy in the test data.\n",
    "\n",
    "Let's explore what happens if we were to classify between positive or negative sentiments only."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filter Out Neutral Sentiment Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [],
   "source": [
    "pos_neg = df[df.sentiment != 'neutral']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sentiment</th>\n",
       "      <th>headline</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>negative</td>\n",
       "      <td>The international electronic industry company ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>positive</td>\n",
       "      <td>With the new production plant the company woul...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>positive</td>\n",
       "      <td>According to the company 's updated strategy f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>positive</td>\n",
       "      <td>FINANCING OF ASPOCOMP 'S GROWTH Aspocomp is ag...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>positive</td>\n",
       "      <td>For the last quarter of 2010 , Componenta 's n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4840</th>\n",
       "      <td>negative</td>\n",
       "      <td>HELSINKI Thomson Financial - Shares in Cargote...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4841</th>\n",
       "      <td>negative</td>\n",
       "      <td>LONDON MarketWatch -- Share prices ended lower...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4843</th>\n",
       "      <td>negative</td>\n",
       "      <td>Operating profit fell to EUR 35.4 mn from EUR ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4844</th>\n",
       "      <td>negative</td>\n",
       "      <td>Net sales of the Paper segment decreased to EU...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4845</th>\n",
       "      <td>negative</td>\n",
       "      <td>Sales in Finland decreased by 10.5 % in Januar...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1967 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sentiment                                           headline\n",
       "2     negative  The international electronic industry company ...\n",
       "3     positive  With the new production plant the company woul...\n",
       "4     positive  According to the company 's updated strategy f...\n",
       "5     positive  FINANCING OF ASPOCOMP 'S GROWTH Aspocomp is ag...\n",
       "6     positive  For the last quarter of 2010 , Componenta 's n...\n",
       "...        ...                                                ...\n",
       "4840  negative  HELSINKI Thomson Financial - Shares in Cargote...\n",
       "4841  negative  LONDON MarketWatch -- Share prices ended lower...\n",
       "4843  negative  Operating profit fell to EUR 35.4 mn from EUR ...\n",
       "4844  negative  Net sales of the Paper segment decreased to EU...\n",
       "4845  negative  Sales in Finland decreased by 10.5 % in Januar...\n",
       "\n",
       "[1967 rows x 2 columns]"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pos_neg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='sentiment', ylabel='count'>"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "sns.countplot(x=pos_neg.sentiment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-122-c997deeff520>:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['processed'] = df.headline.apply(lambda x: x.translate(str.maketrans('', '', string.punctuation)))\n",
      "/Users/danki/opt/anaconda3/lib/python3.8/site-packages/pandas/core/generic.py:5168: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self[name] = value\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sentiment</th>\n",
       "      <th>headline</th>\n",
       "      <th>processed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>The international electronic industry company ...</td>\n",
       "      <td>the international electronic industry company ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>With the new production plant the company woul...</td>\n",
       "      <td>with the new production plant the company woul...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>According to the company 's updated strategy f...</td>\n",
       "      <td>according to the company updated strategy for ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2</td>\n",
       "      <td>FINANCING OF ASPOCOMP 'S GROWTH Aspocomp is ag...</td>\n",
       "      <td>financing of aspocomp growth aspocomp is aggre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2</td>\n",
       "      <td>For the last quarter of 2010 , Componenta 's n...</td>\n",
       "      <td>for the last quarter of 2010 componenta net sa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4840</th>\n",
       "      <td>0</td>\n",
       "      <td>HELSINKI Thomson Financial - Shares in Cargote...</td>\n",
       "      <td>helsinki thomson financial shares in cargotec ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4841</th>\n",
       "      <td>0</td>\n",
       "      <td>LONDON MarketWatch -- Share prices ended lower...</td>\n",
       "      <td>london marketwatch share prices ended lower in...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4843</th>\n",
       "      <td>0</td>\n",
       "      <td>Operating profit fell to EUR 35.4 mn from EUR ...</td>\n",
       "      <td>operating profit fell to eur 354 mn from eur 6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4844</th>\n",
       "      <td>0</td>\n",
       "      <td>Net sales of the Paper segment decreased to EU...</td>\n",
       "      <td>net sales of the paper segment decreased to eu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4845</th>\n",
       "      <td>0</td>\n",
       "      <td>Sales in Finland decreased by 10.5 % in Januar...</td>\n",
       "      <td>sales in finland decreased by 105 in january w...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1967 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      sentiment                                           headline  \\\n",
       "2             0  The international electronic industry company ...   \n",
       "3             2  With the new production plant the company woul...   \n",
       "4             2  According to the company 's updated strategy f...   \n",
       "5             2  FINANCING OF ASPOCOMP 'S GROWTH Aspocomp is ag...   \n",
       "6             2  For the last quarter of 2010 , Componenta 's n...   \n",
       "...         ...                                                ...   \n",
       "4840          0  HELSINKI Thomson Financial - Shares in Cargote...   \n",
       "4841          0  LONDON MarketWatch -- Share prices ended lower...   \n",
       "4843          0  Operating profit fell to EUR 35.4 mn from EUR ...   \n",
       "4844          0  Net sales of the Paper segment decreased to EU...   \n",
       "4845          0  Sales in Finland decreased by 10.5 % in Januar...   \n",
       "\n",
       "                                              processed  \n",
       "2     the international electronic industry company ...  \n",
       "3     with the new production plant the company woul...  \n",
       "4     according to the company updated strategy for ...  \n",
       "5     financing of aspocomp growth aspocomp is aggre...  \n",
       "6     for the last quarter of 2010 componenta net sa...  \n",
       "...                                                 ...  \n",
       "4840  helsinki thomson financial shares in cargotec ...  \n",
       "4841  london marketwatch share prices ended lower in...  \n",
       "4843  operating profit fell to eur 354 mn from eur 6...  \n",
       "4844  net sales of the paper segment decreased to eu...  \n",
       "4845  sales in finland decreased by 105 in january w...  \n",
       "\n",
       "[1967 rows x 3 columns]"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preprocess(pos_neg)\n",
    "pos_neg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = pos_neg.processed\n",
    "y = pos_neg.sentiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.15, random_state=101)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'transaction': 5063, 'doubles': 1908, 'tecnomens': 4933, 'workforse': 5355, 'adds': 933, 'fourth': 2414, 'net': 3504, 'sales': 4364, 'kone': 3003, 'said': 4355, 'court': 1700, 'papers': 3745, 'union': 5149, 'action': 908, 'delayed': 1797, 'repairs': 4225, 'elevators': 1991, 'federal': 2298, 'courthouse': 1701, 'jan': 2881, '21': 347, 'saltonstall': 4369, 'state': 4711, 'office': 3615, 'building': 1329, '23': 367, 'ruukki': 4344, 'group': 2557, 'calculates': 1351, 'lost': 3186, 'eur': 2081, '4mn': 630, 'failed': 2274, 'project': 4009, 'neste': 3503, 'oil': 3624, 'board': 1259, 'proposed': 4024, '100': 60, 'dividend': 1881, 'fullyear': 2447, '2007': 323, 'compared': 1561, '090': 56, 'year': 5380, 'ago': 972, 'end': 2019, 'march': 3273, 'order': 3678, 'book': 1270, '396': 548, 'mn': 3409, '42': 572, 'corresponding': 1686, 'period': 3808, '2006': 317, 'significant': 4552, 'milestone': 3380, 'benefon': 1212, 'helping': 2634, 'secure': 4445, 'critical': 1719, 'usp': 5194, 'personal': 3815, 'navigation': 3486, 'product': 3990, 'roadmap': 4307, 'commented': 1541, 'simon': 4566, 'button': 1343, 'chief': 1456, 'technology': 4926, 'officer': 3616, 'finnish': 2346, 'sampo': 4371, 'bank': 1173, 'danish': 1760, 'danske': 1761, 'reports': 4234, 'profit': 3999, 'taxes': 4914, '1523': 213, '2010': 332, '327': 491, '2009': 328, 'new': 3516, 'located': 3165, 'shenzhen': 4525, 'strengthen': 4765, 'vaisala': 5204, '10year': 99, 'old': 3629, 'presence': 3944, 'china': 1458, 'pleased': 3873, 'receive': 4144, 'nomination': 3544, 'committee': 1550, 'request': 4240, 'confidence': 1607, 'says': 4401, 'jon': 2903, 'risfelt': 4300, 'lifting': 3128, 'equipment': 2049, 'maker': 3239, 'konecranes': 3004, 'hel': 2629, 'kcr1v': 2971, '29': 448, 'july': 2919, 'raised': 4097, 'stake': 4695, 'austrian': 1134, 'manipulator': 3258, 'acs': 906, '80': 784, 'bought': 1287, 'german': 2495, 'sector': 4443, 'player': 3870, 'knight': 2998, 'europe': 2204, 'consolidated': 1625, 'pretax': 3950, 'decreased': 1791, '692': 743, '410': 566, '1331': 163, 'nokian': 3542, 'tyre': 5123, 'proves': 4036, 'high': 2641, 'safety': 4353, 'excellently': 2213, 'important': 2728, 'driving': 1918, 'qualities': 4075, 'stability': 4687, 'mark': 3282, '14': 177, 'handling': 2592, '15': 201, 'braking': 1289, 'wet': 5318, 'road': 4306, '19': 284, 'mobile': 3410, 'phone': 3835, 'rose': 4321, '25': 402, '587': 684, 'billion': 1235, 'euros': 2206, 'enterprise': 2037, 'solution': 4632, 'dropped': 1920, '39': 545, '186': 276, 'million': 3382, 'extremely': 2264, 'delighted': 1798, 'continuation': 1647, 'cooperation': 1672, 'viking': 5250, 'line': 3136, 'company': 1557, 'amounted': 1020, 'ee': 1959, '555': 668, '36': 517, '2004': 312, 'clothing': 1507, 'chain': 1427, 'seppælæ': 4489, 'increased': 2755, '70': 746, '308': 468, 'portfolio': 3904, '429': 576, '92007': 833, '333': 496, '22008': 358, 'stonegate': 4741, 'utm': 5197, 'offers': 3614, 'protection': 4030, 'inbound': 2740, 'outbound': 3700, 'attacks': 1123, 'diluted': 1852, 'earnings': 1938, 'share': 4511, 'eps': 2048, '052': 40, 'versus': 5236, '009': 8, 'svyturysutenos': 4851, 'alus': 1011, 'controlled': 1661, 'nordic': 3555, 'baltic': 1169, 'beverages': 1223, 'holding': 2663, 'bbh': 1192, 'posted': 3914, '61': 702, 'percent': 3802, 'growth': 2563, 'beer': 1201, 'januaryseptember': 2887, '10199': 71, 'liters': 3151, 'operating': 3659, 'threemonth': 4999, 'respectively': 4259, 'eur15': 2102, 'eur131': 2098, '2005': 315, 'elcoteq': 1979, 'proven': 4035, 'track': 5052, 'record': 4157, 'electronics': 1986, 'manufacturing': 3266, 'services': 4497, 'ems': 2011, 'global': 2510, 'factory': 2272, 'network': 3509, 'coupled': 1698, 'modern': 3418, 'consistent': 1623, 'systems': 4869, 'processes': 3979, 'finland': 2343, 'international': 2831, '07': 47, 'rationalize': 4115, 'pulp': 4051, 'paper': 3741, 'industry': 2775, 'related': 4192, 'solutions': 4633, 'supplier': 4823, 'bssoss': 1322, 'vas': 5221, 'telecom': 4941, 'operators': 3665, 'tecnotree': 4934, 'received': 4145, 'expansion': 2231, 'orders': 3680, 'worth': 5364, 'total': 5039, '73': 760, 'convergent': 1665, 'charging': 1445, 'generation': 2485, 'messaging': 3347, 'latin': 3062, 'america': 1016, 'announced': 1037, 'specifying': 4660, 'placed': 3857, 'business': 1340, 'report26': 4230, 'june': 2924, '2006metso': 321, 'corporation': 1683, 'wins': 5339, 'eur50m': 2156, 'australia': 1131, '19982006': 302, 'm2': 3214, 'communications': 1554, 'engineering': 2027, 'metso': 3360, 'monday': 3424, '26': 419, 'telecomworldwire7': 4944, 'april': 1071, '2006tj': 322, 'plc': 3872, 'sells': 4471, 'morning': 3435, 'digital': 1849, 'design': 1820, 'oy': 3722, 'tj': 5023, 'friday': 2432, 'signed': 4550, 'agreement': 975, 'selling': 4470, 'shares': 4515, 'edita': 1956, 'oyj': 3723, 'plumbing': 3875, 'heating': 2624, 'uponor': 5175, 'continuing': 1651, 'operations': 3662, '94': 844, '2008': 325, '9492': 848, '10474': 82, '565': 673, '2329': 375, 'value': 5210, 'firm': 2355, 'forestry': 2400, 'holdings': 2664, 'sek': 4458, 'bn': 1257, '355': 514, 'mln': 3405, '298': 454, 'real': 4133, 'estate': 2070, 'loss': 3184, 'x201a': 5371, '593': 687, '021': 18, '31': 473, '011': 10, 'quarter': 4077, 'turnover': 5112, 'surged': 4833, 'eur61': 2165, 'eur47': 2151, 'increasing': 2757, 'service': 4496, 'demand': 1804, 'especially': 2064, 'overall': 3711, 'tieto': 5005, 'aktia': 995, 'good': 2521, 'foundation': 2410, 'required': 4241, 'support': 4827, 'implementing': 2726, 'update': 5162, 'juha': 2915, 'volotinen': 5265, 'responsible': 4262, 'web': 5306, 'manavigatorseptember': 3256, '2010kemira': 334, 'unveils': 5161, 'indian': 2765, 'jv': 2932, 'ivrcl': 2878, 'chemicals': 1452, 'kemira': 2977, 'kra1v': 3015, 'tuesday': 5098, 'inked': 2789, 'deal': 1771, 'form': 2402, 'joint': 2902, 'venture': 5234, 'india': 2763, 'local': 3164, 'construction': 1631, 'infrastructure': 2780, 'projects': 4012, 'bom': 1268, '530773': 659, 'concept': 1597, 'enables': 2016, 'commercially': 1545, 'affordable': 961, 'way': 5299, 'manufacture': 3261, 'highquality': 2649, 'tco': 4916, 'coated': 1512, 'glass': 2506, 'solar': 4626, 'longterm': 3177, 'contract': 1652, 'seminar': 4473, 'introduced': 2837, 'clean': 1485, 'technologies': 4925, 'products': 3995, 'financial': 2335, 'tools': 5036, 'sponsorship': 4673, 'programs': 4004, 'energy': 2025, 'environment': 2043, 'potential': 3918, 'develop': 1830, 'vietnam': 5245, 'expected': 2233, 'increase': 2754, 'ayanambakkam': 1155, 'suburb': 4795, 'west': 5316, 'chennai': 1453, 'fully': 2446, 'integrated': 2810, 'facility': 2268, 'gives': 2502, 'capability': 1369, 'address': 932, 'costs': 1693, 'suominen': 4816, 'makes': 3241, 'wipes': 5342, 'nonwovens': 3551, 'flexible': 2373, 'packaging': 3727, 'starting': 4708, 'employeremployee': 2007, 'negotiations': 3499, 'tampere': 4894, 'plant': 3863, 'lay': 3071, 'employees': 2006, 'volumes': 5267, 'food': 2388, 'remain': 4204, 'relatively': 4197, 'levels': 3104, 'scandinavia': 4407, 'atria': 1121, 'warmly': 5287, 'welcome': 5313, 'michael': 3370, 'frei': 2427, 'outotec': 3706, 'saw': 4395, 'helsinki': 2635, 'thomson': 4994, 'growhow': 2560, 'swung': 4862, 'improved': 2733, 'fertilizer': 2314, 'normally': 3560, 'stronger': 4773, 'middle': 3372, 'east': 1943, 'north': 3563, 'africa': 962, 'grown': 2562, 'considerably': 1620, 'recent': 4146, 'years': 5384, 'advantage': 948, 'pricing': 3959, 'seen': 4452, 'significantly': 4553, 'lower': 3191, 'prices': 3957, 'offered': 3611, 'unmanned': 5157, 'stations': 4719, 'filed': 2330, 'grievance': 2549, 'overtime': 3714, 'assignment': 1109, 'policies': 3890, 'mr': 3450, 'priit': 3961, 'kasak': 2956, 'balti': 1168, 'metsamasina': 3359, 'owner': 3717, 'rakverebased': 4101, 'wishes': 5346, 'valmet': 5209, 'market': 3283, '27': 429, 'couple': 1697, '12': 128, 'yearonyear': 5383, 'eur159': 2107, 'comparable': 1559, 'currency': 1731, 'rates': 4112, 'ceo': 1416, 'tarmo': 4910, 'noop': 3553, 'sale': 4363, 'premium': 3940, 'beers': 1202, 'biggest': 1232, 'bringing': 1305, 'right': 4292, 'kind': 2991, 'people': 3801, 'upgrade': 5167, 'human': 2692, 'resources': 4257, 'pioneer': 3847, 'library': 3113, '127': 147, 'libraries': 3112, 'municipalities': 3458, 'arts': 1090, 'culture': 1728, 'higher': 2642, 'education': 1958, 'science': 4419, 'organizations': 3684, 'awarded': 1149, 'grants': 2538, 'participate': 3755, 'big': 1230, 'read': 4129, 'largest': 3055, 'reading': 4131, 'program': 4003, 'history': 2655, '98': 857, 'olvi': 3632, 'controls': 1662, 'ragutis': 4090, 'le': 3075, 'coq': 1679, 'annual': 1039, 'report': 4229, 'published': 4049, 'earlier': 1934, 'lithuanian': 3153, 'brewery': 1302, 'reached': 4125, '1504': 205, 'rise': 4298, '204': 339, '1249': 141, 'jarmo': 2890, 'honkamaa': 2676, 'head': 2614, 'refining': 4176, 'situation': 4579, 'looks': 3180, 'promising': 4016, 'viewpoint': 5247, '2205': 359, '4700': 607, 'ferries': 2312, 'run': 4338, 'trouble': 5086, 'just': 2928, 'outside': 3709, 'stockholm': 4736, 'archipelago': 1079, '20000': 308, 'islands': 2865, 'attractive': 1125, 'factor': 2269, 'tablets': 4871, 'media': 3326, 'companies': 1556, 'provide': 4037, 'making': 3242, 'money': 3425, 'department': 1810, 'store': 4747, 'division': 1883, 'hobby': 2661, 'hall': 2580, 'subsidiary': 4792, 'seppala': 4487, 'totalled': 5042, '90': 822, '97': 855, 'half': 2579, 'intake': 2809, 'hand': 2587, 'makers': 3240, 'sold': 4627, '25688': 415, '45': 594, 'cent': 1409, 'yearearlier': 5382, 'figure': 2327, '24592': 396, 'weaker': 5303, 'dollar': 1899, 'british': 1310, 'pound': 3921, 'impact': 2720, 'average': 1146, 'upm': 5173, 'aim': 982, 'fifth': 2326, 'qualcomm': 4074, 'estimated': 2072, 'firstquarter': 2356, '46': 599, '50': 632, 'cents': 1415, 'excluding': 2218, 'certain': 1418, 'items': 2875, 'analyst': 1026, 'estimate': 2071, 'austin': 1130, 'texas': 4975, 'sept': 4491, 'transportation': 5071, 'awards': 1150, 'teleste': 4949, 'video': 5243, 'compression': 1588, 'distribution': 1874, 'acquisition': 903, 'boomeranger': 1276, 'boats': 1262, 'strategy': 4757, 'developing': 1833, 'acquisitions': 904, 'forest': 2398, 'machinery': 3218, 'manufacturer': 3263, 'ponsse': 3894, 'issued': 2871, 'warning': 5288, 'repeats': 4228, 'sees': 4453, 'ebita': 1950, '18': 267, 'pct': 3792, 'provider': 4039, 'affecto': 959, 'afe1v': 954, 'today': 5028, 'slipped': 4594, '115000': 118, 'usd': 5183, '152000': 211, 'second': 4437, '845000': 805, 'alma': 1003, 'expects': 2235, 'forecast': 2393, 'previously': 3953, 'satama': 4385, 'states': 4716, 'jussi': 2927, 'lansio': 3049, 'chairman': 1429, 'months': 3431, 'narrowed': 3475, '415000': 570, '74': 764, 'geosentric': 2492, 'geosolutions': 2493, 'unit': 5151, 'gypsii': 2575, 'lifestyle': 3123, 'application': 1058, 'geomobility': 2491, 'social': 4618, 'networking': 3510, 'platform': 3867, 'nanjing': 3472, 'mynet': 3467, 'make': 3238, 'available': 1143, 'customers': 1739, 'anticipates': 1047, 'surpass': 4835, 'previous': 3952, '671': 734, 'according': 888, 'updated': 5163, '20092012': 329, 'basware': 1188, 'targets': 4908, 'range': 4103, '20': 305, '40': 555, 'margin': 3275, '10': 59, 'mreal': 3451, 'eur609m': 2164, 'hack': 2577, 'extra': 2262, 'nefarious': 3495, 'tweets': 5117, 'activated': 911, 'clicked': 1491, 'surfers': 4832, 'mouse': 3447, 'cursors': 1734, 'asiapacific': 1097, 'region': 4182, 'visa': 5255, 'wave': 5298, 'malaysia': 3243, 'taiwan': 4878, 'south': 4641, 'korea': 3007, 'expanded': 2228, 'japan': 2888, 'southeast': 4643, 'asia': 1095, 'jung': 2925, 'added': 927, 'upmkymmene': 5174, 'generated': 2482, 'seventeen': 4505, 'consecutive': 1617, 'quarters': 4081, 'positive': 3911, 'cash': 1396, 'flow': 2378, 'ensure': 2033, 'low': 3190, 'operational': 3661, 'cost': 1689, 'radio': 4089, 'networks': 3511, 'bts': 1323, 'modules': 3421, 'configured': 1609, 'software': 4623, 'upgraded': 5168, 'diagnosed': 1838, 'remotely': 4209, 'provides': 4041, 'comprehensive': 1587, 'insight': 2796, 'including': 2749, 'structure': 4777, 'executive': 2222, 'biographies': 1241, 'key': 2980, 'competitors': 1571, '2011': 335, 'digia': 1848, 'dig1v': 1847, 'mobilephone': 3412, 'major': 3236, 'nokia': 3541, 'nok1v': 3540, 'acquire': 899, 'commercial': 1544, 'licensing': 3116, 'qt': 4072, 'australian': 1132, 'mirabela': 3397, 'nickel': 3529, 'outokumpu': 3705, 'grinding': 2552, 'sulfide': 4806, 'bahia': 1163, 'brazil': 1295, 'reported': 4231, 'negative': 3496, '59': 686, '1510': 207, '1437': 192, 'yit': 5389, 'november': 3582, '13': 153, 'won': 5349, 'euro': 2190, '1028': 75, 'construct': 1630, 'property': 4020, 'tapiola': 4902, 'omx': 3635, 'index': 2762, '033': 28, '936480': 841, 'cap': 1367, '034': 29, '502925': 637, 'separately': 4485, 'ag': 968, 'week': 5309, 'germany': 2496, 'austria': 1133, 'poland': 3888, 'czech': 1751, 'republic': 4239, 'hungary': 2694, 'romania': 4317, '55': 666, 'cocacola': 1516, 'leader': 3078, 'manufacturers': 3264, '369': 529, '22': 356, '20042005': 314, 'aspocomp': 1105, 'large': 3051, 'halted': 2582, 'financing': 2337, 'problems': 3973, 'hope': 2678, 'traffic': 5060, 'opening': 3654, 'freight': 2428, 'stora': 4746, 'jouko': 2906, 'karvinen': 2955, 'described': 1819, 'russian': 4342, 'tariff': 4909, 'hikes': 2652, 'threat': 4996, 'future': 2457, 'working': 5356, 'research': 4245, 'communities': 1555, 'introduce': 2836, 'raw': 4118, 'materials': 3298, '1592': 226, 'plan': 3859, 'generate': 2481, '65': 721, 'savings': 4393, 'basis': 1187, 'thanksto': 4980, 'improvements': 2735, 'adjustments': 938, 'theutilization': 4986, 'cramo': 1708, 'fleet': 2371, 'substantiallyimproved': 4794, 'efforts': 1972, 'negotiating': 3498, 'teams': 4921, 'look': 3178, 'forward': 2408, 'productive': 3993, 'ahead': 979, 'finnair': 2345, 'able': 871, 'operate': 3656, 'leisure': 3092, 'flights': 2375, 'despite': 1823, 'strike': 4770, 'peer': 3796, 'peugeot': 3827, 'fell': 2306, '081': 51, '63': 712, 'kalnapiliotauro': 2943, 'grupe': 2564, 'kalnapilistauras': 2944, 'owned': 3716, 'denmark': 1807, 'royal': 4328, 'unibrew': 5146, '252': 406, '2391': 384, 'jumped': 2922, '114': 115, '5299': 657, 'lifetree': 3125, 'founded': 2411, '2000': 307, 'revenues': 4284, 'risen': 4299, 'margins': 3276, 'late': 3060, '30s': 472, 'income': 2752, '1124': 107, '743': 767, 'newly': 3519, 'created': 1712, 'position': 3909, 'established': 2067, 'amer': 1015, 'sports': 4675, 'management': 3252, 'strategic': 4756, 'planning': 3861, 'execution': 2221, 'october': 3606, 'fishing': 2360, 'tackle': 4874, 'rapala': 4108, 'vmc': 5260, 'corp': 1681, 'rap1v': 4107, 'eur18': 2111, 'believes': 1207, 'cause': 1400, 'daily': 1755, 'losses': 3185, 'excess': 2214, '2mn': 458, 'canceled': 1364, 'reservations': 4247, 'passenger': 3769, 'rerouting': 4244, '245': 393, '230': 368, 'city': 1481, 'forssa': 2405, 'pay': 3785, 'compensation': 1564, 'hk': 2657, 'ruokatalo': 4340, 'lye': 3209, 'leak': 3082, 'tap': 4899, 'water': 5296, 'occurred': 3604, 'sanoma': 4380, 'news': 3522, 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'competitiveness': 1570, 'sphere': 4665, 'sawmill': 4396, '1541': 215, 'arm': 1083, '900000': 825, 'contribution': 1659, 'dna': 1888, 'function': 2448, 'subcontractor': 4785, 'maingate': 3231, 'connections': 1615, '112': 106, '166': 241, 'tele2': 4940, 'affarsvarlden': 955, '142': 188, 'crowns': 1722, '2354': 380, '1519': 208, 'eur29': 2127, 'brazilian': 1296, '1500': 203, 'clients': 1495, 'online': 3647, 'source': 4640, 'reseller': 4246, 'quoted': 4085, 'vladimir': 5259, 'brando': 1292, 'saying': 4400, 'ringman': 4296, 'recycling': 4163, 'successful': 4800, 'estonian': 2075, 'numbers': 3586, 'cross': 1721, 'bns': 1258, '50000': 634, '401800': 558, 'frost': 2434, '6067': 698, '1133': 110, '1014': 68, 'super': 4818, 'nasty': 3480, 'eric': 2057, 'schultze': 4418, 'shavlik': 4520, 'llc': 3158, 'paul': 3782, 'minnbased': 3393, 'patch': 3773, 'marketwatch': 3288, 'rebound': 4140, 'stocks': 4738, 'offset': 3619, 'broader': 1315, 'weakness': 5304, 'hkan': 2658, 'dahlstr': 1754, 'mobility': 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1720, 'analysts': 1027, 'babies': 1158, '17mn': 266, 'guided': 2570, 'nasdaqlisted': 3478, 'yahoo': 5377, 'malaysians': 3244, 'favorite': 2290, 'phones': 3837, 'shopping': 4536, 'turn': 5107, 'assets': 1108, 'jydsk': 2933, 'materiel': 3299, 'udlejning': 5126, 'jutland': 2931, 'oriolakd': 3687, 'pharmaceutical': 3829, 'businesses': 1341, 'recovery': 4159, 'evident': 2209, 'particularly': 3758, 'actions': 909, 'eur1520m': 2104, 'consulting': 1635, 'poy1v': 3927, 'extension': 2258, 'venezuel': 5232, 'fixedterm': 2369, 'salary': 4361, 'antibody': 1045, 'repeated': 4227, 'doses': 1904, 'mgkg': 3366, 'generally': 2480, 'tolerated': 5030, 'pharmacokinetic': 3831, 'characteristics': 1441, 'btt1023': 1324, 'psoriasis': 4045, 'patients': 3776, 'observed': 3596, 'study': 4783, 'rheumatoid': 4288, 'arthritis': 1089, 'ra': 4086, 'kivimeister': 2995, 'deer': 1793, 'timberjack': 5017, 'stands': 4703, '60': 692, '1030': 77, 'establishes': 2068, 'kolkata': 3002, 'included': 2747, 'octoberdecember': 3607, '302': 464, '253': 408, 'voice': 5263, 'capabilities': 1368, 'streamlined': 4761, 'comply': 1580, 'recalls': 4143, 'traceability': 5050, '1520': 210, 'actors': 918, 'stated': 4712, 'ebitis': 1952, 'consumer': 1636, 'open': 3652, 'warehouse': 5285, 'southaven': 4642, 'creating': 1714, 'swiss': 4858, 'franc': 2419, 'sharpest': 4518, 'interactive': 2822, '462000': 601, '664000': 731, 'singapore': 4572, 'icis': 2703, 'join': 2901, 'includes': 2748, 'inorganic': 2794, 'coagulant': 1510, 'andhra': 1030, 'pradesh': 3929, 'treatment': 5074, 'postel': 3915, 'distributor': 1875, 'longstanding': 3176, 'continues': 1650, 'julyseptember': 2920, '3687': 528, '5204': 651, '5050': 640, 'called': 1354, 'comprised': 1589, 'carrierrelated': 1388, 'eur19': 2112, 'eur155': 2105, '9708': 856, '9068': 827, 'concerns': 1600, 'longer': 3174, 'size': 4582, 'scale': 4405, 'newfound': 3518, 'wrote': 5366, '438': 586, 'simdax': 4564, 'authorisations': 1135, 'submitted': 4787, 'using': 5192, 'virgin': 5254, 'requires': 4243, 'places': 3858, 'like': 3132, 'canada': 1362, 'nda': 3488, 'sponda': 4672, 'sda1v': 4426, 'eur100m': 2086, 'usd125': 5185, 'bond': 1269, 'expecting': 2234, 'poor': 3896, '2389': 383, '3384': 502, 'early': 1935, 'dmasia16': 1887, '2006benefon': 320, 'extends': 2257, 'asmobile': 1102, 'digitalmediaasiacom': 1851, 'dma': 1886, 'separate': 4484, 'announcement': 1038, 'revealed': 4282, 'q3': 4069, 'predictability': 3936, 'trustworthy': 5093, 'forecasts': 2394, 'utilisation': 5195, 'rate': 4111, 'produced': 3985, 'led': 3087, 'sanyo': 4381, 'handsets': 2594, 'fourthquarter': 2415, 'beat': 1197, 'expectations': 2232, 'dealers': 1773, 'ford': 2392, 'struggling': 4780, 'face': 2266, 'slowing': 4599, 'truck': 5088, 'suv': 4844, 'surfeit': 4831, 'uptodate': 5176, 'gottahave': 2528, 'cars': 1391, 'iso': 2866, 'certification': 1420, 'demonstrates': 1806, 'moving': 3449, 'significance': 4551, 'emphasised': 2002, 'economy': 1954, 'rapid': 4109, 'tv': 5114, 'viewed': 5246, '354': 512, '688': 741, 'vessel': 5239, '123': 137, 'depend': 1811, 'lænsikalkkuna': 3213, 'produce': 3984, 'turkey': 5104, 'privacy': 3969, 'stonesoft': 4742, 'meur': 3361, 'kalmar': 2942, '5year': 691, 'rough': 4324, 'terrain': 4968, 'handler': 2590, 'rtch': 4331, 'hardest': 2600, 'finnishowned': 2349, 'kft': 2984, 'recruit': 4160, '650': 722, 'staffers': 4691, 'fulfill': 2444, 'pcs': 3791, 'winner': 5337, 'did': 1842, '2g': 457, 'positioned': 3910, 'uruguay': 5178, 'thanks': 4979, 'costcutting': 1690, 'lease': 3085, 'resettlement': 4249, 'fivestar': 2365, 'hotel': 2684, 'hilton': 2653, 'rooms': 4318, 'salaried': 4360, 'sievi': 4547, 'centralising': 1412, 'morna': 3434, 'cowie': 1707, 'coowner': 1676, 'lovely': 3188, 'feel': 2302, '841': 804, '1056': 86, 'planned': 3860, 'achieve': 894, 'option': 3673, 'maritim': 3280, 'sandanger': 4376, 'whollyowned': 5323, 'tender': 4958, 'launched': 3068, 'oborniki': 3595, 'sandwich': 4378, 'panel': 3737, '520': 650, 'mainly': 3232, 'impairment': 2722, 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2804, 'gts': 2567, 'citigroup': 1479, 'citi': 1477, 'custody': 1736, 'affecting': 958, 'intel': 2813, 'atom': 1119, 'processor': 3981, 'tremendous': 5077, 'marketplace': 3286, 'pankaj': 3738, 'kedia': 2973, 'ecosystem': 1955, 'ultra': 5130, '250': 403, 'ft': 2438, 'premier': 3939, 'inaugurated': 2739, '67': 733, 'contributed': 1658, 'shut': 4544, 'ammonia': 1019, 'billingham': 1234, 'extend': 2254, 'ince': 2742, 'abn': 872, 'amro': 1024, '2575': 417, 'glad': 2505, 'sodra': 4619, 'stiggoran': 4733, 'sandberg': 4377, 'responded': 4260, 'challenge': 1431, 'posed': 3908, 'biofuels': 1240, '58': 683, 'usage': 5181, 'eu': 2078, 'producing': 3989, 'diesel': 1843, 'renewables': 4213, 'tlsn': 5025, 'ownership': 3719, 'telekom': 4945, '326percent': 490, '110': 101, 'continents': 1646, 'eur62': 2167, 'tem1v': 4955, 'insurer': 2808, 'axa': 1153, 'par': 3747, 'cs': 1725, 'slid': 4590, '535': 662, '1415': 186, 'ing': 2781, 'meo1v': 3343, 'basic': 1186, 'canadian': 1363, 'miner': 3385, 'osl': 3691, 'naur': 3485, 'nau': 3484, 'etteplan': 2077, 'employ': 2003, 'borlænge': 1281, '1750': 258, 'gmt': 2514, '117': 122, '172': 252, 'liquidated': 3146, '325': 489, 'loose': 3181, 'fesco': 2315, 'telling': 4954, 'pursues': 4061, 'focused': 2384, 'concentrating': 1595, 'consumercustomers': 1637, '141': 184, 'superstructures': 4820, 'partihallsforbindelsen': 3761, 'gothenburg': 2527, 'western': 5317, 'chf': 1454, 'great': 2544, 'prosition': 4027, 'immediately': 2718, 'tikkakoski': 5013, '566': 674, 'effects': 1967, 'indebtedness': 2761, 'powersupply': 3926, 'efo1v': 1973, 'opus': 3674, 'honkajoki': 2675, 'findest': 2338, 'protein': 4031, 'bcd': 1193, 'porvoo': 3907, 'refinery': 4175, 'external': 2261, '437': 585, 'partly': 3762, 'termination': 4966, 'house': 2685, 'iprint': 2858, 'hss': 2689, 'antti': 1048, 'orkola': 3689, 'phosphate': 3838, 'depressed': 1816, 'soaring': 4617, 'proceeds': 3977, 'cutting': 1745, 'omxn40': 3636, 'comprising': 1590, 'traded': 5054, 'nasdaq': 3477, '106414': 90, '1401': 181, '509': 642, '1910': 288, 'southfield': 4646, 'mich': 3369, 'credit': 1716, 'distribute': 1873, 'patronage': 3779, 'dividends': 1882, 'waiving': 5281, 'fees': 2304, 'tune': 5102, 'fh': 2318, '2051': 341, 'loyal': 3196, '500000': 635, '680000': 738, 'lehdentekijat': 3090, 'viisas': 5249, 'raha': 4091, 'wise': 5345, '3200': 485, 'sites': 4577, 'creates': 1713, 'solteq': 4631, 'confirmed': 1611, '1373': 171, 'interim': 2828, 'mastercard': 3295, 'usd1': 5184, 'stateowned': 4715, 'institution': 2803, 'sep': 4483, 'lemminkæinen': 3098, 'doubling': 1909, 'floor': 2376, 'decade': 1780, 'gradually': 2533, 'divested': 1879, 'noncore': 3546, 'californiabased': 1353, 'fitness': 2362, 'sparks': 4652, 'nevadabased': 3514, 'atec': 1118, 'baseball': 1184, 'softball': 4622, 'pitching': 3851, 'bleaching': 1250, 'rebuild': 4142, 'kraft': 3016, 'liner': 3137, 'washing': 5291, 'klabin': 2996, 'tel': 4938, 'maco': 3221, 'borba': 1279, 'paranè': 3748, 'blyk': 1256, 'commerce': 1543, 'worsethanexpected': 5363, 'theodosopoulos': 4983, 'tellabs': 4953, 'nortel': 3562, 'status': 4720, 'verizon': 5235, 'highgrowth': 2647, 'army': 1084, 'unify': 5147, 'aluminium': 1010, '877': 815, '704': 751, 'help': 2632, 'aspo': 1104, 'field': 2323, 'globe': 2512, 'newswire': 3526, 'nextgeneration': 3528, 'connection': 1614, 'productional': 3992, 'lule': 3205, 'municipality': 3459, '2year': 459, '140000': 180, 'metres': 3354, 'breakeven': 1298, 'stoppage': 4744, 'expressed': 2252, 'printed': 3965, 'circuit': 1474, 'pcb': 3789, 'acg1v': 893, '300000': 462, '385000': 543, '653': 724, '854mn': 809, '730mn': 762, 'affectogenimap': 960, 'halved': 2583, '1870': 278, '2541': 412, '102': 72, '9019': 826, '12257': 136, 'frankfurt': 2423, 'boosted': 1277, 'nevsky': 3515, 'centre': 1413, 'glisten': 2509, 'enhance': 2030, 'gprs': 2530, 'add': 926, 'q2': 4068, '268': 424, 'computer': 1592, 'belttongroup': 1208, 'harbor': 2599, 'segment': 4454, 'lundmark': 3206, 'deutschland': 1828, 'ambulance': 1012, 'midjuly': 3373, '028': 22, 'lean': 3083, 'component': 1582, 'purchasing': 4055, 'connectivity': 1616, 'handle': 2589, 'internal': 2830, 'ilkka': 2713, 'sihvo': 4557, 'vaias': 5203, '231': 371, '190000': 285, '70000': 748, 'extensive': 2259, 'bolster': 1267, 'kallioranta': 2941, 'multiplying': 3455, 'effect': 1962, 'wagon': 5279, 'transport': 5070, 'malkia': 3246, 'vr': 5272, 'involved': 2854, 'changing': 1439, 'posting': 3916, '485': 616, 'holmen': 2668, '150': 202, '815': 793, '293': 451, 'adaptation': 924, 'concerning': 1599, 'adequate': 934, 'bit': 1244, 'outgoing': 3702, 'improves': 2736, 'enduser': 2024, 'conferencing': 1606, 'file': 2329, 'sharing': 4516, 'sending': 4475, 'emails': 1998, 'attachments': 1122, 'exceeded': 2212, 'garden': 2468, '69': 742, 'shareholding': 4514, 'wartsila': 5290, '20082009': 327, 'cutlery': 1743, 'fisas': 2357, '241': 388, '336': 499, '179': 263, 'competition': 1568, 'enthusiasm': 2039, 'goes': 2516, 'training': 5062, 'abilities': 869, 'fulfilling': 2445, 'communal': 1551, 'te': 4917, 'repaid': 4223, 'liability': 3111, 'consideration': 1621, 'partially': 3753, 'repay': 4226, 'liabilities': 3110, 'liquidity': 3147, 'chinese': 1459, '262000': 420, 'yronyr': 5393, 'streamlining': 4762, 'eone': 2046, 'rubbertyred': 4336, 'gantry': 2466, 'rtg': 4332, 'saigon': 4356, 'newport': 3521, 'snp': 4614, '432': 581, 'conjunction': 1612, 'maxis': 3306, 'deployment': 1812, 'master': 3294, 'maya': 3307, 'joe': 2899, 'doering': 1893, 'developed': 1831, 'internationalizing': 2832, 'case': 1394, '2015': 337, '1bn': 304, 'roi': 4314, '41': 565, 'rakvere': 4100, 'lihakombinaat': 3130, 'favor': 2288, 'minority': 3396, 'intellibis': 2814, 'debtfree': 1777, 'karhinen': 2950, 'oppohjola': 3666, 'exciting': 2217, 'huge': 2690, 'maras': 3272, 'redundant': 4170, 'permanently': 3813, 'eur46m': 2150, 'eur45m': 2149, 'faster': 2285, 'proha': 4007, 'cuttolength': 1746, 'method': 3353, '44': 589, 'uruguayan': 5179, 'contractors': 1654, 'instead': 2802, 'letter': 3102, 'intent': 2821, 'advisors': 952, 'partners': 3764, 'apparent': 1055, 'observes': 3597, 'perttu': 3818, 'puro': 4057, 'tradeka': 5055, 'swing': 4857, 'uplift': 5171, '448': 593, 'unconfirmed': 5140, 'reason': 4137, 'customs': 1741, 'experiencing': 2242, 'passengerrelated': 3770, '4608': 600, '4385': 587, 'dolce': 1898, 'gabbana': 2459, 'asked': 1100, 'declare': 1786, 'unikko': 5148, 'floral': 2377, 'pattern': 3780, 'trademark': 5056, 'invalid': 2842, 'dispute': 1871, 'shipments': 4529, 'bjorn': 1245, 'wahlroos': 5280, 'accepted': 881, '1033': 78, 'faller': 2278, '869': 813, '1135': 112, '333241': 497, '047': 37, '1168732': 121, 'eur74': 2175, 'prior': 3967, 'transferred': 5067, 'modernization': 3420, 'feedback': 2300, 'rpm': 4330, 'enterprises': 2038, 'forums': 2407, 'userexperience': 5189, 'tulonen': 5101, 'nonlife': 3547, '152': 209, 'pushed': 4063, 'freenet': 2426, 'drillisch': 1912, 'pursue': 4060, 'breakup': 1299, 'cheap': 1447, '056': 41, '038': 32, 'respondents': 4261, 'praised': 3930, 'reliability': 4201, 'finnishness': 2348, 'understanding': 5143, '654': 725, '5253': 655, '4877': 619, 'uncommonly': 5139, 'weak': 5301, 'snow': 4612, 'roger': 4313, 'talermo': 4883, 'challenging': 1433, 'recycled': 4162, 'compare': 1560, '91': 829, '822': 796, '6865': 740, '381': 540, '553': 667, 'equivalent': 2052, '3545': 513, 'ease': 1941, 'seikku': 4457, 'alholma': 998, 'pietarsaari': 3844, 'midmay': 3374, '246': 397, '119': 126, 'interrupted': 2835, '050': 39, '1152007': 119, 'augustoctober': 1129, 'sawmills': 4397, 'eur131m': 2099, 'eur76m': 2177, 'moved': 3448, 'zero': 5399, 'eur7m': 2178, 'quarteronquarter': 4080, 'tight': 5007, 'læhivakuutus': 3211, 'fierce': 2325, 'storms': 4749, 'felled': 2307, 'trees': 5076, 'speeded': 4661, 'paying': 3786, 'debt': 1776, 'painful': 3732, 'belarus': 1206, 'oao': 3593, 'lidskoe': 3117, 'pivo': 3853, 'grodno': 2553, '1045': 81, 'decaliters': 1781, '314': 476, '300': 461, 'turun': 5113, 'kaupunkin': 2967, 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'expenses': 2239, 'selects': 4467, 'party': 3768, 'transplace': 5069, 'bestinclass': 1218, '3pl': 554, 'ontime': 3650, 'hightech': 2651, 'generates': 2483, '68': 737, '825602': 797, '813191': 792, '225': 363, 'notably': 3573, '170': 248, 'books': 1274, 'noon': 3552, 'divisions': 1884, 'adjust': 935, '17000': 250, 'feet': 2305, 'foot': 2390, 'mountain': 3446, 'climbers': 1498, '29035foot': 449, 'surf': 4830, 'videos': 5244, 'lem1s': 3093, 'prosecutor': 4026, '800000': 785, '499': 628, '154': 214, '470': 606, 'eaten': 1946, 'accordance': 887, 'establishing': 2069, '14000': 179, 'left': 3089, 'powerless': 3925, 'vocollect': 5261, 't2': 4870, 'directed': 1856, 'productivity': 3994, 'gains': 2462, 'discounted': 1867, 'driver': 1916, 'car': 1376, 'kidnapped': 2986, 'drive': 1914, 'durham': 1927, 'equity': 2051, 'ratio': 4114, '609': 701, '542': 664, 'frozen': 2435, 'foods': 2389, 'york': 5391, 'explains': 2245, 'complying': 1581, 'directive': 1857, 'pretreatment': 3951, 'renovated': 4216, 'hydraulics': 2697, 'inception': 2744, 'degridding': 1796, 'sand': 4375, 'grease': 2543, 'removal': 4210, 'deodorization': 1809, 'moderate': 3417, 'resulted': 4270, '2432': 392, 'cvd': 1747, 'released': 4199, 'depositary': 1813, 'triggered': 5083, 'uncertain': 5134, 'eur1149': 2090, 'pmax': 3880, 'tankers': 4897, '65200': 723, 'dwt': 1930, 'proportion': 4021, 'tallinnhelsinki': 4889, 'employing': 2008, '280': 440, '510': 646, 'rifd': 4290, 'purposes': 4059, 'olli': 3630, 'saarinen': 4348, 'supervisor': 4822, 'yara': 5378, 'booked': 1271, '949': 847, '786': 780, 'appointment': 1063, 'coordinate': 1675, 'tower': 5047, 'chose': 1464, 'broadsheet': 1316, '160': 230, 'tabloid': 4872, 'pages': 3730, 'ability': 870, '48page': 620, 'residentialconstruction': 4252, 'defense': 1794, '495': 624, '634': 715, '497': 626, 'tinyurl': 5020, 'scamming': 4406, 'earn': 1936, 'thousands': 4995, 'dollars': 1900, 'goog': 2523, 'advertiser': 949, 'yy': 5396, 'newsroom': 3525, 'keywords': 2983, 'tecnomenresults': 4932, 'pnaas': 3881, 'pnabs': 3882, 'kospa': 3010, 'disposal': 1870, 'winwin': 5341, 'snacks': 4609, 'justfood': 2930, 'boycotting': 1288, 'tasks': 4911, 'refused': 4179, 'account': 889, 'determining': 1826, 'wages': 5278, '402': 559, '107': 91, '371': 533, 'lenenergo': 3100, 'generating': 2484, 'grid': 2547, 'pesonen': 3820, 'produces': 3988, 'carriers': 1389, 'spin': 4666, 'event': 2207, 'higherend': 2643, 'pricier': 3958, '28022008': 441, '0930': 57, 'acquires': 901, 'kaukotelko': 2959, 'wholly': 5322, '1838': 272, 'extending': 2256, 'lows': 3195, 'secondquarter': 4440, '368': 527, '635': 716, '811': 791, '806': 788, 'technoparks': 4928, '025': 19, '020': 17, '2412': 389, '3216': 486, 'suspected': 4841, 'volunteers': 5268, 'depot': 1815, 'hd': 2611, 'neighborhood': 3500, 'sanctuary': 4374, '042': 34, '4914': 622, 'original': 3686, 'changed': 1437, 'comparison': 1562, 'measuring': 3320, 'transactions': 5064, 'aggregate': 970, 'burrill': 1338, 'sciences': 4420, 'soon': 4636, '315055': 478, '1073642': 93, 'synergy': 4866, 'benefits': 1211, 'materialise': 3297, 'nonprofit': 3548, 'interbank': 2824, 'camara': 1357, 'interbancaria': 2823, 'pagamentos': 3729, 'cip': 1473, 'sterling': 4732, 'topped': 5037, 'foresees': 2397, 'updating': 5165, 'instruments': 2806, 'mikshis': 3378, 'gps': 2531, 'search': 4430, 'relevant': 4200, 'multimedia': 3454, 'powerful': 3924, 'model': 3414, 'bold': 1266, 'spinning': 4667, '360': 518, 'red': 4164, 'fabric': 2265, 'beautifully': 1198, 'ercols': 2055, 'napoli': 3473, 'sofa': 4620, '112560': 108, 'adanac': 923, 'molybdenum': 3422, 'columbia': 1527, 'shalkiya': 4508, 'zinclead': 5402, 'anjalankoski': 1036, 'hollola': 2667, 'jarvenpaa': 2892, 'karhula': 2951, 'valkeakoski': 5207, 'dubai': 1923, 'comes': 1535, 'music': 3460, 'groundbreaking': 2556, 'introduces': 2838, 'enjoy': 2031, 'logs': 3171, 'pulpwood': 4052, 'sharply': 4519, 'surprise': 4837, 'overshadowed': 3713, '1087': 96, '1111': 105, '029': 23, 'kai': 2938, 'phonebook': 3836, 'inside': 2795, 'extensively': 2260, 'satisfied': 4387, 'eur93': 2186, '292': 450, 'hiab': 2640, 'loader': 3161, 'bae': 1161, 'occupancy': 3601, '888': 819, 'border': 1280, 'guard': 2568, 'banned': 1177, 'mooring': 3432, 'carshipping': 1392, 'ferry': 2313, 'travel': 5072, 'railroadcar': 4093, 'terminal': 4962, 'checkpoint': 1449, 'mw': 3463, 'sony': 4635, 'ericsson': 2058, 'dominated': 1903, 'bestselling': 1220, 'investigate': 2846, 'tightening': 5009, 'charger': 1442, 'rory': 4320, 'fitzgerald': 2364, 'servicing': 4498, 'sensing': 4478, 'taken': 4879, 'steps': 4731, 'simplify': 4569, 'lennart': 3101, 'simonsen': 4567, 'trust': 5092, 'accelerated': 880, '179mn': 264, '188mn': 280, 'bim': 1236, 'modeling': 3415, '916': 831, '109mn': 98, 'weighted': 5312, '3mn': 553, 'bodily': 1263, 'injury': 2788, 'cases': 1395, 'quadrupled': 4073, '20002006': 310, 'privately': 3971, 'andrew': 1031, '825mn': 798, '763mn': 773, '1878': 279, '2071': 343, '1458': 197, '1384': 173, 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'2491': 401, '2621': 421, '589': 685, '624': 711, '1107': 103, '865': 812, '6964': 744, '6003': 696, 'metsaliitto': 3358, 'minor': 3395, 'partihallsf': 3760, 'rbindelsen': 4120, '837': 802, 'finnishgerman': 2347, 'homebased': 2671, 'eli1v': 1992, 'tacked': 4873, 'rocketed': 4311, 'eur416': 2144, 'lifted': 3127, 'eur30': 2131, 'eur38': 2138, 'eur94m': 2187, 'lowest': 3194, 'bidders': 1227, 'final': 2333, 'approval': 1066, 'awaited': 1147, 'combines': 1532, 'perfect': 3804, 'sophisticated': 4637, 'facilities': 2267, 'eek': 1960, '18mn': 282, 'kemijærvi': 2976, 'grapevine': 2539, 'officials': 3618, 'rebates': 4139, '1214': 133, '1655': 240, 'brinkab': 1307, 'scaffolding': 4403, 'installations': 2799, 'lkab': 3157, 'pellets': 3799, 'kiruna': 2994, 'producers': 3987, 'eubased': 2079, 'capable': 1370, 'paid': 3731, '631': 714, '412': 567, 'altimo': 1007, 'usmanov': 5193, 'precedex': 3932, 'iv': 2877, 'sedation': 4450, 'initially': 2784, 'intubated': 2841, 'mechanically': 3323, 'ventilated': 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'gla1v': 2504, 'eur74m': 2176, 'vanhanen': 5213, 'damaging': 1758, '1300': 155, 'participants': 3754, 'reporters': 4232, 'arrive': 1087, 'oneday': 3638, 'putin': 4065, 'lahti': 3036, 'kilometers': 2988, 'miles': 3379, 'sevenmonth': 4504, '989': 859, 'manturovo': 3260, 'kostroma': 3012, '600': 693, 'km': 2997, 'northeast': 3564, '712': 754, '571': 677, '891': 821, 'sh': 4507, 'lift': 3126, 'involves': 2855, 'saving': 4392, 'lietuvos': 3120, 'respublikos': 4263, 'sveikatos': 4846, 'apsaugos': 1074, 'ministerija': 3390, 'uab': 5125, 'lietuva': 3119, 'package': 3726, '1058': 87, '834': 801, 'challenges': 1432, 'formation': 2403, 'plug': 3874, 'pipelines': 3848, 'halt': 2581, 'salo': 4365, 'eur415': 2143, 'karppinen': 2953, '132': 160, 'linkspans': 3142, 'jordan': 2905, 'morocco': 3436, 'ireland': 2860, '043': 35, '113884': 114, 'love': 3187, 'activision': 916, 'fresh': 2431, 'colorful': 1525, 'fish': 2359, 'kelly': 2974, 'brockpahler': 1317, 'longestablished': 3175, 'documentation': 1892, 'larox': 3056, 'item': 2874, '178': 262, 'eur22': 2120, 'constructive': 1632, 'manner': 3259, 'tried': 5082, 'exercise': 2225, '50mw': 644, 'natural': 3483, 'kyroskoski': 3030, 'salonen': 4367, 'shows': 4542, 'inventories': 2843, 'declining': 1789, 'rutav': 4343, 'remaining': 4207, '109': 97, '149': 199, 'encourage': 2018, 'boaters': 1261, 'anglers': 1034, 'newcomers': 3517, 'rbff': 4119, 'frank': 2422, 'peterson': 3825, 'celbi': 1403, 'portugal': 3906, 'vinachem': 5252, 'occasion': 3600, 'accounts': 892, 'poultry': 3920, '99000': 860, '13953817': 175, '19455648': 292, '2346': 378, '1625': 235, '064': 44, 'assurances': 1115, 'fia1s': 2320, 'amsterdam': 1025, 'netherlands': 3506, 'getinge': 2497, '123000': 138, 'promise': 4015, 'sufficient': 4803, 'beef': 1200, 'kraftliner': 3017, 'lee': 3088, '2003': 311, 'hatch': 2609, 'bulk': 1333, 'turnaround': 5108, 'signing': 4555, 'japanese': 2889, 'bypasses': 1348, 'kotka': 3013, '1318': 159, '031': 26, 'karputer': 2954, 'twig': 5118, 'satellite': 4386, 'cooperationand': 1673, 'tied': 5004, 'ourmachinery': 3698, 'namibia': 3471, 'walvis': 5283, 'coast': 1511, 'expense': 2238, '1026': 73, '929': 835, 'separating': 4486, 'tapro': 4903, 'eur655': 2171, '078': 48, '176': 260, 'ih': 2710, 'merrill': 3346, 'lynch': 3210, 'campbell': 1361, 'paperlinx': 3743, 'neutral': 3513, '5798': 682, '4572': 597, 'elektros': 1989, 'pavara': 3783, 'completes': 1576, '683': 739, '622': 709, 'disappointment': 1865, 'folded': 2386, 'globally': 2511, 'covers': 1706, 'shipowner': 4530, 'grieg': 2548, 'carmaker': 1383, 'hyundai': 2699, 'sounds': 4639, 'optimistically': 3670, 'course': 1699, 'mean': 3313, 'tires': 5022, '464': 602, 'helander': 2630, 'swiftly': 4856, 'advanced': 947, 'at8': 1117, '8797': 817, '6734': 735, 'reference': 4171, 'grade': 2532, 'complexity': 1579, 'routine': 4327, 'asimilar': 1098, 'sehk': 4456, '0941': 58, 'chl': 1461, 'thegps': 4981, 'promoting': 4017, 'olympic': 3633, 'games': 2464, 'thelatest': 4982, 'colleagues': 1522, 'summed': 4809, 'e7': 1933, 'aptly': 1075, 'remarked': 4208, 'fantastic': 2282, 'hardware': 2601, 'actively': 914, 'away': 1151, 'endtoend': 2023, 'ervio': 2060, 'traces': 5051, 'toxic': 5049, 'osmium': 3692, 'tetroxide': 4974, 'peræmeri': 3819, 'northernmost': 3566, 'gulf': 2572, '630': 713, 'cities': 1478, 'bidirectional': 1229, 'television': 4950, 'running': 4339, 'suction': 4802, 'anchors': 1029, 'kalajoki': 2939, 'cision': 1476, 'prime': 3963, 'myllypuro': 3466, 'metro': 3356, '1522': 212, '1010': 67, '205': 340, 'robust': 4309, 'inclusion': 2750, 'thieves': 4988, 'stealing': 4726, '017': 14, 'nurminen': 3587, 'direct': 1855, 'intermodal': 2829, '242': 391, 'ornav': 3690, '117mn': 123, '65mn': 728, '60000': 694, 'twofold': 5120, 'zahariev': 5397, '393': 547, 'suy1v': 4845, '16mn': 246, 'norvestia': 3570, '335': 498, '436': 584, 'litres': 3154, '5mn': 690, 'thesis': 4985, 'contest': 1645, 'polytechnics': 3892, 'eur193': 2113, 'eur179': 2110, '342': 506, 'ores': 3682, 'sek77': 4464, 'streak': 4758, 'activeness': 915, 'korhonen': 3008, 'post': 3913, 'editor': 1957, 'lapin': 3050, 'kansa': 2946, '338': 501, 'nilserik': 3533, 'eklund': 1978, '598': 688, '12444': 139, 'indorussia': 2770, 'targeted': 4906, 'irritants': 2863, 'procedural': 3974, 'hassles': 2607, 'resolved': 4254, 'chamber': 1434, 'survey': 4839, 'obstacles': 3598, 'annualised': 1040, 'effected': 1963, 'eur510m': 2157, 'eur860m': 2182, 'rating': 4113, 'pharma': 3828, '425': 574, 'incur': 2759, 'slumped': 4600, 'snowfall': 4613, 'resorts': 4256, '200607': 318, 'tapeks': 4901, 'noma': 3543, 'gained': 2461, 'mandate': 3257, 'samsung': 4372, 'occupies': 3602, 'ground': 2555, 'dropping': 1921, '111': 104, 'valued': 5211, 'implement': 2723, 'african': 964, 'mutual': 3462, 'mf': 3364, '600000': 695, 'trader': 5057, '134': 166, 'vat': 5222, 'inclusive': 2751, '20102013': 333, 'ministry': 3391, 'tanzania': 4898, 'sanitation': 4379, 'rehabilitation': 4187, 'bukoba': 1331, 'musoma': 3461, 'situated': 4578, 'lake': 3041, 'victoria': 5242, '7200': 756, 'tons': 5033, 'gasoline': 2473, 'hamina': 2584, 'platts': 3868, 'poorest': 3897, '50day': 643, 'sek72': 4463, '983': 858, '200day': 330, 'sek70': 4462, '283': 444, 'bullish': 1334, 'indicator': 2767, 'eur127': 2095, 'elqav': 1996, 'industrialisation': 2773, 'aftermarket': 965, 'sharp': 4517, 'tyo': 5122, '6753': 736, 'gasfuelled': 2472, 'propulsion': 4025, 'struggled': 4779, 'gbx12': 2476, 'resulting': 4271, 'euro200': 2195, 'arvo': 1091, 'vuorenmaa': 5273, 'loviisa': 3189, 'procedure': 3975, 'completion': 1577, 'meets': 3333, 'standards': 4700, 'digitalize': 1850, 'associated': 1110, 'emsa': 2012, 'juri': 2926, 'lember': 3094, 'heard': 2621, 'negotiate': 3497, 'definitive': 1795, '5054': 641, '4735': 608, 'elektrobit': 1988, 'renewed': 4214, 'patja': 3777, 'telanne': 4939, 'newspapers': 3524, 'silja': 4560, 'attributes': 1126, 'booking': 1272, 'sky': 4587, 'wind': 5334, 'riga': 4291, 'helsinkistockholm': 2637, 'creation': 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'2055': 342, '20062007': 319, 'skf': 4583, 'sek150': 4460, 'xerox': 5373, 'teamed': 4920, 'tailor': 4876, 'igen3': 2708, 'shortrun': 4539, 'ondemand': 3637, 'selfservice': 4468, 'bigger': 1231, 'role': 4315, 'exploited': 2246, 'effectively': 1965, 'tectia': 4935, 'tec1v': 4922, 'realtime': 4136, 'appointed': 1062, 'lan2lan': 3044, 'isps': 2867, 'nok': 3539, 'hutchison': 2696, 'essar': 2066, '8036': 787, 'renew': 4211, 'contents': 1644, '271': 432, 'sentry': 4482, '360degree': 519, 'immersive': 2719, 'petrol': 3826, 'st1': 4684, 'kim': 2990, 'wiio': 5328, 'purchases': 4054, 'indicators': 2768, 'sp': 4648, 'stars': 4705, 'ranking': 4105, '1417': 187, 'eur70m': 2173, 'dampened': 1759, 'proving': 4043, 'cellphone': 1405, 'art': 1088, 'website': 5307, '6131': 705, 'canvas': 1366, 'expression': 2253, 'mobileinspired': 3411, 'sentiments': 4481, 'concentrator': 1596, 'siilinjarvi': 4558, 'minera': 3386, '377': 538, '372': 534, 'lamp': 3043, 'harri': 2603, 'koskinen': 3009, '1996': 301, 'bestseller': 1219, '177': 261, 'town': 5048, 'riihimæki': 4294, 'occupy': 3603, 'jump': 2921, 'eur995': 2189, 'strand': 4753, 'associates': 1111, 'madison': 3222, '1397': 176, '1138': 113, 'skr': 4586, 'oneoffs': 3640, 'actually': 920, '7309': 761, 'import': 2727, 'retailing': 4275, 'vvauto': 5274, 'narrows': 3476, '9mo': 862, 'ebg1v': 1948, 'eur35': 2136, '1553': 219, '1408': 183, 'assuming': 1113, 'shipbuilding': 4528, 'dubbed': 1924, 'initiative': 2786, 'seek': 4451, 'gap': 2467, 'banked': 1174, 'unbanked': 5133, 'arokarhu': 1085, 'scanned': 4410, 'disappeared': 1863, 'pressed': 3949, 'aggressively': 971, 'pursuing': 4062, 'increasingly': 2758, 'hdi': 2612, 'boards': 1260, 'pcbs': 3790, 'apr': 1070, 'stq1v': 4751, '189000': 281, '245000': 394, '10000': 62, 'peri': 3807, '426': 575, 'fasten': 2284, 'januarydecember': 2884, '390': 546, 'mmh': 3406, 'morris': 3437, '909': 828, 'conference': 1605, 'lattelecom': 3063, 'nils': 3532, 'melngailis': 3337, '936': 840, '932': 837, 'centricity': 1414, 'fined': 2341, 'asphalt': 1103, 'lion': 3143, 'cartel': 1393, 'eur86': 2181, '1134': 111, 'eur91': 2184, 'eur5m': 2162, 'solidium': 4630, 'obtained': 3599, 'tikkurila': 5014, 'shops': 4537, 'bosse': 1283, 'beneficial': 1209, '20mn25mn': 346, '221': 360, '199': 299, 'diversified': 1878, 'mou': 3443, 'collaborate': 1520, 'preparing': 3943, 'fields': 2324, 'amounting': 1021, '5343': 661, 'restrictions': 4267, 'dairy': 1756, 'lakshmi': 3042, 'mittal': 3402, 'furnaces': 2454, '251': 404, '254': 411, '407': 563, 'committed': 1549, 'apollo': 1054, 'tamglass': 4892, 'finton': 2352, '1724': 253, 'eur23': 2121, 'pkc': 3854, 'pkc1v': 3855, 'nutzfahrzeuge': 3588, 'harness': 2602, 'trucks': 5089, 'buses': 1339, 'spolka': 4671, 'zoo': 5405, 'brought': 1320, '2518': 405, '2374': 381, '405': 561, 'reorganisations': 4222, '387': 544, 'asset': 1107, 'largely': 3052, '948': 846, 'barrel': 1181, 'amid': 1018, 'tanker': 4896, 'upgrading': 5170, 'mso': 3452, 'forestries': 2399, 'comment': 1540, 'dagens': 1753, 'industri': 2771, 'wærtsilæ': 5370, 'sound': 4638, 'prosperous': 4029, 'changshu': 1440, 'hongmei': 2674, '1166': 120, '1491': 200, '736': 763, 'wrt1v': 5367, 'liquefied': 3144, 'lng': 3159, 'powered': 3923, 'psv': 4046, 'eidesvik': 1975, 'eiof': 1977, 'outlets': 3703, '6070': 699, '5577': 670, '30mn': 471, 'terminate': 4964, 'ranked': 4104, 'cooperative': 1674, 'loyalty': 3197, 'secondlargest': 4439, 'montevideo': 3429, 'tougher': 5046, 'substantially': 4793, 'bread': 1297, 'manufactured': 3262, 'kauhava': 2957, 'cerberus': 1417, 'lpbacked': 3199, 'newpage': 3520, 'mixed': 3403, 'casting': 1397, 'initial': 2783, 'statutory': 4721, 'packed': 3728, 'additionally': 931, 'textiles': 4978, '799': 783, 'favourably': 2292, 'africaand': 963, 'holiday': 2666, 'homes': 2672, 'tahko': 4875, 'ski': 4584, 'spa': 4649, 'resort': 4255, 'shanghai': 4509, 'saint': 4357, '613': 704, '753': 771, 'considers': 1622, 'signaling': 4549, 'wastes': 5294, 'fewer': 2316, 'smartphones': 4604, 'connect': 1613, '3974': 549, '1647': 238, 'tightened': 5008, 'ollipekka': 3631, 'kallasvuo': 2940, 'reshuffled': 4250, 'loses': 3183, 'iphone': 2856, 'rim': 4295, 'blackberry': 1247, 'weekly': 5310, '40000': 556, 'days': 1768, 'covering': 1705, 'autotank': 1141, 'gustav': 2574, 'nyberg': 3590, 'normalized': 3559, 'moment': 3423, 'devalue': 1829, 'apartments': 1052, '1251': 143, '15us': 228, 'modernisation': 3419, 'highspeed': 2650, 'steelmaker': 4728, 'uncertainty': 5136, 'drought': 1922, 'difficult': 1846, 'arrangements': 1086, 'treasury': 5073, 'representation': 4235, 'serving': 4499, 'uncertainties': 5135, 'hdo': 2613, 'ac800': 876, 'cxe880': 1749, 'fttb': 2440, 'nodes': 3538, 'path': 3775, 'transmission': 5068, 'nationwide': 3482, '612': 703, 'sausages': 4390, 'tastes': 4912, 'grill': 2550, 'shish': 4533, 'kebabs': 2972, 'paavel': 3724, 'soapstone': 4615, 'fireplaces': 2354, 'tulikivi': 5100, 'kermansavi': 2978, 'eur320': 2134, 'euro603': 2198, '781': 779, 'euro3': 2197, '431': 580, 'euro172': 2194, 'euro0': 2191, '150000': 204, 'sulphuric': 4807, 'acid': 896, 'annum': 1042, 'leaching': 3076, 'concentrate': 1594, 'heritage': 2639, 'experiences': 2241, 'com': 1528, 'constantly': 1629, 'ways': 5300, 'leminen': 3096, 'anttila': 1049, 'fastest': 2286, 'easiest': 1942, 'humancentric': 2693, 'acnielsen': 898, 'scantrack': 4411, 'soft': 4621, 'drinks': 1913, 'matters': 3301, 'grappling': 2540, 'categories': 1399, '483': 614, '724': 757, 'kaarstroem': 2937, 'tt': 5096, 'equipped': 2050, 'safe': 4352, 'valio': 5206, 'worried': 5361, 'ban': 1172, 'problem': 3972, 'highlights': 2648, 'preferred': 3937, 'pure': 4056, 'play': 3869, 'active': 913, 'filling': 2331, 'startup': 4710, 'curve': 1735, 'spokeswoman': 4670, 'patricia': 3778, 'dietz': 1844, 'acando': 878, 'acanb': 877, 'ss': 4681, '1335': 165, 'kronor': 3020, '418': 571, 'espoon': 2065, 'kaupunki': 2966, 'pitprodukt': 3852, 'littleknown': 3156, 'northwest': 3568, '522': 653, '601': 697, 'execute': 2220, 'midoctober': 3375, 'mitsubishi': 3401, 'heavy': 2625, 'mhi': 3367}\n"
     ]
    }
   ],
   "source": [
    "# tokenize, remove stop words and create matrix\n",
    "vectorizer = CountVectorizer(stop_words='english')\n",
    "X_train_vec = vectorizer.fit_transform(X_train)\n",
    "X_test_vec = vectorizer.transform(X_test)\n",
    "print(vectorizer.vocabulary_)\n",
    "X_train_vec = X_train_vec.todense() # convert sparse matrix to dense matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  (0, 5355)\t0.4382456740987729\n",
      "  (0, 5063)\t0.3366453934118087\n",
      "  (0, 4933)\t0.4382456740987729\n",
      "  (0, 4364)\t0.16845327332317825\n",
      "  (0, 3504)\t0.16821042842818681\n",
      "  (0, 2414)\t0.3076794369605902\n",
      "  (0, 1908)\t0.4382456740987729\n",
      "  (0, 933)\t0.39894132029920343\n",
      "  (1, 5149)\t0.20791720682076154\n",
      "  (1, 4711)\t0.22755090527162253\n",
      "  (1, 4369)\t0.2581575470979247\n",
      "  (1, 4355)\t0.09493218687052546\n",
      "  (1, 4225)\t0.2581575470979247\n",
      "  (1, 3745)\t0.2350045163508854\n",
      "  (1, 3615)\t0.20439787452458322\n",
      "  (1, 3003)\t0.19563418327327786\n",
      "  (1, 2881)\t0.42370297120769224\n",
      "  (1, 2298)\t0.22755090527162253\n",
      "  (1, 1991)\t0.20791720682076154\n",
      "  (1, 1797)\t0.24461389233286276\n",
      "  (1, 1701)\t0.2581575470979247\n",
      "  (1, 1700)\t0.22755090527162253\n",
      "  (1, 1329)\t0.18295818151501048\n",
      "  (1, 908)\t0.24461389233286276\n",
      "  (1, 367)\t0.1908542197595213\n",
      "  :\t:\n",
      "  (1669, 2897)\t0.3669912518770878\n",
      "  (1669, 2220)\t0.4031478324847466\n",
      "  (1669, 1744)\t0.3378000585587219\n",
      "  (1669, 332)\t0.19179490026650875\n",
      "  (1669, 328)\t0.1755558699828049\n",
      "  (1670, 5144)\t0.251426398926867\n",
      "  (1670, 4926)\t0.3153924504018422\n",
      "  (1670, 4808)\t0.2415494014430315\n",
      "  (1670, 4355)\t0.09757605203644439\n",
      "  (1670, 3741)\t0.17474040816031386\n",
      "  (1670, 3723)\t0.1236502126296301\n",
      "  (1670, 3401)\t0.2653472450137871\n",
      "  (1670, 3367)\t0.2653472450137871\n",
      "  (1670, 3360)\t0.1918722872871909\n",
      "  (1670, 3218)\t0.18629251985835948\n",
      "  (1670, 2889)\t0.251426398926867\n",
      "  (1670, 2774)\t0.2415494014430315\n",
      "  (1670, 2625)\t0.2653472450137871\n",
      "  (1670, 2346)\t0.09999108856437079\n",
      "  (1670, 2027)\t0.37981973139687153\n",
      "  (1670, 1575)\t0.2038307117853558\n",
      "  (1670, 1557)\t0.18991549390879642\n",
      "  (1670, 903)\t0.18805357411970347\n",
      "  (1670, 429)\t0.1939537143015203\n",
      "  (1670, 325)\t0.12022723141404355\n"
     ]
    }
   ],
   "source": [
    "# apply tfidf - penalizing high frequency words via L2 normalization\n",
    "tfidf = TfidfTransformer()\n",
    "X_train_tfidf = tfidf.fit_transform(X_train_vec)\n",
    "X_test_tfidf = tfidf.transform(X_test_vec)\n",
    "print(X_train_tfidf)\n",
    "X_train_tfidf = X_train_tfidf.todense()\n",
    "X_test_tfidf = X_test_tfidf.todense()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GaussianNB()"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nb_model = GaussianNB()\n",
    "nb_model.fit(X_train_tfidf, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "preds = nb_model.predict(X_test_tfidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.47      0.52      0.49        92\n",
      "           2       0.77      0.74      0.75       204\n",
      "\n",
      "    accuracy                           0.67       296\n",
      "   macro avg       0.62      0.63      0.62       296\n",
      "weighted avg       0.68      0.67      0.67       296\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, preds))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x7fe3b87d3700>"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(nb_model, X_test_tfidf, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that, again, data is skewed due to substantially more positive sentiment data than negative sentiment data.\n",
    "However, removing neutral sentiment data, accuracy score has increased from 54% to 67%.\n",
    "\n",
    "**This model would not be suitable for production - one would need a more balanced dataset to train the Naive Bayes model to perform a less biased analysis. For one to be able to reliable make trades based on sentiment, an accuracy score of at least 90% would be preferred. Nonetheless, it is interesting to note that an overall accuracy score of 67% can be achieved based on just news headlines.**"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}