Financial_Sentiment_Analysis_Project.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 1st Deliverable"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Tmas236wLRVe"
      },
      "source": [
        "## Preprocessing and Feature Engineering"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 62,
      "metadata": {
        "id": "r3TSSFazLqRW"
      },
      "outputs": [],
      "source": [
        "#Arno\n",
        "import pandas as pd"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zPeUdL0OY3yD"
      },
      "source": [
        "### Loading the datasets into pandas dataframes and inspecting them\n",
        "We had an issue where our data (orignally csv files) were being converted into gsheets which cannot be read by pandas directly, so we followed a [guide](https://towardsdatascience.com/read-data-from-google-sheets-into-pandas-without-the-google-sheets-api-5c468536550) on how to export gsheets as csv files."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 63,
      "metadata": {
        "id": "VNrT7ZA5L-Il"
      },
      "outputs": [],
      "source": [
        "#Arno\n",
        "baseURL = 'https://docs.google.com/spreadsheets/d/{}/gviz/tq?tqx=out:csv'\n",
        "primaryID = '1SMsJrWMG4Jbk0HxL9WCEgjsdxt4h4ZlTnNJJ-ocbNAQ'\n",
        "primaryURL = baseURL.format(primaryID)\n",
        "secondaryID = '1mgY3svjhBCGfUsnCFkekEqODFip5785FyYB_jOBG0R8'\n",
        "secondaryURL = baseURL.format(secondaryID)\n",
        "tertiaryID = '1p5zUjwBjFbCcjgkVU7g3lw5awXoTekTGA25Q6VxDok0'\n",
        "tertiaryURL = baseURL.format(tertiaryID)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 64,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 415
        },
        "id": "w-QVxAK-MY2b",
        "outputId": "6e2e1eba-9b7b-4812-ecd2-05e8badcc73d"
      },
      "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   News Headline  4846 non-null   object\n",
            "dtypes: object(2)\n",
            "memory usage: 75.8+ KB\n",
            "\n",
            "columns = ['Sentiment', 'News Headline'] \n",
            "\n"
          ]
        },
        {
          "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>News 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",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  Sentiment                                      News 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..."
            ]
          },
          "execution_count": 64,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#Arno\n",
        "primaryDS = pd.read_csv(primaryURL)\n",
        "primaryDS.info()\n",
        "primaryColumns = list(primaryDS.columns)\n",
        "print(\"\\ncolumns =\", primaryColumns, \"\\n\")\n",
        "primaryDS.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 65,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 415
        },
        "id": "arxKtpHwZaFe",
        "outputId": "754cc04a-ab02-4b98-bb6f-74edf266f739"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 211 entries, 0 to 210\n",
            "Data columns (total 2 columns):\n",
            " #   Column     Non-Null Count  Dtype \n",
            "---  ------     --------------  ----- \n",
            " 0   text       211 non-null    object\n",
            " 1   sentiment  211 non-null    int64 \n",
            "dtypes: int64(1), object(1)\n",
            "memory usage: 3.4+ KB\n",
            "\n",
            "columns = ['text', 'sentiment'] \n",
            "\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text</th>\n",
              "      <th>sentiment</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Global COVID-19 death toll exceeds 4 million.</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>reports 67,208 new COVID-19 cases, 2,330 deaths.</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>China reports 23 new COVID-19 cases versus 19 ...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>India records 91,702 new COVID-19 cases over p...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>sharply raises COVID-19 death toll prompting c...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                text  sentiment\n",
              "0      Global COVID-19 death toll exceeds 4 million.          0\n",
              "1  reports 67,208 new COVID-19 cases, 2,330 deaths.           0\n",
              "2  China reports 23 new COVID-19 cases versus 19 ...          0\n",
              "3  India records 91,702 new COVID-19 cases over p...          0\n",
              "4  sharply raises COVID-19 death toll prompting c...          0"
            ]
          },
          "execution_count": 65,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#Arno\n",
        "secondaryDS = pd.read_csv(secondaryURL)\n",
        "secondaryDS.info()\n",
        "secondaryColumns = list(secondaryDS.columns)\n",
        "print(\"\\ncolumns =\", secondaryColumns, \"\\n\")\n",
        "secondaryDS.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 66,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 877
        },
        "id": "m0aYj5V6ZhPs",
        "outputId": "18e3434a-9f26-43a2-a833-ee74bac0b743"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 598 entries, 0 to 597\n",
            "Data columns (total 6 columns):\n",
            " #   Column           Non-Null Count  Dtype  \n",
            "---  ------           --------------  -----  \n",
            " 0   published_at     598 non-null    object \n",
            " 1   title            598 non-null    object \n",
            " 2   description      598 non-null    object \n",
            " 3   url              598 non-null    object \n",
            " 4   sentiment        598 non-null    object \n",
            " 5   sentiment_score  598 non-null    float64\n",
            "dtypes: float64(1), object(5)\n",
            "memory usage: 28.2+ KB\n",
            "\n",
            "columns = ['published_at', 'title', 'description', 'url', 'sentiment', 'sentiment_score'] \n",
            "\n"
          ]
        },
        {
          "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>published_at</th>\n",
              "      <th>title</th>\n",
              "      <th>description</th>\n",
              "      <th>url</th>\n",
              "      <th>sentiment</th>\n",
              "      <th>sentiment_score</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2021-10-21T14:40:39+00:00</td>\n",
              "      <td>Exclusive: Industrialist Nikhil Merchant leads...</td>\n",
              "      <td>Low-profile Gujarat businessman wants to add P...</td>\n",
              "      <td>https://www.businesstoday.in/latest/corporate/...</td>\n",
              "      <td>neutral</td>\n",
              "      <td>0.711336</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2021-10-21T13:52:13+00:00</td>\n",
              "      <td>India’s Reliance gets shareholders’ nod to add...</td>\n",
              "      <td>BENGALURU &amp;#8212; India&amp;#8217;s Reliance Indus...</td>\n",
              "      <td>https://financialpost.com/pmn/business-pmn/ind...</td>\n",
              "      <td>neutral</td>\n",
              "      <td>0.800176</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2021-10-21T12:45:52+00:00</td>\n",
              "      <td>Rogers misses quarterly revenue estimates</td>\n",
              "      <td>Rogers Communications Inc reported third-quart...</td>\n",
              "      <td>https://torontosun.com/business/money-news/rog...</td>\n",
              "      <td>negative</td>\n",
              "      <td>0.973185</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2021-10-21T12:40:35+00:00</td>\n",
              "      <td>Exclusive: Tycoon Nikhil Merchant leads race f...</td>\n",
              "      <td>Low-profile Gujarat businessman wants to add P...</td>\n",
              "      <td>https://www.businesstoday.in/latest/corporate/...</td>\n",
              "      <td>neutral</td>\n",
              "      <td>0.619371</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2021-10-21T11:43:53+00:00</td>\n",
              "      <td>BP to Open Fuel Station in India Amid Record P...</td>\n",
              "      <td>BP and Reliance Industries signed a $6 billion...</td>\n",
              "      <td>https://sputniknews.com/20211021/bp-to-open-fu...</td>\n",
              "      <td>positive</td>\n",
              "      <td>0.929962</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                published_at  \\\n",
              "0  2021-10-21T14:40:39+00:00   \n",
              "1  2021-10-21T13:52:13+00:00   \n",
              "2  2021-10-21T12:45:52+00:00   \n",
              "3  2021-10-21T12:40:35+00:00   \n",
              "4  2021-10-21T11:43:53+00:00   \n",
              "\n",
              "                                               title  \\\n",
              "0  Exclusive: Industrialist Nikhil Merchant leads...   \n",
              "1  India’s Reliance gets shareholders’ nod to add...   \n",
              "2          Rogers misses quarterly revenue estimates   \n",
              "3  Exclusive: Tycoon Nikhil Merchant leads race f...   \n",
              "4  BP to Open Fuel Station in India Amid Record P...   \n",
              "\n",
              "                                         description  \\\n",
              "0  Low-profile Gujarat businessman wants to add P...   \n",
              "1  BENGALURU &#8212; India&#8217;s Reliance Indus...   \n",
              "2  Rogers Communications Inc reported third-quart...   \n",
              "3  Low-profile Gujarat businessman wants to add P...   \n",
              "4  BP and Reliance Industries signed a $6 billion...   \n",
              "\n",
              "                                                 url sentiment  \\\n",
              "0  https://www.businesstoday.in/latest/corporate/...   neutral   \n",
              "1  https://financialpost.com/pmn/business-pmn/ind...   neutral   \n",
              "2  https://torontosun.com/business/money-news/rog...  negative   \n",
              "3  https://www.businesstoday.in/latest/corporate/...   neutral   \n",
              "4  https://sputniknews.com/20211021/bp-to-open-fu...  positive   \n",
              "\n",
              "   sentiment_score  \n",
              "0         0.711336  \n",
              "1         0.800176  \n",
              "2         0.973185  \n",
              "3         0.619371  \n",
              "4         0.929962  "
            ]
          },
          "execution_count": 66,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#Arno\n",
        "tertiaryDS = pd.read_csv(tertiaryURL)\n",
        "tertiaryDS.info()\n",
        "tertiaryColumns = list(tertiaryDS.columns)\n",
        "print(\"\\ncolumns =\", tertiaryColumns, \"\\n\")\n",
        "tertiaryDS.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cu3KKnf7eBQT"
      },
      "source": [
        "### Removing unnecessary columns\n",
        "This is only necessary for the tertiary dataset.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 67,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "bReHDuBUe89I",
        "outputId": "c108f154-a204-4b32-fd9e-1ec41388af24"
      },
      "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>title</th>\n",
              "      <th>sentiment</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Exclusive: Industrialist Nikhil Merchant leads...</td>\n",
              "      <td>neutral</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>India’s Reliance gets shareholders’ nod to add...</td>\n",
              "      <td>neutral</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Rogers misses quarterly revenue estimates</td>\n",
              "      <td>negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Exclusive: Tycoon Nikhil Merchant leads race f...</td>\n",
              "      <td>neutral</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>BP to Open Fuel Station in India Amid Record P...</td>\n",
              "      <td>positive</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                               title sentiment\n",
              "0  Exclusive: Industrialist Nikhil Merchant leads...   neutral\n",
              "1  India’s Reliance gets shareholders’ nod to add...   neutral\n",
              "2          Rogers misses quarterly revenue estimates  negative\n",
              "3  Exclusive: Tycoon Nikhil Merchant leads race f...   neutral\n",
              "4  BP to Open Fuel Station in India Amid Record P...  positive"
            ]
          },
          "execution_count": 67,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#Arno\n",
        "tertiaryDS = tertiaryDS.drop(labels=[\"published_at\",\"description\",\"url\",\"sentiment_score\"], axis=1)\n",
        "tertiaryDS.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 68,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "NpyhPYlIckOk",
        "outputId": "1fcd0d29-2a4f-4589-cd7a-ed5d6336ff20"
      },
      "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>News Headline</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>According to Gran , the company has no plans t...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0</td>\n",
              "      <td>Technopolis plans to develop in stages an area...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-1</td>\n",
              "      <td>The international electronic industry company ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>With the new production plant the company woul...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>According to the company 's updated strategy f...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Sentiment                                      News Headline\n",
              "0          0  According to Gran , the company has no plans t...\n",
              "1          0  Technopolis plans to develop in stages an area...\n",
              "2         -1  The international electronic industry company ...\n",
              "3          1  With the new production plant the company woul...\n",
              "4          1  According to the company 's updated strategy f..."
            ]
          },
          "execution_count": 68,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Daniel\n",
        "# Mapping -1,0,1 to sentiment based on previous values (positive,negative,neutral)\n",
        "\n",
        "primarySentValues = {'negative': -1, 'neutral': 0, 'positive': 1}\n",
        "\n",
        "primaryDS['Sentiment'] = primaryDS['Sentiment'].map(primarySentValues)\n",
        "primaryDS.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 69,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eoxONhK6hwAg",
        "outputId": "d1a0dae2-fe10-434c-b639-edb2decfe754"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "                                                  text  sentiment\n",
            "0        Global COVID-19 death toll exceeds 4 million.         -1\n",
            "1    reports 67,208 new COVID-19 cases, 2,330 deaths.          -1\n",
            "2    China reports 23 new COVID-19 cases versus 19 ...         -1\n",
            "3    India records 91,702 new COVID-19 cases over p...         -1\n",
            "4    sharply raises COVID-19 death toll prompting c...         -1\n",
            "..                                                 ...        ...\n",
            "206  U.S. equity futures were trading higher the mo...          1\n",
            "207  China, US commerce chiefs to cooperate on hand...          1\n",
            "208  Stock investors celebrate red-hot five-quarter...          1\n",
            "209   Wall Street’s roaring 2021 is as good as it gets          1\n",
            "210  Investor sees 'incredibly strong earnings' in ...          1\n",
            "\n",
            "[211 rows x 2 columns]\n"
          ]
        }
      ],
      "source": [
        "# Daniel\n",
        "secondarySentValues = {0: -1, 1: 0, 2: 1}\n",
        "\n",
        "secondaryDS['sentiment'] = secondaryDS['sentiment'].map(secondarySentValues)\n",
        "print(secondaryDS) "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 70,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "ZMUZB6mThW_u",
        "outputId": "b78e2997-5689-45bc-8bab-8079e8ebc33f"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "    }\n",
              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>title</th>\n",
              "      <th>sentiment</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Exclusive: Industrialist Nikhil Merchant leads...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>India’s Reliance gets shareholders’ nod to add...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Rogers misses quarterly revenue estimates</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Exclusive: Tycoon Nikhil Merchant leads race f...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>BP to Open Fuel Station in India Amid Record P...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                               title  sentiment\n",
              "0  Exclusive: Industrialist Nikhil Merchant leads...          0\n",
              "1  India’s Reliance gets shareholders’ nod to add...          0\n",
              "2          Rogers misses quarterly revenue estimates         -1\n",
              "3  Exclusive: Tycoon Nikhil Merchant leads race f...          0\n",
              "4  BP to Open Fuel Station in India Amid Record P...          1"
            ]
          },
          "execution_count": 70,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Daniel\n",
        "tertiarySentValues = {'negative': -1, 'neutral': 0, 'positive': 1}\n",
        "\n",
        "tertiaryDS['sentiment'] = tertiaryDS['sentiment'].map(tertiarySentValues)\n",
        "tertiaryDS.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c-NrCt_Oiq35"
      },
      "source": [
        "### Combining all three datasets"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 71,
      "metadata": {
        "id": "_LknCaoRisxl"
      },
      "outputs": [],
      "source": [
        "# Arno\n",
        "# first though we need to reorder the columns of the primary dataset\n",
        "primaryDS = primaryDS.reindex(columns=[\"News Headline\",\"Sentiment\"])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 72,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "04eDGUWa9AT5",
        "outputId": "36113744-39ea-4613-e143-4b23d098e248"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
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              "\n",
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              "        vertical-align: top;\n",
              "    }\n",
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              "        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>News Headline</th>\n",
              "      <th>Sentiment</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>According to Gran , the company has no plans t...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Technopolis plans to develop in stages an area...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>The international electronic industry company ...</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>With the new production plant the company woul...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>According to the company 's updated strategy f...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                       News Headline  Sentiment\n",
              "0  According to Gran , the company has no plans t...          0\n",
              "1  Technopolis plans to develop in stages an area...          0\n",
              "2  The international electronic industry company ...         -1\n",
              "3  With the new production plant the company woul...          1\n",
              "4  According to the company 's updated strategy f...          1"
            ]
          },
          "execution_count": 72,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Arno\n",
        "primaryDS.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 73,
      "metadata": {
        "id": "eTajWXv-kKvJ"
      },
      "outputs": [],
      "source": [
        "# Arno\n",
        "# now we need to standardize the names of the columns - we'll use \"original_headline\" and \"sentiment\"\n",
        "primaryDS = primaryDS.rename(columns={\"News Headline\":\"original_headline\",\"Sentiment\":\"sentiment\"})\n",
        "secondaryDS = secondaryDS.rename(columns={\"text\":\"original_headline\"})\n",
        "tertiaryDS = tertiaryDS.rename(columns={\"title\":\"original_headline\"})"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 74,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "iay2iyhl9EC3",
        "outputId": "d09f8391-3f0c-4bde-8ebd-e2d75b392f8b"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
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              "\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>original_headline</th>\n",
              "      <th>sentiment</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>According to Gran , the company has no plans t...</td>\n",
              "      <td>0</td>\n",
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              "      <td>Technopolis plans to develop in stages an area...</td>\n",
              "      <td>0</td>\n",
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              "      <th>2</th>\n",
              "      <td>The international electronic industry company ...</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>With the new production plant the company woul...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>According to the company 's updated strategy f...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                   original_headline  sentiment\n",
              "0  According to Gran , the company has no plans t...          0\n",
              "1  Technopolis plans to develop in stages an area...          0\n",
              "2  The international electronic industry company ...         -1\n",
              "3  With the new production plant the company woul...          1\n",
              "4  According to the company 's updated strategy f...          1"
            ]
          },
          "execution_count": 74,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Arno\n",
        "primaryDS.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 75,
      "metadata": {
        "id": "tJozYFgSof6Z"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "C:\\Users\\arnod\\AppData\\Local\\Temp\\ipykernel_10060\\1653179354.py:3: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
            "  data = primaryDS.append(secondaryDS)\n",
            "C:\\Users\\arnod\\AppData\\Local\\Temp\\ipykernel_10060\\1653179354.py:4: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
            "  data = data.append(tertiaryDS)\n"
          ]
        }
      ],
      "source": [
        "# Arno\n",
        "# now we combine them all\n",
        "data = primaryDS.append(secondaryDS)\n",
        "data = data.append(tertiaryDS)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 76,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 362
        },
        "id": "o5bwWVBv9RC1",
        "outputId": "2073cd55-ae28-4c72-c567-0d4e9481216d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 5655 entries, 0 to 597\n",
            "Data columns (total 2 columns):\n",
            " #   Column             Non-Null Count  Dtype \n",
            "---  ------             --------------  ----- \n",
            " 0   original_headline  5655 non-null   object\n",
            " 1   sentiment          5655 non-null   int64 \n",
            "dtypes: int64(1), object(1)\n",
            "memory usage: 132.5+ KB\n"
          ]
        },
        {
          "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",
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              "\n",
              "    .dataframe thead th {\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>original_headline</th>\n",
              "      <th>sentiment</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>According to Gran , the company has no plans t...</td>\n",
              "      <td>0</td>\n",
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              "      <td>Technopolis plans to develop in stages an area...</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>The international electronic industry company ...</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>With the new production plant the company woul...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>According to the company 's updated strategy f...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                   original_headline  sentiment\n",
              "0  According to Gran , the company has no plans t...          0\n",
              "1  Technopolis plans to develop in stages an area...          0\n",
              "2  The international electronic industry company ...         -1\n",
              "3  With the new production plant the company woul...          1\n",
              "4  According to the company 's updated strategy f...          1"
            ]
          },
          "execution_count": 76,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Arno\n",
        "# let's make sure we got all the data from the original three into our master data dataframe by comparing the row count\n",
        "data.info()\n",
        "data.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a37UFm9-orvs",
        "outputId": "eff822f0-8026-48f1-d336-0931c901cd3d"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "5655"
            ]
          },
          "execution_count": 23,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Arno\n",
        "len(primaryDS)+len(secondaryDS)+len(tertiaryDS)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TsTuc0NyeKJO"
      },
      "source": [
        "### Removing rows that have headlines which contain irregular symbols"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 676
        },
        "id": "zla35IF8MWHx",
        "outputId": "f26ab4d2-0843-436a-bb08-83ac7d203db9"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 5003 entries, 0 to 597\n",
            "Data columns (total 3 columns):\n",
            " #   Column             Non-Null Count  Dtype \n",
            "---  ------             --------------  ----- \n",
            " 0   original_headline  5003 non-null   object\n",
            " 1   sentiment          5003 non-null   int64 \n",
            " 2   cleaned_headline   5003 non-null   object\n",
            "dtypes: int64(1), object(2)\n",
            "memory usage: 156.3+ KB\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "    <tr>\n",
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              "      <td>According to the company 's updated strategy f...</td>\n",
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              "      <td>according to the company's updated strategy fo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>FINANCING OF ASPOCOMP 'S GROWTH Aspocomp is ag...</td>\n",
              "      <td>1</td>\n",
              "      <td>financing of aspocomp's growth aspocomp is agg...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>For the last quarter of 2010 , Componenta 's n...</td>\n",
              "      <td>1</td>\n",
              "      <td>for the last quarter of 2010 componenta's net ...</td>\n",
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              "      <td>in the third quarter of 2010 net sales increas...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Operating profit rose to EUR 13.1 mn from EUR ...</td>\n",
              "      <td>1</td>\n",
              "      <td>operating profit rose to 13.1 from 8.7 in the ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Operating profit totalled EUR 21.1 mn , up fro...</td>\n",
              "      <td>1</td>\n",
              "      <td>operating profit totalled 21.1 up from 18.6 in...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>TeliaSonera TLSN said the offer is in line wit...</td>\n",
              "      <td>1</td>\n",
              "      <td>teliasonera tlsn said the offer is in line wit...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>STORA ENSO , NORSKE SKOG , M-REAL , UPM-KYMMEN...</td>\n",
              "      <td>1</td>\n",
              "      <td>stora enso norske skog real upm kymmene credit...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>A purchase agreement for 7,200 tons of gasolin...</td>\n",
              "      <td>1</td>\n",
              "      <td>a purchase agreement for 7200 tons of gasoline...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Finnish Talentum reports its operating profit ...</td>\n",
              "      <td>1</td>\n",
              "      <td>finnish talentum reports its operating profit ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Consolidated net sales increased 16 % to reach...</td>\n",
              "      <td>1</td>\n",
              "      <td>consolidated net sales increased 16% to reach ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Foundries division reports its sales increased...</td>\n",
              "      <td>1</td>\n",
              "      <td>foundries division reports its sales increased...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                    original_headline  sentiment  \\\n",
              "0   According to Gran , the company has no plans t...          0   \n",
              "1   Technopolis plans to develop in stages an area...          0   \n",
              "3   With the new production plant the company woul...          1   \n",
              "4   According to the company 's updated strategy f...          1   \n",
              "5   FINANCING OF ASPOCOMP 'S GROWTH Aspocomp is ag...          1   \n",
              "6   For the last quarter of 2010 , Componenta 's n...          1   \n",
              "7   In the third quarter of 2010 , net sales incre...          1   \n",
              "8   Operating profit rose to EUR 13.1 mn from EUR ...          1   \n",
              "9   Operating profit totalled EUR 21.1 mn , up fro...          1   \n",
              "10  TeliaSonera TLSN said the offer is in line wit...          1   \n",
              "11  STORA ENSO , NORSKE SKOG , M-REAL , UPM-KYMMEN...          1   \n",
              "12  A purchase agreement for 7,200 tons of gasolin...          1   \n",
              "13  Finnish Talentum reports its operating profit ...          1   \n",
              "15  Consolidated net sales increased 16 % to reach...          1   \n",
              "16  Foundries division reports its sales increased...          1   \n",
              "\n",
              "                                     cleaned_headline  \n",
              "0   according to gran the company has no plans to ...  \n",
              "1   technopolis plans to develop in stages an area...  \n",
              "3   with the new production plant the company woul...  \n",
              "4   according to the company's updated strategy fo...  \n",
              "5   financing of aspocomp's growth aspocomp is agg...  \n",
              "6   for the last quarter of 2010 componenta's net ...  \n",
              "7   in the third quarter of 2010 net sales increas...  \n",
              "8   operating profit rose to 13.1 from 8.7 in the ...  \n",
              "9   operating profit totalled 21.1 up from 18.6 in...  \n",
              "10  teliasonera tlsn said the offer is in line wit...  \n",
              "11  stora enso norske skog real upm kymmene credit...  \n",
              "12  a purchase agreement for 7200 tons of gasoline...  \n",
              "13  finnish talentum reports its operating profit ...  \n",
              "15  consolidated net sales increased 16% to reach ...  \n",
              "16  foundries division reports its sales increased...  "
            ]
          },
          "execution_count": 24,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Daniel\n",
        "import regex as re\n",
        "\n",
        "def clean_h(h):\n",
        "  # For extra spaces\n",
        "  h = re.sub(r'\\s+', ' ', h)\n",
        "\n",
        "  # For numerical data\n",
        "  h = re.sub(r'(\\d)\\s+percent\\b', r'\\1%', h)\n",
        "  h = re.sub(r'(\\d)\\s+\\.(\\d)', r'\\1.\\2', h)\n",
        "  h = re.sub(r'\\s+\\.(\\d)', r' 0.\\1', h)\n",
        "  h = re.sub(r'(?<=\\s)\\-(\\d)+', r'–\\1', h) # special character (en-dash) to denote negative numbers\n",
        "\n",
        "  # Remove punctuation, but not decimal points\n",
        "  h = re.sub(r',+|\\s\\.+|\\.+\\Z', '', h)\n",
        "  # Remove spaces for \"$\", \"%\", \":\", \"'s\"\n",
        "  h = re.sub(r'\\$+\\s+', '$', h)\n",
        "  h = re.sub(r'\\s+%+', '%', h)\n",
        "  h = re.sub(r'\\s+:+', ':', h)\n",
        "  h = re.sub(r'\\s\\'s', '\\'s', h)\n",
        "\n",
        "  # Replace \"dollar(s)\" with \"$\"\n",
        "  h = re.sub(r'(\\d+(.\\d+)?)\\s+(dollar|dollars)\\b', r'$\\1', h)\n",
        "  # EUR -> EURO (but lowercase)\n",
        "  h = re.sub(r'\\beur\\s+o\\b', 'euro', h)\n",
        "  h = re.sub(r'\\beur\\s*([^o])', r'euro \\1', h)\n",
        "  h = re.sub(r'\\bmeur\\b', 'm euro', h)\n",
        "  # \"Million\" abbreviations\n",
        "  h = re.sub(r'(\\d+)(m|mn|mln)', r'\\1 \\2', h)\n",
        "  h = re.sub(r'\\bm\\b|\\bmn\\b|\\bmln\\b', 'million', h)\n",
        "\n",
        "  # Remove number ranges\n",
        "  h = re.sub(r'^\\d+%?\\s*\\-\\s*\\$?\\d+\\s', '', h)\n",
        "  h = re.sub(r'(?<=\\s)\\d+%?\\s*\\-\\s*\\$?\\d+\\s', '', h)\n",
        "\n",
        "  # Remove extra hyphens:\n",
        "  h = re.sub(r'^\\s*\\-+\\s*', '', h)\n",
        "  h = re.sub(r'\\-+(\\s+\\-+\\s*)*', '-', h)\n",
        "  # Remove hyphens between words:\n",
        "  h = re.sub(r'(?<=[a-z])\\s*\\-\\s*([a-z]+)', r' \\1', h)\n",
        "  # Remove spaces for every other hyphen:\n",
        "  h = re.sub(r'\\s+\\-+\\s+', '-', h)\n",
        "\n",
        "  # Remove Parenthesis:\n",
        "  h = re.sub(r'\\(\\s+', '', h)\n",
        "  h = re.sub(r'\\s+\\)', '', h)\n",
        "  # Remove \"euro\"s & \"million\"\n",
        "  h = re.sub(r'\\beuro\\b', '', h)\n",
        "  h = re.sub(r'\\bmillion\\b', '', h)\n",
        "\n",
        "  # For extra spaces\n",
        "  h = re.sub(r'\\s+', ' ', h) \n",
        "\n",
        "  return h\n",
        "\n",
        "already_clean_h = []\n",
        "for h in data['original_headline']:\n",
        "  h = h.lower()\n",
        "  if not bool(re.search('[^a-z0-9\\s,.:\\'?!$%&()_-]+', h)):\n",
        "    already_clean_h.append(clean_h(h).strip())\n",
        "  else:\n",
        "    already_clean_h.append(None)\n",
        "\n",
        "data = data.assign(cleaned_headline = already_clean_h) # the clean column contains only headlines which were clean as-was\n",
        "data = data.dropna() # removes missing values\n",
        "\n",
        "data.info()\n",
        "data.head(15)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Adding some Simple Categories for each Financial Headline"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 5003 entries, 0 to 597\n",
            "Data columns (total 5 columns):\n",
            " #   Column              Non-Null Count  Dtype \n",
            "---  ------              --------------  ----- \n",
            " 0   original_headline   5003 non-null   object\n",
            " 1   sentiment           5003 non-null   int64 \n",
            " 2   cleaned_headline    5003 non-null   object\n",
            " 3   has_numbers         5003 non-null   int64 \n",
            " 4   has_monetary_units  5003 non-null   int64 \n",
            "dtypes: int64(3), object(2)\n",
            "memory usage: 234.5+ KB\n"
          ]
        },
        {
          "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>original_headline</th>\n",
              "      <th>sentiment</th>\n",
              "      <th>cleaned_headline</th>\n",
              "      <th>has_numbers</th>\n",
              "      <th>has_monetary_units</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>According to Gran , the company has no plans t...</td>\n",
              "      <td>0</td>\n",
              "      <td>according to gran the company has no plans to ...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Technopolis plans to develop in stages an area...</td>\n",
              "      <td>0</td>\n",
              "      <td>technopolis plans to develop in stages an area...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>With the new production plant the company woul...</td>\n",
              "      <td>1</td>\n",
              "      <td>with the new production plant the company woul...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>According to the company 's updated strategy f...</td>\n",
              "      <td>1</td>\n",
              "      <td>according to the company's updated strategy fo...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>FINANCING OF ASPOCOMP 'S GROWTH Aspocomp is ag...</td>\n",
              "      <td>1</td>\n",
              "      <td>financing of aspocomp's growth aspocomp is agg...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>For the last quarter of 2010 , Componenta 's n...</td>\n",
              "      <td>1</td>\n",
              "      <td>for the last quarter of 2010 componenta's net ...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>In the third quarter of 2010 , net sales incre...</td>\n",
              "      <td>1</td>\n",
              "      <td>in the third quarter of 2010 net sales increas...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Operating profit rose to EUR 13.1 mn from EUR ...</td>\n",
              "      <td>1</td>\n",
              "      <td>operating profit rose to 13.1 from 8.7 in the ...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Operating profit totalled EUR 21.1 mn , up fro...</td>\n",
              "      <td>1</td>\n",
              "      <td>operating profit totalled 21.1 up from 18.6 in...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>TeliaSonera TLSN said the offer is in line wit...</td>\n",
              "      <td>1</td>\n",
              "      <td>teliasonera tlsn said the offer is in line wit...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>STORA ENSO , NORSKE SKOG , M-REAL , UPM-KYMMEN...</td>\n",
              "      <td>1</td>\n",
              "      <td>stora enso norske skog real upm kymmene credit...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>A purchase agreement for 7,200 tons of gasolin...</td>\n",
              "      <td>1</td>\n",
              "      <td>a purchase agreement for 7200 tons of gasoline...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Finnish Talentum reports its operating profit ...</td>\n",
              "      <td>1</td>\n",
              "      <td>finnish talentum reports its operating profit ...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Consolidated net sales increased 16 % to reach...</td>\n",
              "      <td>1</td>\n",
              "      <td>consolidated net sales increased 16% to reach ...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Foundries division reports its sales increased...</td>\n",
              "      <td>1</td>\n",
              "      <td>foundries division reports its sales increased...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                    original_headline  sentiment  \\\n",
              "0   According to Gran , the company has no plans t...          0   \n",
              "1   Technopolis plans to develop in stages an area...          0   \n",
              "3   With the new production plant the company woul...          1   \n",
              "4   According to the company 's updated strategy f...          1   \n",
              "5   FINANCING OF ASPOCOMP 'S GROWTH Aspocomp is ag...          1   \n",
              "6   For the last quarter of 2010 , Componenta 's n...          1   \n",
              "7   In the third quarter of 2010 , net sales incre...          1   \n",
              "8   Operating profit rose to EUR 13.1 mn from EUR ...          1   \n",
              "9   Operating profit totalled EUR 21.1 mn , up fro...          1   \n",
              "10  TeliaSonera TLSN said the offer is in line wit...          1   \n",
              "11  STORA ENSO , NORSKE SKOG , M-REAL , UPM-KYMMEN...          1   \n",
              "12  A purchase agreement for 7,200 tons of gasolin...          1   \n",
              "13  Finnish Talentum reports its operating profit ...          1   \n",
              "15  Consolidated net sales increased 16 % to reach...          1   \n",
              "16  Foundries division reports its sales increased...          1   \n",
              "\n",
              "                                     cleaned_headline  has_numbers  \\\n",
              "0   according to gran the company has no plans to ...            0   \n",
              "1   technopolis plans to develop in stages an area...            1   \n",
              "3   with the new production plant the company woul...            0   \n",
              "4   according to the company's updated strategy fo...            1   \n",
              "5   financing of aspocomp's growth aspocomp is agg...            0   \n",
              "6   for the last quarter of 2010 componenta's net ...            1   \n",
              "7   in the third quarter of 2010 net sales increas...            1   \n",
              "8   operating profit rose to 13.1 from 8.7 in the ...            1   \n",
              "9   operating profit totalled 21.1 up from 18.6 in...            1   \n",
              "10  teliasonera tlsn said the offer is in line wit...            0   \n",
              "11  stora enso norske skog real upm kymmene credit...            0   \n",
              "12  a purchase agreement for 7200 tons of gasoline...            1   \n",
              "13  finnish talentum reports its operating profit ...            1   \n",
              "15  consolidated net sales increased 16% to reach ...            1   \n",
              "16  foundries division reports its sales increased...            1   \n",
              "\n",
              "    has_monetary_units  \n",
              "0                    0  \n",
              "1                    0  \n",
              "3                    0  \n",
              "4                    0  \n",
              "5                    0  \n",
              "6                    0  \n",
              "7                    0  \n",
              "8                    0  \n",
              "9                    0  \n",
              "10                   0  \n",
              "11                   0  \n",
              "12                   0  \n",
              "13                   0  \n",
              "15                   0  \n",
              "16                   0  "
            ]
          },
          "execution_count": 25,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "h_has_numbers = []\n",
        "h_has_monetary_units = []\n",
        "for h in data['cleaned_headline']:\n",
        "    h_has_numbers.append(1 if bool(re.search(r'[0-9]', h)) else 0)\n",
        "    h_has_monetary_units.append(1 if bool(re.search(r'\\$+|\\beuro\\b', h)) else 0)\n",
        "\n",
        "data = data.assign(has_numbers = h_has_numbers)\n",
        "data = data.assign(has_monetary_units = h_has_monetary_units)\n",
        "\n",
        "data.info()\n",
        "data.head(15)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AL1RUkG4X19X"
      },
      "source": [
        "### Looking for and expanding contractions\n",
        "\"'s\" which indicated possession were simply dropped during this process"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "id": "ZpH9OXJ2Xntp"
      },
      "outputs": [],
      "source": [
        "# Arno\n",
        "# found here: https://www.analyticsvidhya.com/blog/2020/04/beginners-guide-exploratory-data-analysis-text-data/#h2_6\n",
        "contractions_dict = { \"ain't\": \"are not\",\"'s\":\" is\",\"aren't\": \"are not\",\n",
        "                     \"can't\": \"cannot\",\"can't've\": \"cannot have\",\n",
        "                     \"'cause\": \"because\",\"could've\": \"could have\",\"couldn't\": \"could not\",\n",
        "                     \"couldn't've\": \"could not have\", \"didn't\": \"did not\",\"doesn't\": \"does not\",\n",
        "                     \"don't\": \"do not\",\"hadn't\": \"had not\",\"hadn't've\": \"had not have\",\n",
        "                     \"hasn't\": \"has not\",\"haven't\": \"have not\",\"he'd\": \"he would\",\n",
        "                     \"he'd've\": \"he would have\",\"he'll\": \"he will\", \"he'll've\": \"he will have\",\n",
        "                     \"how'd\": \"how did\",\"how'd'y\": \"how do you\",\"how'll\": \"how will\",\n",
        "                     \"I'd\": \"I would\", \"I'd've\": \"I would have\",\"I'll\": \"I will\",\n",
        "                     \"I'll've\": \"I will have\",\"I'm\": \"I am\",\"I've\": \"I have\", \"isn't\": \"is not\",\n",
        "                     \"it'd\": \"it would\",\"it'd've\": \"it would have\",\"it'll\": \"it will\",\n",
        "                     \"it'll've\": \"it will have\", \"let's\": \"let us\",\"ma'am\": \"madam\",\n",
        "                     \"mayn't\": \"may not\",\"might've\": \"might have\",\"mightn't\": \"might not\", \n",
        "                     \"mightn't've\": \"might not have\",\"must've\": \"must have\",\"mustn't\": \"must not\",\n",
        "                     \"mustn't've\": \"must not have\", \"needn't\": \"need not\",\n",
        "                     \"needn't've\": \"need not have\",\"o'clock\": \"of the clock\",\"oughtn't\": \"ought not\",\n",
        "                     \"oughtn't've\": \"ought not have\",\"shan't\": \"shall not\",\"sha'n't\": \"shall not\",\n",
        "                     \"shan't've\": \"shall not have\",\"she'd\": \"she would\",\"she'd've\": \"she would have\",\n",
        "                     \"she'll\": \"she will\", \"she'll've\": \"she will have\",\"should've\": \"should have\",\n",
        "                     \"shouldn't\": \"should not\", \"shouldn't've\": \"should not have\",\"so've\": \"so have\",\n",
        "                     \"that'd\": \"that would\",\"that'd've\": \"that would have\", \"there'd\": \"there would\",\n",
        "                     \"there'd've\": \"there would have\", \"they'd\": \"they would\",\n",
        "                     \"they'd've\": \"they would have\",\"they'll\": \"they will\",\n",
        "                     \"they'll've\": \"they will have\", \"they're\": \"they are\",\"they've\": \"they have\",\n",
        "                     \"to've\": \"to have\",\"wasn't\": \"was not\",\"we'd\": \"we would\",\n",
        "                     \"we'd've\": \"we would have\",\"we'll\": \"we will\",\"we'll've\": \"we will have\",\n",
        "                     \"we're\": \"we are\",\"we've\": \"we have\", \"weren't\": \"were not\",\"what'll\": \"what will\",\n",
        "                     \"what'll've\": \"what will have\",\"what're\": \"what are\", \"what've\": \"what have\",\n",
        "                     \"when've\": \"when have\",\"where'd\": \"where did\", \"where've\": \"where have\",\n",
        "                     \"who'll\": \"who will\",\"who'll've\": \"who will have\",\"who've\": \"who have\",\n",
        "                     \"why've\": \"why have\",\"will've\": \"will have\",\"won't\": \"will not\",\n",
        "                     \"won't've\": \"will not have\", \"would've\": \"would have\",\"wouldn't\": \"would not\",\n",
        "                     \"wouldn't've\": \"would not have\",\"y'all\": \"you all\", \"y'all'd\": \"you all would\",\n",
        "                     \"y'all'd've\": \"you all would have\",\"y'all're\": \"you all are\",\n",
        "                     \"y'all've\": \"you all have\", \"you'd\": \"you would\",\"you'd've\": \"you would have\",\n",
        "                     \"you'll\": \"you will\",\"you'll've\": \"you will have\", \"you're\": \"you are\",\n",
        "                     \"you've\": \"you have\"}\n",
        "# make everything in dict lower case (especially all the instances of \"I\")\n",
        "keys = list(contractions_dict.keys())\n",
        "for key in keys:\n",
        "    lowerKey = key.lower()\n",
        "    lowerVal = contractions_dict[key].lower()\n",
        "    del contractions_dict[key]\n",
        "    contractions_dict[lowerKey] = lowerVal"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AdpOE5JOYcUn",
        "outputId": "90a0c8d3-a3a2-4fff-a7b4-162fdf6208f5"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Found 1 contraction\n",
            "  Contraction: 'isn't' (row 4542 of data)\n",
            "    Converted to: 'top builder says the housing boom is not over just yet'\n",
            "\n"
          ]
        }
      ],
      "source": [
        "# Arno\n",
        "contractionCounter = 0\n",
        "indicesOfContractions = []\n",
        "contractionsFound = []\n",
        "for i in range(len(data.index)):\n",
        "  for word in data.iloc[i][\"cleaned_headline\"].split(' '):\n",
        "    if word in contractions_dict.keys(): \n",
        "      contractionCounter+=1\n",
        "      indicesOfContractions.append(i)\n",
        "      contractionsFound.append(word)\n",
        "print(f\"Found {contractionCounter} contraction\")\n",
        "\n",
        "# convert \"isn't\" to \"is not\", \"it's\" to \"it is\", etc.\n",
        "for i in range(len(data.index)):\n",
        "  for word in data.iloc[i,0].split(' '):\n",
        "    if word in contractions_dict.keys(): \n",
        "      data.iloc[i,data.columns.get_loc(\"cleaned_headline\")] = data.iloc[i,data.columns.get_loc(\"cleaned_headline\")].replace(word,contractions_dict[word])\n",
        "\n",
        "for i in range(len(indicesOfContractions)):\n",
        "  print(f\"  Contraction: '{contractionsFound[i]}' (row {indicesOfContractions[i]} of data)\")\n",
        "  print(f\"    Converted to: '{data.iloc[indicesOfContractions[i],data.columns.get_loc('cleaned_headline')]}'\\n\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Rb8BwfMBZCb1",
        "outputId": "4e6fcd2d-d044-4253-84ee-88e00acbce60"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Found 0 contractions\n"
          ]
        }
      ],
      "source": [
        "# Arno\n",
        "contractionCounter = 0\n",
        "for i in range(len(data.index)):\n",
        "  for word in data.iloc[i][\"cleaned_headline\"].split(' '):\n",
        "    if word in contractions_dict.keys(): \n",
        "      contractionCounter+=1\n",
        "print(f\"Found {contractionCounter} contractions\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "id": "jUmpbDP8onWj"
      },
      "outputs": [],
      "source": [
        "# Arno\n",
        "# get rid of all instances of \"'s\"\n",
        "for i in range(len(data.index)):\n",
        "  data.iloc[i,data.columns.get_loc(\"cleaned_headline\")] = data.iloc[i,data.columns.get_loc(\"cleaned_headline\")].replace(\"'s\",\"\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CedV703NovIe",
        "outputId": "b4200c5e-ff70-45b9-f722-e8318c38bc3e"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "according to gran the company has no plans to move all production to russia although that is where the company is growing\n",
            "technopolis plans to develop in stages an area of no less than 100000 square meters in order to host companies working in computer technologies and telecommunications the statement said\n",
            "with the new production plant the company would increase its capacity to meet the expected increase in demand and would improve the use of raw materials and therefore increase the production profitability\n",
            "according to the company is updated strategy for the years basware targets a long term net sales growth in the range of 20% –0% with an operating profit margin of 10% –0% of net sales\n",
            "financing of aspocomp growth aspocomp is aggressively pursuing its growth strategy by increasingly focusing on technologically more demanding hdi printed circuit boards pcbs\n",
            "for the last quarter of 2010 componenta is net sales doubled to 131 from 76 for the same period a year earlier while it moved to a zero pre tax profit from a pre tax loss of 7\n",
            "in the third quarter of 2010 net sales increased by 5.2% to 205.5 and operating profit by 34.9% to 23.5\n",
            "operating profit rose to 13.1 from 8.7 in the corresponding period in 2007 representing 7.7% of net sales\n",
            "operating profit totalled 21.1 up from 18.6 in 2007 representing 9.7% of net sales\n",
            "teliasonera tlsn said the offer is in line with its strategy to increase its ownership in core business holdings and would strengthen eesti telekom is offering to its customers\n",
            "stora enso norske skog real upm kymmene credit suisse first boston cfsb raised the fair value for shares in four of the largest nordic forestry groups\n",
            "a purchase agreement for 7200 tons of gasoline with delivery at the hamina terminal finland was signed with neste oil oyj at the average platts index for this september plus eight us dollars per month\n",
            "finnish talentum reports its operating profit increased to 20.5 in 2005 from 9.3 in 2004 and net sales totaled 103.3 up from 96.4\n",
            "consolidated net sales increased 16% to reach 74.8 while operating profit amounted to 0.9 compared to a loss of 0.7 in the prior year period\n",
            "foundries division reports its sales increased by 9.7% to 63.1 from 57.5 in the corresponding period in 2006 and sales of the machine shop division increased by 16.4% to 41.2 from 35.4 in the corresponding period in 2006\n",
            "helsinki afx-shares closed higher led by nokia after it announced plans to team up with sanyo to manufacture 3g handsets and by nokian tyres after its fourth quarter earnings report beat analysts ' expectations dealers said\n",
            "incap contract manufacturing services pvt ltd a subsidiary of incap corporation of finland plans to double its revenues by 2007-2008\n",
            "its board of directors will propose a dividend of 0.12 per share for 2010 up from the 0.08 per share paid in 2009\n",
            "lifetree was founded in 2000 and its revenues have risen on an average by 40% with margins in late 30s\n",
            "filippova a trilateral agreement on investment in the construction of a technology park in st petersburg was to have been signed in the course of the forum days of the russian economy that opened in helsinki today\n",
            "megafon is subscriber base increased 16.1% in 2009 to 50.5 users as of december 31 while its market share by the number of customers amounted to 24% as of late 2009 up from 23% as of late 2008 according to teliasonera estimates\n",
            "net income from life insurance doubled to 6.8 from 3.2 and net income from non life insurance rose to 5.2 from 1.5 in the corresponding period in 2009\n",
            "net sales surged by 18.5% to 167.8 . teleste said that 20.4 or 12.2% of the sales came from the acquisitions made in 2009\n",
            "nordea group is operating profit increased in 2010 by 18% year on year to 3.64 billion euros and total revenue by 3% to 9.33 billion euros\n",
            "operating profit for the nine month period increased from 13.6 while net sales increased from 394.7 as compared to the corresponding period in 2005\n",
            "operating profit for the nine month period increased from 3.1 and net sales increased from 61.5 as compared to the corresponding period in 2007\n",
            "operating profit for the three month period increased from 1.2 while revenue increased from 20.2 as compared to the corresponding period in 2005\n",
            "the company is net profit rose 11.4% on the year to 82.2 euros in 2005 on sales of 686.5 euros 13.8% up on the year the company said earlier\n",
            "the lithuanian beer market made up 14.41 liters in january a rise of 0.8% from the year earlier figure the lithuanian brewers ' association reporting citing the results from its members\n",
            "viking line is cargo revenue increased by 5.4% to 21.46 and cargo volume increased by 2.4% to 70116 cargo units\n",
            "the fair value of the property portfolio doubled as a result of the kapiteeli acquisition and totalled 2686.2 1259.7\n",
            "10 february 2011-finnish media company sanoma oyj hel: saa1v said yesterday its 2010 net profit almost tripled to 297.3 from 107.1 for 2009 and announced a proposal for a raised payout\n",
            "a helsinki: eliiv today reported eps of 1.13 for 2009 an increase over eps of 1.12 in 2008\n",
            "aspo plc stock exchange release february 11 2011 at8.45 a.. esl shipping ltd part of aspo group has signed a new long term contract with rautaruukki corporation for the marine transport of raw materials on the baltic sea\n",
            "commission income increased by 22% to 4.4 and lending volume rose by 13.5%\n",
            "in january traffic measured in revenue passenger kilometres rpk went up by 3.2% and capacity measured in available seat kilometres ask rose by 12.2%\n",
            "in january september 2010 fiskars ' net profit went up by 14% year on year to 65.4 and net sales to 525.3 from 487.7\n",
            "net income from life insurance rose to 16.5 from 14.0 and net income from non life insurance to 22.6 from 15.2 in 2009\n",
            "nyrstar has also agreed to supply to talvivaara up to 150000 tonnes of sulphuric acid per annum for use in talvivaara is leaching process during the period of supply of the zinc in concentrate\n",
            "sales for both the department store division and hobby hall increased by 7% while sales for the clothing store subsidiary seppala decreased by 4%\n",
            "sales have risen in other export markets\n",
            "sales increased due to growing market rates and increased operations\n",
            "the agreement strengthens our long term partnership with nokia siemens networks\n",
            "the agreement was signed with biohit healthcare ltd the uk based subsidiary of biohit oyj a finnish public company which develops manufactures and markets liquid handling products and diagnostic test systems\n",
            "the company also estimates the already carried out investments to lead to an increase in its net sales for 2010 from 2009 when they reached 141.7\n",
            "the company is order book stood at 1.5 bln $2.2 bln on september 30 2007 up by 24.2 pct on the year with international orders amounting to 365 $534.3\n",
            "the company said that paper demand increased in all of its main markets including of publication papers and that it increased average paper prices by 4% compared with last year\n",
            "the world is second largest stainless steel maker said net profit in the three month period until dec. 31 surged to euro603 us$781 or euro3.33 us$4.31 per share from euro172 or euro0.94 per share the previous year\n",
            "within the framework of the partnership nokia siemens networks has signed an initial framework purchase agreement with sitronics subsidiary jsc mikron which is the largest manufacturer and exporter of microelectronic components in russia\n",
            "seppala is revenue increased by 0.2% to 10.1 . in finland revenue went down by 2.4% to 6.8 while sales abroad rose by 6.2% to 3.3 . sales increased in all the baltic countries as well as in russia and ukraine\n",
            "shares of standard chartered stan rose 1.2% in the ftse 100 while royal bank of scotland rbs shares rose 2% and barclays shares barc bcs were up 1.7%\n",
            "shares of nokia corp. rose thursday after the cell phone maker said its third quarter earnings almost doubled and its share of the global handset market increased\n",
            "in its financial report published on friday seb said its net profit soared to sek6.745 bn in 2010 from a year earlier sek1.114 bn and proposed a 50% dividend increase to sek1.50 per share\n",
            "sales for the department store division increased by 15% and sales for the clothing store subsidiary seppala increased by 8% meanwhile sales for hobby hall decreased by 12%\n",
            "at the request of finnish media company alma media is newspapers research manager jari kaivo oja at the finland futures research centre at the turku school of economics has drawn up a future scenario for finland is national economy by using a model developed by the university of denver\n",
            "in sweden gallerix accumulated sek denominated sales were down 1% and denominated sales were up 11%\n",
            "the company supports its global customers in developing new technologies and offers a fast route from product development to applications and volume production\n",
            "when this investment is in place atria plans to expand into the moscow market\n",
            "at first the contract envisaged the construction of three ferryboats with an option for two more units further confirmed at a total value of 500 $645.8\n",
            "in june it sold a 30% stake to nordstjernan and the investment group has now taken up the option to acquire eqt is remaining shares\n",
            "kesko corporation stock exchange release 28.02.2008 at 09.30 1 1 kesko corporation and aspo plc today signed an agreement by which aspo acquires the share capital of kauko telko ltd a subsidiary wholly owned by kesko\n",
            "sponda plc stock exchange release 5 december 2006 at 15.45 1.5 billion syndicated credit facility for sponda sponda has signed an agreement for a one year syndicated credit facility for a total of 1.5 billion\n",
            "stock exchange announcement 20 july 2006 1 1 basware share subscriptions with warrants and increase in share capital a total of 119 850 shares have been subscribed with basware warrant program\n",
            "the contract covers hdo platform ac800 and cxe880 optical fttb nodes designed to increase the forward and return path capacity of the transmission networks\n",
            "the new plant is planned to have an electricity generation capacity of up to 350 megawatts mw and the same heat generation capacity\n",
            "the omx helsinki 25 index was up 0.92 pct at 2518.67 and the helsinki cap portfolio index was 0.91 pct higher at 4711.19\n",
            "so the sales growth of cars considerably influence on the tires market ''\n",
            "a maximum of 666104 new shares can further be subscribed for by exercising b options under the 2004 stock option plan\n",
            "as a result of the share issue the number of the company is shares increases by 391630 shares and the share capital by a total of 15665.20\n",
            "finnish real estate investor sponda plc said on wednesday 12 march that it has signed agreements with danske bank a s helsinki branch for a 7-year 150 credit facility and with ilmarinen mutual pension insurance company for a 7-year 50 credit facility\n",
            "on the route between helsinki in finland and tallinn in estonia cargo volumes increased by 36% while cargo volumes between finland and sweden fell by 9%\n",
            "other measures included increasing synergies and economies of scale within the grimaldi group and personnel adjustments divestments and redelivery of excess tonnage\n",
            "rinkuskiai raised the sales by 18.1% to 1.37 liters while the sales of kauno alus grew by 14.3% to 960000 liters\n",
            "telecomworldwire-7 april 2006-tj group plc sells stake in morning digital design oy finnish it company tj group plc said on friday 7 april that it had signed an agreement on selling its shares of morning digital design oy to edita oyj\n",
            "telecomworldwire-7 april 2006-tj group plc sells stake in morning digital design oy finnish it company tj group plc said on friday 7 april that it had signed an agreement on selling its shares of morning digital design oy to edita oyj\n",
            "the 718430 new series a shares will become subject to trading on the helsinki stock exchange is main list together with the old series a shares on july 3 2006\n",
            "the fuel purchase contracts have been signed with three months ' delivery from this september to november\n",
            "tiimari operates 194 stores in six countries including its core finnish market and generated a turnover of 76.5 in 2005\n",
            "under this agreement biohit becomes a focus supplier of pipettors and disposable pipettor tips to vwr customers throughout europe\n",
            "no blind spots coming from 1 vantage point allows investigators to see the whole story in high resolution with no unbroken video\n",
            "the acquisition will considerably increase kemira is sales and market position in the russian metal industry coatings market\n",
            "in january september 2007 finnlines ' net sales rose to 505.4 from 473.5 in the corresponding period in 2006\n",
            "adjusted for changes in the group structure the division is net sales increased by 1.7%\n",
            "4 february 2011-finnish broadband data communication systems provider teleste oyj hel: tlt1v saw its net profit jump to 2.1 for the last quarter of 2010 from 995 000 for the same period of 2009\n",
            "finnish aktia group is operating profit rose to 17.5 in the first quarter of 2010 from 8.2 in the first quarter of 2009\n",
            "finnish financial group aktia reports operating profit of 44.4 in january september 2009 up from 37.3 in the corresponding period in 2008\n",
            "finnish high technology provider vaahto group reports net sales of 41.8 in the accounting period september 2007-february 2008 an increase of 11.2% from a year earlier\n",
            "an individual promotion also generated slightly higher than expected revenues\n",
            "biohit already services many current genesis customers and the customer base is expected to expand as a result of this agreement\n",
            "both operating profit and turnover for the three month period increased respectively from 0.9 and 8.3 as compared to the corresponding period in 2005\n",
            "circulation revenue has increased by 5% in finland and 4% in sweden in 2008\n",
            "construction volumes meanwhile grow at a rate of 10-15% annually\n",
            "finnish and swedish construction markets are still experiencing an estimated 4% annual growth in 2008\n",
            "however biohit estimates its total net sales will continue to grow in 2009 and that favourable trends in net sales will lead to a profit in 2009\n",
            "in 2009 fiskars ' cash flow from operating activities amounted to 121 up from 97 in the previous year\n",
            "in lithuania operating profit rose to 190000 from 70000 in the corresponding period in 2005\n",
            "in the fourth quarter of 2008 net sales increased by 2% to 1050.7 from 1027.0 in the fourth quarter of 2007\n",
            "international sales rose by 59.8% to 1244.4\n",
            "kalmar espana generated net sales of some 11.3 $14.8 in 2005\n",
            "net sales grew in the period to x20ac 402 $585us from x20ac 401 in 2006\n",
            "net sales increased to 655 in april to june 2010 from 438 a year earlier\n",
            "net sales rose by 25.5% year on year to 59.6 as the number of chargers delivered went up by 41% to 65.9 pieces\n",
            "net sales totaled 93.6 up from 93.2 in the corresponding period in 2005\n",
            "nokia also noted the average selling price of handsets declined during the period though its mobile phone profit margin rose to more than 22% from 13% in the year ago quarter\n",
            "operating profit increased by 145.1% to 8.3 from 3.4\n",
            "operating profit margin increased from 11.2% to 11.7%\n",
            "operating profit rose to 3.11 from 1.22 in the corresponding period in 2009\n",
            "operating profit rose to 5 from 2.8 in the fourth quarter of 2008\n",
            "operating profit was 24.5 up from 23.0\n",
            "ramirent is net sales in the second quarterended june 30 were 128.7 about u.s. $163 a 3.3-percent increase compared with 124.6 for thesecond quarter last year\n",
            "revenue grew by 2% to x20ac 580 $743 from x20ac 569\n",
            "ruukki announced that it has signed an agreement with aker solutions of norway to supply 24 suction anchors in september 2010 from its kalajoki unit in finland\n",
            "ruukki is delivery volumes and selling prices showed favourable development and the company is comparable net sales grew by 50% year on year to 647 ceo sakari tamminen said\n",
            "sanoma magazines ' net sales are estimated to grow in 2006\n",
            "the bank forecasts finland is gdp will grow by 2% in 2010 and in 2011\n",
            "the circuit is overall production rate on a weekly basis is now in excess of an average of 40000 tonnes per day with volumes in excess of 50000 tonnes per day being reached on individual days\n",
            "the company is consolidated operating profit amounted to 15.86 up from 4.14 year on year\n",
            "the department store division reported an increase in sales of 4 per cent\n",
            "the fair value of the company is investment properties grew to 2.803 billion at the end of march 2009 from 2.691 a year ago\n",
            "the last quarter was the best quarter of 2009 in net sales and the operating margin rose to 12.2%\n",
            "the major breweries increased their domestic beer sales by 4.5 per cent last year to 256.88 litres from 245.92 litres in 2004\n",
            "the transaction doubles tecnomens workforse and adds a fourth to their net sales\n",
            "operating profit rose by 26.9% to 105.8 83.4\n",
            "21 october 2010-finnish fishing tackle company rapala vmc corp hel: rap1v said today its net profit rose to 18.9 for the first nine months of 2010 from 15.1 for the same period a year earlier\n",
            "a structures bim building information modeling software from tekla a model based software provider has been adopted for the construction management and delivery of a university project in abu dhabi\n",
            "according to finnish metso minerals the value of the company is orders has gone up to 1.9 bn in 12 months\n",
            "finnish aldata solution has signed a contract of supply its g.o.l.d. system to two french retail chains\n",
            "finnish financial group aktia is operating profit for 2009 increased to 47.0 from 6.6 in 2008\n",
            "finnish forest machinery manufacturer ponsse is net sales grew to 51.3 in the first quarter of 2010 from 37.5 in the corresponding period in 2009\n",
            "finnish kci konecranes has raised its net sales growth estimate for 2006 from over 25% to over 35%\n",
            "finnish okmetic that manufactures and processes silicon wafers for the semiconductor and sensor industries and norwegian solar wafer company norsun have signed a contract under which okmetic will supply norsun mono silicon crystals for use in solar cell manufacturing\n",
            "finnish pharmaceuticals company orion is net sales rose to 190 in the first quarter of 2009 from 180 in the first quarter of 2008\n",
            "finnish ponsse has signed an agreement with babcock africa for the distribution and support of ponsse forest machines harvester heads and information systems in south africa\n",
            "south african sappi will become the largest foreign forest industry company operating in finland as a result of the acquisition finnish real corporation is graphic papers business unit\n",
            "according to deputy md pekka silvennoinen the aim is double turnover over the next three years\n",
            "advertising and circulation revenues grew by 3.4% and by 0.4% respectively\n",
            "after the takeover cramo will become the second largest rental services provider in the latvian market\n",
            "again the most significant sales increase of 18.6% was in russia\n",
            "alma media expects its net sales to increase as forecast previously\n",
            "at the end of march 2007 the group is order book was at 39.6 up 42% from the corresponding period in 2006\n",
            "at the same time profit of the company increased by 10% in h1 and reached ls 79000\n",
            "aviation systems maintenance is based in kansas and generated net sales of usd 2.6 for 2008\n",
            "besides we have increased the share of meat in various sausages and are offering a number of new tastes in the grill products and shish kebabs segment '' paavel said\n",
            "both operating profit and net sales for the 12-month period increased respectively from 10.5 and 28.8 as compared to the financial year 2004\n",
            "both operating profit and net sales for the 12-month period increased respectively from 20.8 and 177.7 as compared to the financial year 2004\n",
            "both operating profit and net sales for the 12-month period increased respectively from 21.5 and 196.1 as compared to 2005\n",
            "both operating profit and net sales for the 12-month period increased respectively from 4.7 and 26.7 as compared to 2004\n",
            "both operating profit and net sales for the nine month period increased respectively by 26.6% and 3.4% as compared to the corresponding period in 2006\n",
            "both operating profit and net sales for the six month period increased respectively from 13.8 and 143.6 as compared to the corresponding period in 2007\n",
            "both operating profit and net sales for the six month period increased respectively from 0.4 and 3.2 as compared to the corresponding period in 2005\n",
            "both operating profit and net sales for the six month period increased respectively from 18.1 and 127.6 as compared to the corresponding period in 2006\n",
            "both operating profit and net sales for the six month period increased respectively from 7.5 and 655.5 as compared to the corresponding period in 2005\n",
            "both operating profit and net sales for the three month period increased respectively from 15.1 and 131.5 as compared to the corresponding period in 2005\n",
            "both operating profit and net sales for the three month period increased respectively from 16.0 and 139 as compared to the corresponding quarter in 2006\n",
            "both operating profit and sales for the three month period increased respectively from 0.3 and 13.1 as compared to the corresponding period in 2005\n",
            "both operating profit and turnover for the nine month period increased respectively from 2.4 and 43.8 as compared to the corresponding period a year ago\n",
            "both operating profit and turnover for the six month period increased respectively from 17.6 and 1149.9 as compared to the corresponding period in 2007\n",
            "both operating profit and turnover for the six month period increased respectively from 0.1 and 29.0 as compared to the corresponding period a year ago\n",
            "cargo volume grew by 7%\n",
            "cargo volume increased by approximately 5%\n",
            "comparable operating profit totaled 854 up from 730 in 2004\n",
            "digia said its consolidated net sales for january june 2010 were 67.8 up 9.7% on the same period in 2009 61.9\n",
            "diluted earnings per share eps rose to 0.29 from 0.05\n",
            "diluted earnings per share eps rose to 0.52 versus 0.09\n",
            "diluted earnings per share eps rose to 1.05 from 0.64\n",
            "diluted earnings per share eps rose to 3.68 from 0.50\n",
            "diluted eps rose to 3.68 from 0.50\n",
            "ebit margin was up from 1.4% to 5.1%\n",
            "editor is note: grimaldi generated a 1.7 bln $2.182 bln turnover in 2005 ansa reported on may 29 2006\n",
            "eps for the quarter was 0.00 as compared with 0.01 in the third quarter of 2008 representing a group net sales for the third quarter were 15.3 up by 2.8% as compared with 14.9 in the third quarter of 2008\n",
            "eps from continuing operations came in at 0.30 up from 0.17\n",
            "equity ratio was 60.9% compared to 54.2% in the third quarter of 2007 net sales of the frozen foods business totaled 11.0 up by about 5% from the third quarter of 2006\n",
            "928 000 in q1 2010 6 may 2010-finnish textile and clothing design company marimekko oyj hel: mmo1v said today its net profit rose to 928 000 in the first quarter of 2010 from 13 000 in the corresponding period a year earlier\n",
            "finland based elcoteq se a privately held provider of electronics manufacturing services to communications companies said thursday it signed a long term manufacturing supply deal with communications equipment company andrew corp.\n",
            "finnish cutlery and hand tools maker fiskars oyj abp hel: fisas said today its net profit rose to 24.1 usd 33.6 in the third quarter of 2010 from 17.9 a year earlier\n",
            "finnish department store chain stockmann oyj abp net profit rose to 39.8 $56.8 for the first nine months of 2007 from 37.4 $53.4 for the same period of 2006\n",
            "finnish lifting equipment maker konecranes oyj said on july 30 2008 that its net profit rose to 71.2 $111.1 for the first half of 2008 from 57.1 $89.1 for the same period of 2007\n",
            "finnish messaging solutions developer tecnomen corporation omx helsinki: tem1v said on thursday 11 december that it has received an expansion order for its convergent charging solution in latin america\n",
            "finnish metal industry solutions supplier outotec oyj net profit rose to 50.4 $72.5 for the first nine months of 2007 from 20.1 $28.9 for the same period of 2006\n",
            "finnish metal products company componenta oyj net profit rose to 26.1 $35.9 for the first quarter of 2007 from 5.3 $7.3 for the same period of 2006\n",
            "finnish office supplies and computer accessories dealer beltton group plc said its net profit rose to 1.3 $1.7 in 2006 from 1.13 $1.5 in 2005\n",
            "finnish security and privacy software solutions developer stonesoft oyj said on january 7 2008 that the preliminary sales of its stonegate products grew by 59 pct year on year to 3.6 $5.3 for the fourth quarter of 2007\n",
            "finnish silicon wafer technology company okmetic oyj omx helsinki: okm1v reported on thursday 7 august an operating profit of 5.3 for the period january june 2008 up from 3.3 in the corresponding period in 2007\n",
            "finnish software developer done solutions oyj said its net profit increased to 3.5 $4.6 in 2006 from 2.3 $3.0 in 2005\n",
            "first quarter underlying operating profit rose to 41 from 33 a year earlier\n",
            "following the acquisition relacom will strengthen its presence in finland serving operators and office market with mobile and fixed networks construction installation and maintenance services\n",
            "for the first nine months of 2010 the company is net profit rose to 41 from 30 for the corresponding period of 2009\n",
            "helsinki afx-retail and wholesale group kesko reported net sales of 659.4 for february an increase of 10.8 pct year on year\n",
            "however net sales in 2010 are seen to have grown to 598.3 from 582.3 in 2009\n",
            "however sales returned to growth in april june 2010 ceo pekka eloholma said\n",
            "ragutis which is controlled by the finnish brewery reported a 5.4-per cent rise in beer sales to 10.44 litres and held an 11.09-per cent market share\n",
            "svyturys utenos alus which is controlled by the nordic group baltic beverages holding bbh posted a 4.7-per cent growth in beer sales for january may to 46.22 litres\n",
            "in 2007 contempus generated revenue of nok 69.3 approx\n",
            "in addition kone signed a two year maintenance contract for the escalators\n",
            "in december alone the members of the lithuanian brewers ' association sold a total of 20.3 liters of beer an increase of 1.9% from the sales of 19.92 liters in december 2004\n",
            "in january september 2009 the group is net interest income increased to 112.4 from 74.3 in january september 2008\n",
            "in sweden operating profit for the period under review totaled 3.4 up 30.8% from the corresponding period in 2005\n",
            "in the fourth quarter of 2009 orion is net profit went up by 33.8% year on year to 33\n",
            "in the second quarter of 2010 the group is net profit rose to 3.1 from 2.5 in april june 2009\n",
            "in the second quarter of 2010 the group is net profit rose to 3.1 from 2.5 in april june 2009\n",
            "in the third quarter net sales increased by 12% year on year to 159.5 or by 6% at comparable currency rates growth\n",
            "in the third quarter net sales increased by 12% year on year to 159.5 or by 6% at comparable currency rates growth\n",
            "incap estimates it will generate a revenue of 10 $13.2 from its indian operations for 2007\n",
            "its market share widened to 48.51% from 48.31% a year earlier\n",
            "its total annual revenue comes up to about 160 zloty $56.9 -42.3\n",
            "kesko agro eesti the retailer and wholesaler of grain agricultural and warehousing machinery and accessories had net sales of 81 euros in 2007 an increase by one tenth over the preceding year\n",
            "kesko is car import and retailing business vv auto saw sales grow by 17.1 pct\n",
            "kone is net sales rose by some 14% year on year in the first nine months of 2008\n",
            "adp news-feb 11 2009-finnish management software solutions provider ixonos oyj hel: xns1v said today its net profit rose to 3.5 usd 4.5 for 2008 from 3.1 for 2007\n",
            "adp news-feb 12 2009-finnish it solutions provider affecto oyj hel: afe1v said today its net profit rose to 8.5 usd 11 in 2008 from 7 in 2007\n",
            "adp news-feb 6 2009-finnish fishing tackle company rapala vmc corp hel: rap1v said today its net profit rose to 19.2 usd 24.6 for 2008 from 17.5 for 2007\n",
            "adp news-nov 5 2008-finnish electronic measurement products and solutions maker vaisala oyj omx: vaias said today that its net profit rose to 18 usd 23.1 for the first nine months of 2008 from 1\n",
            "adp news-oct 29 2008-finnish lifting equipment maker konecranes oyj omx: kcr1v said today that its net profit rose to 116.6 usd 149.1 in the first nine months of 2008 from 73.6 for the s\n",
            "metso expects its net sales to increase by about 10% in 2008 at comparable exchange rates\n",
            "real generated a turnover of 5.6 bn in 2006 and has 15500 employees\n",
            "neste oil corp. has signed long term procurement contracts with honkajoki oy and findest protein oy both owned by finnish food manufacturers for the supply of animal fat for biodiesel production at neste is 200000 b cd porvoo finland refinery\n",
            "net interest income increased by 4.5% to 31.4 from 30.0 in 2004\n",
            "net interest income was 152.2 up from 101.0 in 2008\n",
            "net interest income was 39.3 up from 32.7\n",
            "net sales of the vegetable oil business rose to 10.6 from 10.1\n",
            "nokia multimedia is net sales totaled 5.7 bn up 45% from the corresponding period in 2005\n",
            "operating income rose to 696.4 from 600.3 in 2009\n",
            "operating profit of kauppalehti group rose to 1.5 from 1.3 and that of marketplaces to 1.3 from 1.0 in the third quarter of 2006\n",
            "operating profit rose from 1.94 to 2.45\n",
            "operating profit rose to 22.1 from 19.9\n",
            "operating profit rose to 1.6 from 1.1 in the corresponding period in 2006\n",
            "operating profit rose to 103.4 from 23.2 in the corresponding period in 2006\n",
            "operating profit rose to 13.5 from 9.7 in the corresponding period in 2006\n",
            "operating profit rose to 26.7 from 14.9 in the corresponding period in 2006\n",
            "operating profit rose to 27.8 from 17.5 in 2008\n",
            "operating profit rose to 3.2 from 1.0 in the corresponding period in 2008\n",
            "operating profit rose to 4.7 from 3.6\n",
            "operating profit rose to 4.7 from 4.6\n",
            "operating profit rose to 9.2 from 6.8 in the corresponding period in 2007\n",
            "operating profit rose to 2.4 from 1.6 year earlier\n",
            "operating profit surged to 21 from 106 000\n",
            "operating profit totaled 377 up slightly from 37.2 in the corresponding period in 2006\n",
            "operating profit totaled 5.5 up from –0.7\n",
            "operating profit was 11.4 up from 7.5\n",
            "operating profit was 139.7 up 23% from 113.8\n",
            "order intake grew by 40% year on year and 30% year on year respectively to 576 and 1.7 billion for the respective january september and july september 2010 periods\n",
            "orders received grew by 55% year on year to 732\n",
            "orion pharma is operating profit increased by 42.5% from 2004\n",
            "passenger volumes rose by 8.4% in the accounting period\n",
            "passenger related revenue rose by 5.1% to 460.8 from 438.5 in 2009\n",
            "press release 9 october 2009 ruukki has signed a contract to deliver and install the steel structures for a bridge over the kyronsalmi strait in savonlinna finland\n",
            "pretax profit rose to 0.6 from 0.4 in the corresponding period in 2005\n",
            "pretax profit rose to 1019 from 1007 in the corresponding period in 2005\n",
            "pretax profit rose to 17.8 from 14.9 in 2005\n",
            "pre tax profit totaled 397.4 up from 164.7\n",
            "previously the company had guided for ebit and sales growth of 20 pct and 10 pct respectively for this year\n",
            "previously the company has estimated its operating profit to reach the level of 2005 only\n",
            "profit for the period totaled 39.4 up from 33.9 in the corresponding period in 2006\n",
            "profit for the period was 5.9 up from 1.3\n",
            "profit for the period was 9.8 up from 6.0 in 2004\n",
            "revenue grew 12% to x20ac 3.6 billion us$4.5 billion\n",
            "revenue in july to september grew 14% to 467 from a year earlier the company said thursday\n",
            "revenues at the same time grew 14% to 43 euros\n",
            "ruukki has signed a contract to deliver and install the steel structures for a bridge over the kyronsalmi strait in savonlinna finland\n",
            "sales in latin america increased by 42% to 432 and a total of 8.7 mobile devices were sold in the area representing an increase of 32% from the corresponding period in 2009\n",
            "sales of clothing developed best\n",
            "sanoma magazines finland is net sales grew to 140.1 from 131.8\n",
            "satama is net profit for the third quarter of 2007 rose to 275000 $395000 from 270000 $388000 for the same period of 2006\n",
            "section: regional news the demand in finnair is asian traffic measured in passenger kilometers was up 34.9% in august compare to last year\n",
            "svyturys utenos alus which is controlled by the nordic group baltic beverages holding bbh posted a 6.1% growth in beer sales for january september to 101.99 liters\n",
            "that would be an increase from estimated sales of 117 last year\n",
            "the agreement expands tekla structures ' scope of use to bridge design\n",
            "the aim is to increase sales by at least one fifth in 2006\n",
            "the chain posted sales of 298 euros for full 2005 a rise of 19.5% year on year\n",
            "the company expects its net sales in 2008 to increase 5-10% from 2007\n",
            "the company expects its net sales in the first half of 2008 to reach the previous year is level\n",
            "the company is in the process of building a new fleet and has placed orders for 10 p max tankers of 65200 dwt\n",
            "the company is operating income ebit totalled 0.0 up from –0.3 year on year\n",
            "the eps outlook was increased by 5.6 pct for 2007 and 7.0 pct for 2008\n",
            "the fair value of the investment properties totaled 2534.9 up from 2455.1 in 2006\n",
            "the finnish government announced wednesday that it sold a 32% stake in chemicals and fertilizer group kemira oyj for x20ac 655.6 $890us sending the company is share price up 6%\n",
            "the firm generated sales of 187 in 2005\n",
            "the german company has also signed a code share agreement with another oneworld member american airlines inc part of us based amr corp nyse: amr\n",
            "the helsinki based company which also owns the salomon atomic and suunto brands said net profit rose 15% in the three months through dec. 31 to x20ac 47 $61us from x20ac 40.8 a year earlier\n",
            "the increase in capital stock has been registered in the finnish trade register on 20 november 2006\n",
            "the operating profit for grain trading increased to 2.0 from 1.4 in 2005\n",
            "the stock rose for a second day on wednesday bringing its two day rise to gbx12.0 or 2.0%\n",
            "the stock rose for a third day on tuesday bringing its three day rise to gbx10.50 or 1.8%\n",
            "the transaction is in line with aspo is strategy to expand in the baltic sea region and in the eastern markets\n",
            "the transactions would increase earnings per share in the first quarter by some 0.28\n",
            "there has been some recovery of the base metals prices and increased demand for metals in china however\n",
            "this new representation extends comptel is global presence to a total of 18 countries serving over 250 customers in over 80 countries worldwide\n",
            "tietoenator itself uses nokia is intellisync mobile suite is wireless email calendar and device management capabilities and the company will now extend these services to its customers\n",
            "total operating revenue grew by 27.6% year on year to 61\n",
            "vacon is cash flow from operations grew to 37.1 from 21.9 a year ago\n",
            "vacon will supply drives to ruselprom in the power range from 200 kw up to 2 mw\n",
            "we also strengthen our existing partnership with cybercom '' says teleste cto esko myllyla\n",
            "via the satlan acquisition teleste plans to further expand its market presence as a video services partner for cable operators broadcasters and iptv service providers\n",
            "with the acquisition the company will expand its offering to north central and south america it said\n",
            "with the extension of the new contract for a further eight engines the plant will now produce over 100 mw it said\n",
            "yit says the acquisition is a part of its strategy for expansion in central and eastern european markets\n",
            "1 february 2011-finnish textile and clothing company marimekko oyj hel: mmo1v said today its preliminary operating profit grew to 8.2 in 2010 from 6.3 in 2009\n",
            "finnish componenta has published its new long term strategy for the period with the aim of growing together with its customers\n",
            "finnish larox has signed a contract with the talvivaara project for the delivery of filters to the talvivaara nickel mine in sotkamo in finland\n",
            "affecto expects its net sales for the whole 2010 to increase from the 2009 level when they reached 103\n",
            "cash flow from operations rose to 52.7 from 15.6 in 2007\n",
            "commission income rose by 25.7% to 16.1 from 12.8 in 2004\n",
            "componenta is objective with this agreement is to increase business on its existing production lines\n",
            "earnings per share for january june 2010 were 0.30 an increase of 20% year on year 0.25\n",
            "earnings per share eps rose to 0.11 from 0.03\n",
            "elisa said mobile subscriptions grew 7% during 2007 mainly because of customers adopting so called third generation mobile technology\n",
            "eps for the quarter came in at 0.36 up from 0.33 a year ago and ahead of forecast of 0.33 eur\n",
            "eps grew to 0.04 from 0.02 eur\n",
            "exports grew 16.5% to 19.1 liters\n",
            "finnish investment group panostaja oyj said its net profit went up to 8.6 $11.4 in fiscal ended october 31 2006 from 2.8 $3.7 in the same period of fiscal 2004-05\n",
            "finnish metal components supplier componenta oyj said its net profit went up to 3.5 $4.5 in 2006 from 2.2 $2.8 in 2005\n",
            "finnish silicon wafer technology company okmetic oyj omx helsinki: okm1v reported on thursday 30 october an operating profit of 7.4 for january september 2008 up from 6.1 in the corresponding period in 2007\n",
            "fiskars brands report net sales of 145.8 up from 138.4\n",
            "geosentric oyj s geosolutions business unit gypsii the mobile digital lifestyle application and geo mobility social networking platform has signed an agreement with nanjing mynet to make the gypsii mobile social networking platform available to customers of china mobile\n",
            "helsinki afx outokumpu technology said it has signed a 3.5 agreement with mongolia is erdenet mining corporation for the engineering of the first hydrocopper plant to be built at the erdenet mine site\n",
            "however the proportion of the paid standing orders grew in 2009\n",
            "in addition to the demand in finland the export of lining stone products also increased\n",
            "in january september 2007 the group is net sales from continuing operations rose to 213.1 from 172.6 in the corresponding period in 2006\n",
            "in july september 2008 yit is net sales increased to 970.8 compared to 906.8 in the corresponding period in 2007\n",
            "in the reporting period net sales rose by 8% year on year to 64.3 due to the business acquisitions realized during the first half of the effect of which was 10.9 in the review period\n",
            "in the reporting period the company is operating profit grew by 43.2% to 6\n",
            "last year is net sales rose to 68.3 from 62.2\n",
            "last year the company raised its turnover to approximately 7 litas 2 from 6.1 litas in 2004\n",
            "adp news nov 18 2008-finnish ac drives manufacturer vacon oyj omx: vac1v said today that it had set up new representative offices in romania and ukraine to serve the growing markets in eastern and southeastern europe\n",
            "marimekko group is full year net sales are estimated to increase by about 10%\n",
            "net sales surged by 30% to 36\n",
            "net sales went up by 1% year on year to 29 affected by the business acquisitions realized during the previous financial period the effect of which was 5.1 on the review period\n",
            "nevertheless its market share rose to 49.14% from 48.51% a year earlier\n",
            "nokia the world is largest mobile phone manufacturer and china postel china is largest mobile phone distributor have a long standing partnership that continues to grow stronger over time\n",
            "october december sales were 302 or a 25.3 pct increase year on year\n",
            "olvi which controls a 94% stake in ragutis through a. le coq said in its annual report published earlier this year that the lithuanian brewery is sales reached 15.04 euros last year a rise of 20.4% from 12.49 euros in 2004\n",
            "olvi expects sales and market share to increase in the first quarter of 2010\n",
            "olvi is target is to strengthen its market share in soft drinks mineral waters ciders long drinks and energy drinks\n",
            "operating profit increased to 14.0 from 4.9 in the corresponding period in 2005\n",
            "operating profit of the asian plants grew markedly\n",
            "operating profit totaled 825 up from 763 in 2004\n",
            "operating profit totalled 83.0 up from 23.5 year on year\n",
            "production capacity will increase from 36 000 to 85 000 tonnes per year and the raw material will continue to be recycled paper and board\n",
            "profit for the period increased from 2.9 to 10.5\n",
            "profit per share was 1.03 up from 0.87\n",
            "return on capital employed rose by 4.8 percentage points to 19.6%\n",
            "revenue from july to september grew 21% to 2.3 billion the finnish company said thursday\n",
            "revenue grew 1% to euro742.2 us$964 from euro735\n",
            "ruukki is order book at the end of 2010 was 30% up year on year and 10% up quarter on quarter\n",
            "ruukki signed the contract with norwegian company veidekke entreprenor as\n",
            "sales in finland rose by 3.9% and international growth was 0.7%\n",
            "sales of security and system packaging increased slightly\n",
            "stora enso is third quarter pre tax profit doubled to 197\n",
            "strongest growth was seen in the new markets in russia the czech republic and slovakia\n",
            "the airline has ordered nine airbus a350-900 aircraft with deliveries from 2011 and in doing so becomes the lead airline for the latest variant of rolls royce trent series engines called the 1700\n",
            "the company is now intensifying its smelter operations and increasing its annual production capacity to 230000 tonnes of copper\n",
            "the company is market share is continued to increase further\n",
            "the company is scheduled traffic measured in revenue passenger kilometres rpk grew by just over 2% and nearly 3% more passengers were carried on scheduled flights than in february 2009\n",
            "the company said that its investments in the new market areas resulted in sales increase in sweden poland russia and lithuania\n",
            "the disposal of autotank will also strengthen aspo is capital structure '' commented gustav nyberg ceo of aspo\n",
            "the earnings per share for the quarter came in at 0.25 up from the 0.20 of the same quarter a year earlier\n",
            "the economic occupancy rate of sponda is property portfolio rose to 91.2% from 88.8% in 2006\n",
            "the finnish supplier of bss oss and vas for telecom operators tecnotree has received expansion orders worth a total us$7.3 for its convergent charging and next generation messaging solutions in latin america the company announced without specifying which operators had placed the orders\n",
            "the group is 12-month operating profit grew 31% to 337.8 euros\n",
            "the growth in the activeness of talentum is customers which started at the end of 2009 continued during the reporting period the company stated\n",
            "the growth of net sales in the first half of 2008 has been 28% compared with the first half of 2007\n",
            "the pretax profit of the group is life insurance business increased to 36 from 27\n",
            "the pretax profit of the group is life insurance business increased to 36 from 27\n",
            "the total delivery volume of paper businesses in 2010 was 1155000 tonnes up from 1132000 tonnes in 2009\n",
            "the value of the firm is forestry holdings increased by sek 3.6 bn\n",
            "this new deal has strengthened the partnership from telemig celular and tecnomen which it has started since the beginning of telemig is prepaid operations\n",
            "turnover rose to 21 from 17\n",
            "xerox and stora enso have teamed up to tailor the igen3 to the short run on demand packaging market\n",
            "the upgrade is intended to raise the network capacity from 450 mhz to 630 mhz in several cities enabling bi directional services for digital television as well as broadband data\n",
            "the finnish company stockmann has signed the contract with the company technopolis\n",
            "according to its notice skandinaviska enskilda banken ab publ helsinki branch has on 10 august 2009 divested in total 11958000 alma media shares to ilkka yhtyma oyj and kaleva kustannus oy as the conditions of the agreement made by the companies on 1 july 2009 fulfilled\n",
            "as previously announced geosentric oyj entered into financing agreements with its lead investor on june 30 2010 enabling the company to receive financing up to the aggregate amount of 6\n",
            "at the same time the market for automated liquid handling devices is already larger than that for pipettes according to biohit\n",
            "efore is ceo reijo maihaniemi said that the company has developed and already delivered power supply units to respective systems based on this technology to chinese sector company zte corp she: 000063\n",
            "finnish talvivaara mining co hel: tlv1v said thursday it had picked bofa merrill lynch and jpmorgan nyse: jpm as joint bookrunners of its planned issue of convertible notes worth up to 250 usd332\n",
            "lead production in turn should increase to 60000 tonnes through 2009 in what would be a twofold increase from current capacity levels zahariev said\n",
            "lemminkainen oyj said that it has signed credit agreements with nordea bank sto: nda pohjola bank hel: poh1s sampo bank hel: samas and svenska handelsbanken sto: shb a\n",
            "pohjola could increase its stake to 45% in 2013\n",
            "scandic feed will also diversify tosno is product portfolio further\n",
            "separately yit corporation and austrian firm e ag last week signed an agreement on the sale of e is building system service business in germany austria poland the czech republic hungary and romania for 55\n",
            "the agreement with jm is one in a series of contracts that teliasonera has signed in recent months with residential construction and real estate management companies in sweden\n",
            "the company intends to raise production capacity in 2006\n",
            "the estimated value of the contract is 12.4 . vaisala headquartered in helsinki in finland develops and manufactures electronic measurement systems for meteorology environmental sciences traffic and industry\n",
            "the mall is part of the baltic pearl development project in the city of st petersburg where baltic pearl cjsc a subsidiary of shanghai foreign joint investment company is developing homes for 35000 people\n",
            "the new facility to be known as technopolis pulkovo will introduce to the russian market an entirely new concept of creating operating and growing a commercially funded science and technology park to support the growth of knowledge intensive companies\n",
            "thereby the company will expand its offering to north central and south america\n",
            "to our members and partners the use of it will mostly be apparent in the increased efficiency of the results service '' observes perttu puro from tradeka\n",
            "4 complete name of the shareholder: otto henrik bernhard nyberg 5 further information: the amount of shares now transferred corresponds to 5.68% of the total number of shares in aspo plc.\n",
            "a data processing unit collects the data calculates rvr values and provides the data to users via various interfaces\n",
            "a tinyurl link takes users to a scamming site promising that users can earn thousands of dollars by becoming a google nasdaq: goog cash advertiser\n",
            "alexandria va. march 28-pertti salmi and hanna vuolteenaho both of oulu finland and sami viitasaari of ii finland have developed an ornamental design for a handset the u.s. patent & trademark office announced\n",
            "alexandria va. oct. 3-markka a. oksanen and harald kaaja both of helsinki finland juha salokannel of kangasala finland and arto palin of viiala finland have developed a system for providing communications security\n",
            "as earlier reported nokian tyres is building a plant in the town of vsevolozhsk in russia is leningrad region with an annual production capacity of 4 tires\n",
            "biohit inc. has expanded its mline family of pipettors with the addition of the new ml volume range\n",
            "capman the finnish alternative asset manager has made an acquisition for its helsinki focused vehicle real estate fund i. the fund has bought a seven story office built in 1973 that underwent refurbishment at the end of the 1990s\n",
            "compared with the ftse 100 index which rose 36.7 points or 0.6% on the day this was a relative price change of –0.2%\n",
            "compared with the ftse 100 index which rose 51.5 points or 0.9% on the day this was a relative price change of –0.6%\n",
            "compared with the ftse 100 index which rose 94.9 points or 1.6% on the day this was a relative price change of –0.4%\n",
            "deliveries are to start later in 2010 and the volume will increase in the years 2011-2012\n",
            "finland is nokian tyres and kazakhstan is ordabasy corporation signed an agreement to build a plant in astana to produce car tires ordabasy chairman dinmukhamet idrisov said at a press conference\n",
            "finnish business software group affectogenimap oyj said it had signed an agreement to acquire all the shares in swedish sector company intellibis ab for 12 $15.8 on a debt free basis\n",
            "finnish heat retaining fireplaces maker tulikivi oyj said on august 29 2007 that its local tiled stoves and utility ceramics subsidiary kermansavi oy will merge into tulikivi by means of absorption in order to streamline the latest is corporate structure\n",
            "finnish silicon wafers manufacturer okmetic oyj said on june 29 2007 it signed an agreement with nordea bank finland plc the local subsidiary of swedish commercial bank nordea bank ab which will refinance okmetic is syndicated bank facility which amounts to some 20 $26.9\n",
            "furthermore bunge will also sign a licensing agreement for the sunnuntai and carlshamn mejeri brands\n",
            "german commerzbank ag is hamburg branch and us jp morgan nyse: jpm participated as arrangers and dutch ing ams: inga as co arranger\n",
            "in april 2005 neste separated from its parent company finnish energy company fortum and became listed on the helsinki stock exchange\n",
            "in russia raisio is food division is home market stretches all the way to vladivostok\n",
            "in september 2010 the finnish group agreed to buy danish company rose poultry a s for up to 23.9 in a combination of cash and stock\n",
            "increase in the number of shares is based on the option rights which were granted to the management of the company under the stock option plan 2006\n",
            "is planning to expand its product portfolio in the harbor segment chief executive pekka lundmark told financial times deutschland\n",
            "it has some 30 offices worldwide and more than 90 pct of its net sales are generated outside finland\n",
            "it has80 branches in finland with annual revenue in finland of ?\n",
            "kauko telko ltd press release 19.06.2007 at 14.00 1 1 telko group kauko telko is expanding its strategic partnership with bp industrial lubricants & services bp ils by acquiring total ownership of bp is swedish retail company molub alloy ab\n",
            "milan afx-the italian shipping group grimaldi has increased its stake in the finnish company finnlines to 35.4 pct from the 30.5 pct held in june according to news agency ansa\n",
            "nokia messaging 1.1 enables customers to receive e mails from up to 10 e mail accounts on their mobile phone supporting all pop or imap e mail services\n",
            "production capacity will rise gradually from 170000 tonnes to 215000 tonnes\n",
            "ramirent s danish subsidiary ramirent a s has today signed an agreement to acquire the business assets of the machinery rental company jydsk materiel udlejning located in west jutland\n",
            "share repurchase 11.01.2008 in the helsinki stock exchange on behalf of sampo plc danske bank a s helsinki branch\n",
            "solidium picked up tikkurila shares as a dividend at a book value of 15.80 per share\n",
            "takoma will carry out the transaction by acquiring the entire share capital of moventas parkano oy which runs the factory in parkano southern finland\n",
            "the agreement will provide the switch with double the converter capacity whilst opening up further manufacturing locations in china\n",
            "the building owner and developer sun hung kai properties group is one of the largest property companies in hong kong developing all types of premium residential and commercial projects for sale and investment\n",
            "the companies ' aim is to finalize the negotiations and sign the contracts at the start of october 2008\n",
            "the companies signed the letter of intent for the sale on 17 september 2010 and envisaged to seal the actual agreement on 1 january 2011\n",
            "the company also said on november 16 2006 its real estate fund i ky signed an agreement with finnish window maker fenestra oy to build a window plant in forssa southern finland\n",
            "the company has committed to further expanding the apollo portfolio\n",
            "the contract which was signed yesterday will run for five years and includes a two year extension option\n",
            "the contract covers installation training and start up services\n",
            "the contract value amounts to about 11 the company added\n",
            "the contracts have been signed to acquire uranium produced at the sotkamo nickel zinc mine in eastern finland owned by talvivaara\n",
            "the expanded agreement covers the sale marketing and distribution of benefon is navigation and locator devices in china\n",
            "the omx nordic 40 omxn40 index comprising the 40 most traded nordic stocks on the nasdaq omx exchange closed up 0.43% at 1138.84 points on wednesday\n",
            "the omx nordic 40 omxn40 index comprising the 40 most traded nordic stocks on the nasdaq omx exchange closed up 1.29% at 1084.47 points on friday\n",
            "tietoenator signed an agreement to acquire indian research and development r&d services provider and turnkey software solutions developer fortuna technologies pvt. ltd. for 21 $30.3 in september 2007\n",
            "to be number one means creating added value for stakeholders in everything we do\n",
            "under the terms of the off take agreement with talvivaara cameco will provide an up front investment to a maximum of $60 to cover the construction cost of the uranium extraction circuit\n",
            "vaisala oyj press release september 30 2010 vaisala has signed a contract to sell its oxygen measurement technology and business to sick maihak gmbh\n",
            "beijing xfn asia hong kong listed standard chartered bank said it has signed a china mobile phone dealer financing agreement with nokia making it the first foreign bank to offer financing to the country is small and medium enterprise lr\n",
            "provides summary of the medical equipment pipeline products that the company is developing\n",
            "a corresponding increase of 85432.50 euros in ahlstrom is share capital has been entered in the trade register today\n",
            "a in august 2007 latvijas finieris ordered all production lines for a new green veneer mill to be built in ukmerge central lithuania\n",
            "finnish house manufacturers are targeting the strongly growing one family house market in russia\n",
            "after the transaction alma media raised its stake in talentum to 30.65% of the shares and some 31.12% of voting rights\n",
            "aldata said that there are still a number of operational aspects to be defined between it and microsoft and further details of the product and market initiatives resulting from this agreement will be available at a later date\n",
            "alexandria va. july 11-hannu kahonen of juuka finland has developed an ornamental design for a handle for fire pit door the u.s. patent & trademark office announced\n",
            "alexandria va. may 16-kenneth bower of vista calif. has developed an ornamental design for a handset the u.s. patent & trademark office announced\n",
            "as the largest elevator market in the world chinese output of elevators continued to rise to 262000 units in 2009 up about 5% yr on yr\n",
            "aspocomp intends to set up a plant to manufacture printed circuit boards with an investment of rs310 crore\n",
            "baltic pearl cjsc a subsidiary of shanghai foreign joint investment company is developing a project in st petersburg comprising about a square meters of residential space two hospitals and several schools and nurseries\n",
            "biohit oyj develops manufactures and markets liquid handling products and diagnostic test systems for use in research healthcare and industrial laboratories\n",
            "calls to the switchboard and directory services have decreased significantly since our employees now have up to date contact information from all their colleagues and customers on their phone and can place the call directly\n",
            "cargotec is share capital after the increase totals 64046460 euros\n",
            "cargotec is share capital after the increase totals 64299180\n",
            "compared with the ftse 100 index which rose 28.3 points or 0.5% on the day this was a relative price change of 2.3%\n",
            "componenta increased its stake in turkish steel company doktas dokumculuk ticaret ve sanayi a.s. to 92.6 pct stake in march 2007\n",
            "earnings per share eps are seen at 0.56 up from 0.38\n",
            "estonia is beer market overall grew three percent last year to 130 liters\n",
            "finnish food company raisio oyj hel: raivv said on friday it has wrapped up the divestment of its margarine operations to us sector player bunge ltd nyse: bg for 80 usd119.2\n",
            "finnish lifting equipment maker konecranes hel: kcr1v said on 29 july 2009 it has raised its stake in austrian manipulator maker acs konecranes to 80% and bought german sector player knight europe\n",
            "finnish paper maker upm kymmene corp. on monday announced the sale of its wrapping unit walki wisa to the capman investment group in a move to further concentrate on its core business\n",
            "helsinki afx kci konecranes said it has raised its stake in mmh holdings inc the owner of us based morris materials handling to 90.9 pct from 74.5 pct\n",
            "in 2008 it generated net sales of 9.3 usd 13.1\n",
            "in august latvijas finieris ordered all production lines for a new green veneer mill to be built in ukmerge lithuania\n",
            "it delivers a different user experience and enables us to widen the market we can address ''\n",
            "jacobs has been supporting storengy is investment of developing storage sites since 2006 as owner is engineer\n",
            "adpnews jun 30 2009-finnish stainless steel maker outokumpu oyj hel: out1v said yesterday it signed a three year 900 usd 1.3 bn revolving credit facility\n",
            "most of the increase in net sales was due to the acquisition of swedish silva that produces garden tools and boats\n",
            "mr ashley deputy executive chairman of sports direct sold a 43pc stake in the company for more than pounds 900 at the time of the float\n",
            "one of the challenges in the oil production in the north sea is scale formation that can plug pipelines and halt production\n",
            "rental of building equipment accounted for 88% of the operating income\n",
            "ruukki is delivery includes steel structures including installation for krakeroy bascule bridge and steel piles for the bridge foundations\n",
            "sanoma will continue to focus on investing in digital media and on strengthening its market positions\n",
            "stockmann was established in 1862 in finland and it became the first foreign company to enter russia is retail trade market in 1989\n",
            "sysopen digia had signed an agreement with the main shareholders of sentera holding in total 77.39% of the share capital and votes of sentera\n",
            "the acquisition is part of suomen helasto is strategy to expand the lukkoexpert security chain suomen helasto ceo kimmo uusimaki said\n",
            "the broad based wig index ended thursday is session 0.1 pct up at 65003.34 pts while the blue chip wig20 was 1.13 down at 3687.15 pts\n",
            "the business to be divested generates consolidated net sales of 60 annually and currently has some 640 employees\n",
            "the company generates net sales of about 600 $775.5 annually and employs 6000\n",
            "the company plans to expand into the international market through its subsidiaries and distributors from 2011 onwards\n",
            "the company plans to spend the proceeds from the rights offering for strengthening its balance sheet\n",
            "the contract covers the manufacturing surface treatment and installation of the steel structures\n",
            "the corresponding increase in the share capital 422 754 has been entered in the trade register today\n",
            "the corresponding increase in the share capital in total 30000 was registered in the finnish trade register on may 8 2008\n",
            "the corresponding increase in the share capital due to these subscriptions with the warrants in total 1860.74 was registered with the finnish trade register on january 4 2008\n",
            "the corresponding share capital increase 1012945.50 was entered in the trade register today\n",
            "the decision to sell a share in lenenergo was reached in line with fortum is strategic plans to invest mainly in generating assets in russia while lenenergo is a grid company the press release said\n",
            "the equipment will expand container handling capacity at namibia is main port of walvis bay on the west coast\n",
            "the expansion includes the doubling of the floor space and the addition of more lifting capacity and production equipment\n",
            "the group aims to increase its net sales and comparable operating profit in 2006\n",
            "the order also includes start up and commissioning services\n",
            "the order consists of capacity expansion maintenance services and new charging functionality the company said\n",
            "the phones are targeted at first time users in growth markets\n",
            "the repayment of 105 debenture bonds is related to the company is previous announcement on october 21 2009 to collect irrevocable selling commitments from the holders of its subordinated debenture bonds\n",
            "the revenues of the business reached nok 12 for 2008\n",
            "the subscriptions increase cargotec is share capital by 36780 euros\n",
            "the subscriptions increase cargotec is share capital by 27060\n",
            "the total area of the gorelovo plant is about 22000 sq . atria invested about 70 in the plant which should double atria russia is production capacity in the st petersburg area\n",
            "tielinja generated net sales of 7.5 $9.6 in 2005\n",
            "tikkurila powder coatings has some 50 employees at its four paint plants which generated revenues of 2.4 usd3.3 in 2010\n",
            "u.s. district judge douglas p. woodlock yesterday extended a jan. 17 temporary restraining order until march 7\n",
            "uk is sarantel to outsource part of its processes to elcoteq plant in estonia london oct 13 bns the british miniature antennas maker sarantel has signed an agreement to outsource its assembly test and supply chain processes to the plant of elcoteq in the estonian capital tallinn\n",
            "under the rental agreement stockmann was committed to invest in the building of a bridge over the gogol street or build an underground tunnel for crossing the street by 2004\n",
            "we have made long term investments in developing the system is implementation model\n",
            "with the launch of new 3g handsets nokia aims to become the winner in china is 3g market as it did in the 2g market\n",
            "with this subscription fortum is ownership in tgk-10 has increased to slightly over 76% of shares and voting rights\n",
            "vnh generates annual net sales of about 5 and employs 21 people\n",
            "earnings per share eps for the first quarter 2007 amounted to 0.07 up from 0.04\n",
            "jan. 6-ford is struggling in the face of slowing truck and suv sales and a surfeit of up to date gotta have cars\n",
            "rautakesko is business operations in norway and russia acquired in july 2005 are included in the figures of the comparable period impacting sales growth starting from august\n",
            "operating profit was 11.07 up from 8.65\n",
            "peer peugeot fell 0.81 pct as its sales rose only 6.3 pct from the same period last year\n",
            "pharmaceuticals group orion corp reported a fall in its third quarter earnings that were hit by larger expenditures on r&d and marketing\n",
            "however the growth margin slowed down due to the financial crisis\n",
            "significance: teleste has emphasised that with its large size and growing economy as well as the rapid development of its tv services distribution industry poland is viewed as an attractive market\n",
            "in finland insurance company pohjola and the finnish motorcyclist association have signed an agreement with the aim of improving motorcyclists ' traffic safety\n",
            "helsinki afx-nokian tyres reported a fourth quarter pretax profit of 61.5 up from 48.6 on the back of strong sales\n",
            "kalnapilio tauro grupe kalnapilis tauras group which is owned by denmark is royal unibrew raised its market share to 25.18% from 23.74% as beer sales for the seven months jumped by 14.5% to 40.5 liters\n",
            "kalnapilio tauro grupe kalnapilis tauras group which is owned by denmark is royal unibrew raised its market share to 25.2% from 23.91% as beer sales for the nine months jumped by 11.4% to 52.99 liters\n",
            "marimekko has today 20 november signed a license agreement with the swedish chain whereby marimekko will license some of its popular patterns from the 1950s 1960s and 1970s to h&\n",
            "more staff has been recruited in japan to further complement its network of close to 50 service locations in more than 20 countries worldwide\n",
            "nokian capacitors ' equipment will be used to raise the capacity and reliability of the indian grid\n",
            "rautaruukki corporation stock exchange release 3 december 2009 at 12 noon ruukki is construction and engineering divisions are to further improve and adjust their operations in finland\n",
            "ruukki romania the local arm of finnish metal producer ruukki increased its capital by 900000 $1.14 through cash contribution it was reported on september 19 2006\n",
            "stx finland oy signed a a preliminary agreement for the building of an environmentally friendly new generation cruise ferry for viking line to manage on between turku finland and stockholm sweden withviking line abp\n",
            "the company now estimates its net sales in 2010 to increase considerably from 2009 and its operating result to be clearly positive\n",
            "the tower it chose to add due to go into operation in the summer will increase total capacity to 80 broadsheet or 160 tabloid pages with the ability to run 32-and 48-page products side by side\n",
            "uponor made an operating profit of 151.0 up from 143.7 which made 2007 a record year\n",
            "basware corporation stock exchange release august 31 2010 at 16:25 basware signed a large deal with an international industrial group basware will deliver invoice automation solution and connectivity services to an international industrial group\n",
            "it estimates the operating profit to further improve from the third quarter\n",
            "kazgiprotsvetmet and outotec finland have signed an agreement on strategic cooperation in the marketing and providing of minerals processing and metallurgical plants and related services in kazakhstan and the surrounding countries\n",
            "lemcon signed an investment cooperation agreement with the kaluga regional administration last november\n",
            "ruukki forecast a 15-20% annual sales growth and a positive pretax result for 2010\n",
            "sales rose 10 pct to 566 on the back of strong volume and favourable currency effects\n",
            "the growth of net sales has continued favourably in the middle east and africaand in asia pacific\n",
            "the new agreement which expands a long established cooperation between the companies involves the transfer of certain engineering and documentation functions from larox to etteplan\n",
            "with this appointment kaupthing bank aims to further co ordinate capital markets activities within the group and to improve the overall service to clients\n",
            "cencorp headquartered in virkkala finland develops and supplies automation solutions to the electronics and semiconductor industry that enhance productivity\n",
            "following the increase huhtamaki oyj is registered share capital is 358706290.00 and the number of shares outstanding is 105501850\n",
            "following this increase huhtamaki is registered share capital is 360.62 and the number of shares outstanding is 106063320\n",
            "the company has also supplied more than 200 mw of power generating equipment for a number of projects in papua new guinea including 12 engines of the wartsila 32 type to lihir gold\n",
            "under the agreement pfizer has been funding biotie is research activities on the pde10 phosphodiesterase 10 inhibitor program since its start in late 2006 and has the sole authority to develop discovered compounds\n",
            "when the omx market forwards mature on may 16 2008 novator finland oy is direct shareholding in amer sports corporation will exceed one fifth of the company is shares and voting rights\n",
            "to prove the efficiency of the china mobile system rod baber an english climber climbed to the mount everest summit and successfully made calls\n",
            "finnish ahlstrom corporation will double its investments in a new specialty glassfiber reinforcement plant in south carolina in the us\n",
            "patrizia adds the acquisition to a portfolio already worth 3bn\n",
            "sales rose to 300.9 compared with last year is 276.1 and in line with 299 consensus figure\n",
            "the contract was signed in august with papua new guinea based lihir gold ltd asx: lgl\n",
            "the offer of some 30 shares aimed to raise more than x20ac 500 us$640 was expected to be completed by oct. 9 outokumpu said\n",
            "we succeeded in increasing our market share of sold apartment '' comments mr kari kauniskangas head of yit international construction services\n",
            "with capman as a partner we will be able to further develop our business and continue to focus on providing quality restaurant services for our customers '' says christopher wynne ceo of papa john is russia\n",
            "finnish suominen corporation that specialises in wet wipes nonwovens and flexible packaging reports net sales of 44.1 in the second quarter of 2010 up from 43.3 in the second quarter of 2009\n",
            "finnish telecoms software developer tecnomen oyj said on december 5 2006 it won a $3.3 2.5 order to supply an expansion of the charging and messaging systems for the mobile and fixed networks of brasil telecom\n",
            "increased trust of our clients in yit can be seen as apartment sales accelerated\n",
            "adp news-dec 11 2008-finnish construction and engineering company outotec oyj omx: ote1v said today it won a 28 usd 36.8 order to expand the phosphate concentrator in siilinjarvi of norwegian minera\n",
            "mr priit kasak balti metsamasina is owner said the rakvere based company wishes to increase valmet is market share from 27% to a third in a couple of years\n",
            "ponsse plans to create a network that is based on strong partnership and participates in the production of larger entities than presently\n",
            "the bank sees a potential for getinge share to rise\n",
            "the company recorded revenues of e658.1 during the fiscal year ended december 2007 an increase of 23% over 2006\n",
            "the cooperation will double the switch is converter capacity\n",
            "the robust growth was the result of the inclusion of clothing chain lindex in the group in december 2007\n",
            "the six breweries recorded a 5.2% growth in domestic beer sales last year to 270.21 liters from 256.88 liters sold in 2005\n",
            "this truly takes efficiency to new heights '' mr. metso adds\n",
            "we hope to increase traffic volumes with the opening of freight one scandinavia ''\n",
            "a january 11 2010 ephc board of directors has approved an increase in the quarterly dividend from $0.03 to $0.05 per share\n",
            "finnish cargotec is kalmar the business area providing container handling solutions has been awarded an order for a further ten e one rubber tyred gantry rtg cranes from saigon newport company snp in vietnam\n",
            "kesko pursues a strategy of healthy focused growth concentrating on sales and services to consumer customers\n",
            "london marketwatch nokia nok said it is won a five year services contract to run hutchison essar is network operations in nine locations in india\n",
            "progress group qpr is representative in saudi arabia and north africa has signed a framework agreement for a long term strategic relationship with ise\n",
            "ragutis controlled by the finnish brewery olvi achieved a 5.7% rise in beer sales to 22.6 liters and held a 10.75% market share\n",
            "the 250 sq 2691 sq ft store in copenhagen is premier shopping district was inaugurated today further strengthening the company is presence in nordic capitals\n",
            "the metal has gained 41% this year as demand from china the world is largest user increased\n",
            "in addition cramo and peab have signed exclusive five year rental agreements in finland and have extended their existing rental agreements in the swedish market for another five years\n",
            "outotec oyj press release december 4 2009 10.30 am outotec establishes a new subsidiary in kolkata outotec has established a subsidiary in india in order to better serve its indian customers and to increase its business in the growing indian market\n",
            "it is also 7.7 pct above the 12-month volume weighted average price of the stock\n",
            "mobile phone shipments jumped 26% to almost 112 units while finnish company is global market share rose to 39% from 36%\n",
            "on january 29 2009 the largest nordic bank nordea and finnish retail chain stockmann launched a regionally unique cooperation project: they are the first to introduce a common mastercard credit card enabling payments in different states and stores\n",
            "qpr has an established international customer base spread over 70 countries in 2009 and a variety of organizations including banks manufacturing companies service companies and government authorities\n",
            "4g allows customers to use mobile broadband services with speeds up to ten times higher than with today is 3g\n",
            "according to eijkens a publisher can do much more than just publish colourful books: a publisher can provide value added to information by individualising it\n",
            "based on strong customer interest and feedback using rpm mobile phone manufacturers operators enterprises and developer forums can significantly increase their product and service quality user experience and cost efficiency '' tulonen continues\n",
            "cameco is to provide an upfront investment of up to usd 60 for the construction of the uranium extraction circuit\n",
            "the original contract was signed last summer\n",
            "18 january 2010-finnish it consultancy trainers ' house oyj hel: trh1v said last friday it resolved to issue a 5 hybrid bond to domestic investors in a bid to strengthen its capital structure\n",
            "alexandria va. oct. 15-aaron moss of hampshire great britain has developed an ornamental design for a handset the u.s. patent & trademark office announced\n",
            "hybrid bond 18 january 2010-finnish it consultancy trainers ' house oyj hel: trh1v said last friday it resolved to issue a 5 hybrid bond to domestic investors in a bid to strengthen its capital structure\n",
            "repair and maintenance business accounted for net sales of 645.3 up from 563.6\n",
            "the new technology improves the glass quality and consistency while increasing throughput\n",
            "the reasons behind the estimate include the rise in 2008 rent levels and several fully leased office and retail properties which were completed and added to the company is investment property portfolio\n",
            "the vaisala group is a successful international technology company that develops manufactures and markets electronic measurement systems and products\n",
            "the vuokatti unit will be developed to focus especially on the manufacture of prototypes the ramp up of new products and the demanding testing and after sales services\n",
            "we look forward to helping the company develop its operational services and further digitalize its services for its customers ''\n",
            "agj recorded 43 sales in 2006 most of which was generated by exports to customers in western europe the statement said\n",
            "by combining its existing solutions into a single platform comptel said that it has reduced the cost of deployment\n",
            "in the second quarter of 2010 the group is pretax loss narrowed to 400000 from 600000\n",
            "26 january 2011-finnish metal products company componenta oyj hel: cth1v said yesterday its net loss narrowed to 500 000 in the last quarter of 2010 from 5.3 for the same period a year earlier\n",
            "8 may 2009-finnish liquid handling products and diagnostic test systems maker biohit oyj hel: biobv said today 8 may 2009 its net loss narrowed to 0.1 usd0.14 for the first quarter of 2009 from 0.4 for the same period of 2008\n",
            "finnish fibers and plastic products maker suominen corporation said its net loss from continuing operations narrowed to 1.8 $2.3 in 2006 from 3.7 $4.8 in 2005\n",
            "finnish metal products company componenta oyj hel: cth1v said today its net loss narrowed to 500000 usd 680000 in the last quarter of 2010 from 5.3 for the same period a year earlier\n",
            "finnish sports equipment maker amer sports oyj hel: ameas said today that its net loss narrowed to 16.9 usd 22.3 in the second quarter of 2010 from 23.2 in the corresponding period a year earlier\n",
            "finnish steel maker rautaruukki oyj hel: rtrks or ruukki said today its net loss contracted to 49 usd 68.2 for the first nine months of 2010 from 229 for the same period a year ago\n",
            "for the first nine months of 2010 talvivaara is net loss narrowed to 8.3 from 21.9 for the same period of 2009\n",
            "in the first nine months of 2010 the company is net loss narrowed to 415000 from 7.4 for the corresponding period of 2009\n",
            "in the first nine months of 2010 the company is net loss narrowed to 415 000 from 7.4 for the corresponding period of 2009\n",
            "adp news-feb 9 2009-finnish computer services company proha oyj hel: art1v said today its net loss narrowed to 113000 usd 146000 for 2008 from 1.2 for 2007\n",
            "the new factory working model and reorganisations would decrease nokian tyres ' costs in the factory by 30 usd 38.7\n",
            "20 october 2010-finnish metal products company componenta oyj hel: cth1v said yesterday that its net loss narrowed to 7 for the first nine months of 2010 from 23.3 for the same period of 2009\n",
            "finnish fibers and plastic products maker suominen corporation said its net loss narrowed to 1.6 $2.0 in the first nine months of 2006 from 2.16 $2.7 in the same period of 2005\n",
            "in contrast the company is net loss for the third quarter of 2009 contracted to 76 from 256 for the corresponding period a year ago\n",
            "in the second quarter of 2010 raute is net loss narrowed to 123000 from 1.5 in the same period of 2009\n",
            "adp news nov 13 2008-finnish printed circuit board pcb maker aspocomp group oyj omx: acg1v said today that its net loss narrowed to 2 usd 2.5 in the first nine months of 2008 from 57\n",
            "metsaliitto however narrowed its net loss for the second quarter of 2007 to 5.0 $6.9 from 61 $83.7 a year ago\n",
            "narrows to 2.8 9-mo '09 29 october 2009-finnish software and hardware developer elektrobit oyj hel: ebg1v or eb said today that its net loss narrowed to 2.8 for the first nine months of 2009 from 35.6 for the same period a year ago\n",
            "the diluted loss per share narrowed to 0.27 from 0.86\n",
            "unit costs for flight operations fell by 6.4%\n",
            "the loss for the third quarter of 2007 was 0.3 smaller than the loss of the second quarter of 2007\n",
            "airvana is umts home base station femto cell uses software based functionality and off the shelf silicon to accelerate feature development and reduce product cost\n",
            "the costs of the new ropax vessels are 30% lower than those of the present ones\n",
            "the last job losses related to these reductions will take place during 2010\n",
            "the program is target is structural cost reductions of about 30 in 2009\n",
            "the third quarter result also includes a 400000 $575000 provision for down sizing of lure manufacturing in ireland\n",
            "upm kymmene is working closely with its shipping agents to reduce fuel consumption and greenhouse gas emissions\n",
            "2009 3 february 2010-finland based steel maker rautaruukki oyj hel: rtrks or ruukki said today it slipped to a larger than expected pretax loss of 46 in the fourth quarter of 2009 from a year earlier profit of 45\n",
            "adpnews-feb 3 2010-finland based steel maker rautaruukki oyj hel: rtrks or ruukki said today it slipped to a larger than expected pretax loss of 46 usd 64.5 in the fourth quarter of 2009 from a\n",
            "result before taxes decreased to nearly 14.5 compared to nearly 20 in the previous accounting period\n",
            "the company slipped to an operating loss of 2.6 from a profit of 1.3\n",
            "23 april 2010-finnish construction and engineering company outotec oyj hel: ote1v said today it slipped to a net loss of 7.3 in the first quarter of 2010 from a net profit of 12.5 in the corresponding period last year\n",
            "cramo slipped to a pretax loss of 6.7 from a pretax profit of 58.9\n",
            "finnish it solutions provider affecto oyj hel: afe1v said today its slipped to a net loss of 115000 usd 152000 in the second quarter of 2010 from a profit of 845000 in the corresponding period a year earlier\n",
            "in 2009 comptel slipped to a net loss of 2.1 from a profit of 6.6 in the previous year\n",
            "in q2 of 2009 profit before taxes amounted to 13.6 down from 26.8 in q2 of 2008\n",
            "adpnews feb 5 2010-finnish real estate investor sponda oyj hel: sda1v said today that it slipped to a net loss of 81.5 usd 11.8 in 2009 from a profit of 29.3 in 2008\n",
            "adpnews jul 17 2009-finland based steel maker rautaruukki oyj ruukki hel: rtrks said today it slipped to a net loss of 184 usd 259.7 for the first half of 2009 from a net profit of 2\n",
            "profit before taxes amounted to 56.5 down from 232.9 a year ago\n",
            "profit before taxes decreased by 9% to 187.8 in the first nine months of 2008 compared to 207.1 a year earlier\n",
            "profit before taxes decreased to 31.6 from 50.0 the year before\n",
            "profit before taxes was 4.0 down from 4.9\n",
            "the company is profit before taxes fell to 21.1 in the third quarter of 2008 compared to 35.8 in the corresponding period in 2007\n",
            "a state program has been worked out legal provisions have been developed and rules and normative documents have been specified for the functioning of a technological park\n",
            "in august october 2010 the company is result before taxes totalled 9.6 up from 0.5 in the corresponding period in 2009\n",
            "finnish bore that is owned by the rettig family has grown recently through the acquisition of smaller shipping companies\n",
            "the plan is estimated to generate some 5 usd 6.5 in cost savings on an annual basis\n",
            "finnish pharmaceuticals company orion reports profit before taxes of 70.0 in the third quarter of 2010 up from 54.9 in the corresponding period in 2009\n",
            "finnish sampo bank of danish danske bank group reports profit before taxes of 152.3 in 2010 up from 32.7 in 2009\n",
            "profit after taxes for the period was up to 0.9 from 0.01 last year\n",
            "profit before taxes was 5.4 up from 3.6 a year earlier\n",
            "also construction expenses have gone up in russia\n",
            "neste oil said it will build a biodiesel production facility in rotterdam the netherlands at an estimated cost of 670 euros naming france based technip as the project is main contractor\n",
            "the european central bank ecb is anticipated to raise its benchmark interest rate in the second half of 2011 at the earliest\n",
            "11 august 2010-finnish measuring equipment maker vaisala oyj hel: vaias said today that its net loss widened to 4.8 in the first half of 2010 from 2.3 in the corresponding period a year earlier\n",
            "finnish power supply solutions and systems provider efore oyj said its net loss widened to 3.2 $4.2 for the first quarter of fiscal ending october 31 2007 from 900000 $1.2 for the same period of fiscal 2005-06\n",
            "adp news apr 22 2009-finnish business information systems developer solteq oyj hel: stq1v said today its net loss widened to 189000 usd 245000 for the first quarter of 2009 from 10000 for the same peri\n",
            "salonen added that data shows producers ' pulp inventories in north america are declining '\n",
            "the elcoteq group recently announced that the last three months of the previous year brought to it a major loss of more than half a billion kroons 32 for the fifth quarter running\n",
            "for the current year raute expects its net sales to increase and the operating result to be positive\n",
            "turnover surged to 61.8 from 47.6 due to increasing service demand especially in the third quarter and the overall growth of its business\n",
            "as a result the company currently anticipates net sales to increase and the operating result to be positive\n",
            "asimilar agreement was signed between china mobile ltd. sehk: 0941 and nyse: chl the largest mobile carrier and thegps and social networking service provider promoting gypsii service before beijing 2008 olympic games according to thelatest news\n",
            "global sports equipment maker amer sports corp. whose brands include atomic salomon and wilson saw a 64% increase in third quarter net profit to 47.4 $65 on strong sales and cost cuts\n",
            "exports make up more than 80 per cent of our sales so the name glaston also reflects a truly internationally operating company '' explains kyro is president & ceo mika seitovirta\n",
            "westend ict plc s new 409665891 shares and increase of share capital with 2000000 based on the resolutions of extraordinary shareholders meeting on 27 december 2010 have today registered in the trade register\n",
            "due to rapid expansion the market share of tallink in terms of passenger carriage through tallinna sadam port of tallinn totaled 55% in november against 45.7% in november 2005\n",
            "finnish industrial investor panostaja oyj omx helsinki: pnaas omx helsinki: pnabs said on friday 11 july that it has signed a deal to acquire the entire share capital of kospa oy the manufacturer of waste disposal equipment\n",
            "stora enso r shares rose 1.20 pct to 11.84 upm kymmene was also dragged higher rising 1.68 pct to 17.56 and real b added 2.38 pct to 4.30 eur\n",
            "cash flow from operations for the most recent quarter also reached a eight year low\n",
            "both loans will be used to finance strategic investments such as shopping center redevelopment projects and refinancing of maturing debt\n",
            "the stock price rose 70.0 ores or 0.9% to close at sek77.65 ending a two day streak of losses\n",
            "earnings per share eps amounted to 0.98 up from the loss of 0.02\n",
            "earnings per share eps were 0.03 up from the loss of 0.083\n",
            "operating profit totalled 0.4 up from an operating loss of 0.8 year on year\n",
            "operating profit totalled 7.0 up from a loss of 4.0 in the second quarter of 2009\n",
            "operating result including non recurring items rose to 146 from a loss of 267 in 2009\n",
            "tiimari the finnish retailer reported to have geenrated quarterly revenues totalling 1.3 in the 4th quarter 2009 up from 0.3 loss in 2008\n",
            "earnings per share eps amounted to 0.03 up from the loss of 0.08\n",
            "operating profit totalled 5.8 up from a loss of 1.7 in the fourth quarter of 2009\n",
            "operating profit was 0.6 up from a loss of 19 a year earlier\n",
            "the investments and operational changes enable additional optimisation of the working hours and thereby further cost savings of some 7% –9%\n",
            "okmetic is products are based on high tech expertise that generates added value for customers innovative product development and an extremely efficient production process\n",
            "9 september 2010-finnish stationery and gift retailer tiimari hel: tii1v said today its net sales rose by 2% year on year to 5.7 in august 2010 driven by growth in finland while demand in the baltics remained weak\n",
            "by 14:29 cet on monday shares in bavarian nordic had climbed 1.21% to dkk250 on the stock exchange in copenhagen after having lost 7.41% in the past month\n",
            "for example net sales increased by 5.9% from the first quarter and ebitda increased from a negative 0.2 in the first quarter of 2009\n",
            "mobile phone sales rose 25% to 5.87 billion euros while enterprise solution sales dropped 39% to 186 euros\n",
            "rising costs have forced packaging producer huhtamaki to axe 90 jobs at its hampshire manufacturing plant\n",
            "at this growth rate paying off the national debt will be extremely painful\n",
            "operating loss increased to 17 from a loss of 10.8 in 2005\n",
            "the payment of 2.779 litas in interest on a long term loan provided by ragutis ' majority shareholder estonia is a. le coq also added to the losses\n",
            "at the moment valio is not worried but if the ban continues for long it may become quite a problem\n",
            "sponda will record a profit from the sale of 8.5 ($12.4 )\n",
            "cencorp estimates that its net sales in the last quarter will be as earlier stated 4.3 to 5.0 and operating profit (ebit)is estimated to be positive\n",
            "repeats sees 2008 ebita above 18 pct of sales\n",
            "a portion $12.5 will be recorded as part of its winnings in a prior patent dispute with finnish phone maker nokia oyj\n",
            "finnish electronics manufacturing services company elcoteq signing a cooperation agreement with a japanese mobile phone manufacturer bypasses elcoteq tallinn says jan kotka ceo of elcoteq tallinn\n",
            "according to a rehu is managing director jouko lahtinen the project will stabilise costs and improve supply security\n",
            "according to ceo matti karppinen frozen foods posted a good result in 2010 as it did in 2009\n",
            "according to viking line is managing director nils erik eklund the company is board of directors is very satisfied with viking line is performance\n",
            "actions to improve operational efficiency and adjust operations are expected to deliver annualised permanent cost savings of around 4.5 and will be effected mostly during the first half of 2010\n",
            "at the same time sales development in russia was boosted by the opening of stockmann nevsky centre in st petersburg\n",
            "benefon a wireless and gps technology company will supply karputer with its twig navigation platform a gps satellite navigation and voice guidance service\n",
            "biohit and vwr have been in close cooperation for a number of years in the us where biohit is one of vwr is focus suppliers\n",
            "combining this deep domain expertise with our application service management asm and outsourcing service offerings has now proved to be a winning combination\n",
            "demand was brisk as expected and order levels have remained high\n",
            "during the past decade it has gradually divested noncore assets and bought several sports equipment makers including california based fitness products international and sparks nevada based atec a leading maker of baseball and softball pitching machines\n",
            "espoon kaupunki awarded contracts for personal care products\n",
            "exports accounted for 65.4% of net sales representing an all time record for the company\n",
            "finland is poyry energy has won a contract to advise builders of a new cogeneration power plant in lithuania is second biggest city of kaunas and to supervise the construction process\n",
            "finnish construction company yit oyj said on november 13 2007 it won a 70 $102.8 contract to construct the new office building for local property company tapiola real estate oy\n",
            "in 2005 cargotec is net sales exceeded 2.3 billion\n",
            "in 2006 kone received an order from aker yards to supply 43 customised elevators for the very first genesis cruise ship which is scheduled to be completed in 2009\n",
            "in addition to fireplace exports demand for lining stone has exceeded the level of the earlier part of the year and will continue to be clearly brisker for the remainder of the year\n",
            "kalmar has been awarded a new 5-year contract to supply its rough terrain container handler rtch\n",
            "major order in india comptel corporation has received a significant long term order for mediation and provisioning solutions being used by a leading operator in india\n",
            "managing director kari inkinen says that sponda is leasing operations developed highly favourably\n",
            "net cash flow from operations is expected to remain positive\n",
            "of the price kesko is share is 10 $15.5 and it will recognize a gain of 4.0 $6.2 on the disposal which will be included in the result for the second quarter of 2008\n",
            "olvi has posted a strong set of figures for the first six months of this year\n",
            "operating profit improved by 27% to 579.8 from 457.2 in 2006\n",
            "our standardised services have met with a positive reception among our customers as well as at itella\n",
            "performance in the second half of 2009 exceeded expectations\n",
            "ponsse projects the forest machine markets to improve more than expected in 2010 from the previous year\n",
            "ragutis which is based in lithuania is second largest city kaunas boosted its sales last year 22.3 per cent to 36.4 liters\n",
            "stora enso owns 43% of bergvik and earns therefore sek 1.5 bn on the value appreciation\n",
            "talvivaara also maintains its assumption of turning cash flow positive before the year end\n",
            "thanksto improvements in demand and the adjustments we have made theutilization rates of cramo is fleet have substantiallyimproved ''\n",
            "the acquisition is expected to improve access to chrome ore resources in turkey\n",
            "the aim is an annual improvement in ruukki construction is operating profit of more than 3 usd 4.1 starting in 2009\n",
            "the company estimates that the trend in demand for sports equipment will be steady in 2006 '' amer is report said\n",
            "the estimated synergy benefits are at least 7 annually\n",
            "the goal will be achieved via organic growth possibly supplemented by acquisitions\n",
            "the group is business is balanced by its broad portfolio of sports and presence in all major markets\n",
            "the group is business is balanced by its broad portfolio of sports and presence in all major markets\n",
            "the objective of the planned measures is to achieve significant savings in the next few years\n",
            "the rebuilds are designed to improve the machines ' performance and product quality\n",
            "the transaction will have a positive impact of around 2 on earnings which ruukki will recognize during the fourth quarter of this year\n",
            "when the situation normalises the company will be able to increase the amount of residential units for sale in st petersburg and moscow in particular\n",
            "16 february 2011-finnish industrial machinery company metso oyj hel: meo1v said today it will deliver minerals processing equipment and basic engineering to canadian miner northland resources osl: naur tse: nau\n",
            "27 january 2011-finnish it solutions provider affecto oyj hel: afe1v said today it has won a 1.2 usd1.6 contract from state owned lithuanian social insurance institution sodra\n",
            "according to finnish pension insurance company varma varma was the recipient of over two thirds of the revenue of the earnings related pension cover that was under competitive tendering in finland\n",
            "finnish construction group yit has been awarded a contract to install heating air conditioning and cooling systems to the new head office of the automobile association adac in munich in germany\n",
            "finnish flexible packaging manufacturer suominen corporation reports net sales of 54.5 in the first quarter of 2008 compared with 54.3 a year earlier\n",
            "finnish forest machinery manufacturer ponsse has agreed with volvo on the start of cooperation in latin america\n",
            "finnish metso paper has been awarded a contract for the rebuild of sabah forest industries ' sfi pulp mill in sabah malaysia\n",
            "finnish metso paper has won an order to supply an uncoated fine paper machine to mcc paper yinhe in china\n",
            "finnish outokumpu technology has been awarded several new grinding technology contracts\n",
            "the shopping center to be opened in st. petersburg russia in november 2010 will turn the cash flow of finnish department store chain stockmann is russian operations positive for the first time in 2011\n",
            "according to atria is president and ceo matti tikkakoski the company is swedish operations significantly improved in the first quarter\n",
            "according to ceo kai telanne the company is newspapers achieved the best financial result ever\n",
            "according to kesko the company agreed with the city administration about lease of the building in 2006 its resettlement and construction of a five star hotel hilton for 120 rooms\n",
            "according to nordic financial group nordea is analyst sami sarkamies this makes nokia is portfolio competitive again\n",
            "according to ringman finnish paper companies have acquired know how and capacity in paper recycling which has turned out to be a successful strategy\n",
            "according to schmardin nordea will most likely try to win customers over from other pension fund providers\n",
            "according to the ceo of nordea bank estonia vahur kraft nordea finland and stockmann have been cooperating for more than ten years\n",
            "adanac molybdenum of canada has ordered grinding technology for its molybdenum project in british columbia canada while shalkiya zinc of kazakhstan has awarded a contract for grinding technology for the shalkiya zinc lead project in kazakhstan\n",
            "all of raisio is divisions recorded an operating profit\n",
            "an estimated 30 pct of mobile calls are made from the home and france telecom hopes that 15 pct of its orange clients will sign up for the service by the end of 2008\n",
            "as a domestic business best in is already close to finnish dog owners\n",
            "cash flow from operating activities is estimated to be positive\n",
            "cision says the sale will return its u.k. operation to profitability\n",
            "citigroup inc nyse: c has announced that its global transaction services gts business has been awarded a new mandate by finland based pohjola bank group\n",
            "comptel a vendor of dynamic operations support system oss software has been selected by orascom telecom oth as partner for provisioning and activation solutions for mobile services\n",
            "department store sales improved by 14% to 1070.6\n",
            "dmasia-16 august 2006-benefon extends manufacturing capability with asmobile -_ 2006 digitalmediaasia.com & dma ltd.\n",
            "finland is national carrier finnair plc carried a record 8.5 passengers in 2005 an increase of 4.5% on the previous year the airline reported tuesday\n",
            "finnair plc carried a record 8.8 passengers in 2006 an increase of 3.5% on the previous year the finnish national carrier reported tuesday\n",
            "finnish consulting and engineering group poyry plc omx helsinki: poy said on wednesday 1 october that it has been awarded a contract by tanqia dibba fzc as owner engineer for the wastewater system of dibba emirate of fujairah uae\n",
            "finnish financial solutions developer basware corporation omx helsinki bas1v said on tuesday 23 september that it will deliver a complete invoice automation solution to a large us engineering construction and technical services organization\n",
            "finnish handling systems company cargotec oyj hel: cgcbv said today that it won a 13 usd 16.6 contract to deliver macgregor hatch covers for ships ordered by norwegian shipowner grieg shipping\n",
            "finnish operator elisa and aker yards have signed a long term service deal through which elisa will deliver all necessary voice and data services for aker yards in finland\n",
            "finnish steel maker rautaruukki oyj ruukki said on july 7 2008 that it won a 9.0 $14.1 contract to supply and install steel superstructures for partihallsforbindelsen bridge project in gothenburg western sweden\n",
            "fiskars has a strong portfolio of international brands which include fiskars iittala gerber silva and buster\n",
            "for teleste the acquisition marks an entry into services business in a market where it has long been an established and significant supplier of products\n",
            "forestries were also higher driven by yesterday is bullish analyst comment on stora enso in dagens industri dealers said\n",
            "furthermore efficiency improvement measures initiated earlier are now bearing fruit '' ceo jan lang said\n",
            "global banking news-28 september 2010 tieto corporation and pohjola bank pink: pojlf are to cooperate on swift services\n",
            "hearst will be able to consolidate about 20% of all russian market for advertising in press after the purchase\n",
            "helsingin uutiset vantaan sanomat and lansivayla reach some 385000 readers or more than 40% of the consumers in the greater helsinki region\n",
            "helsinki afx-metso said it will upgrade one of upm kymmene is four paper machines at the latter is mill in jaemsaenkoski with a new coating color supply system machine and process controls and quality measurements\n",
            "however simdax will remain available in the markets where it already has been approved as it has marketing authorisations or submitted applications in more than 40 countries orion added\n",
            "however the total orders received will still be above last year s levels\n",
            "in accordance with our strategy we strengthened our local presence by establishing a representative office in south africa in october\n",
            "in addition lehdentekijat oy will start producing a new membership magazine viisas raha wise money for the association\n",
            "in future the company intends to look for know how from outside the company and to cooperate with other actors in the sector\n",
            "industry investment is very interested in glaston is solar energy projects\n",
            "it also has potential clients in the growing environmental and recycling technology sectors\n",
            "it is now the leading private road ambulance service company in finland\n",
            "known as post bank the concept would see fidelity bank rolling out 75 offices in ghana post premises to provide financial services to the people\n",
            "kone is factory located at ayanambakkam a suburb to the west of chennai is a fully integrated facility which gives it the capability to address costs\n",
            "last year sysopen digia invested in ibm product know how in the building of portal and trading place systems and successfully implemented customer solutions supported by it\n",
            "adp news-oct 1 2008-finnish consulting and engineering company poyry oyj omx: poy1v said today it was awarded a 5.2 usd 7.4 extension to their existing consultancy engineering contract with venezuel\n",
            "adp news-oct 31 2008-finnish food company raisio oyj omx: raivv said today that its net profit jumped to 16.4 usd 20.9 for the first nine months of 2008 from 1.1 for the same period of 2\n",
            "adp news-sep 30 2008-finnish security and privacy software solutions developer stonesoft oyj said today that it won a usd 1.9 1.3 order to deliver its stonegate network security products to an unnamed russian te\n",
            "meanwhile electrowatt ekono philippines inc. was also awarded a three year operation and maintenance o& contract by fr cement corporation\n",
            "meanwhile nokia said that it will be able to deliver a complete range of services from deployment operations to consulting and integration to managed services as a result of the buyout\n",
            "metso paper is delivery will comprise an advantage dct 200 tissue machine including quality control and distributed control systems qcs dcs\n",
            "net sales in 2007 totalled 329 and the operating margin was above 19%\n",
            "nevertheless fitch notes that the business fundamentals of the three banks currently remain sound\n",
            "nokia controls more than 50% of phone sales in india and africa and has a strong prosition on most other emerging markets\n",
            "nokia will provide indosat turnkey services including civil works network planning implementation and integration of a wcdma 3g hspa network\n",
            "nordic business report-26 june 2006-metso corporation wins 50 equipment order in australia -_ m2 communications ltd the finnish engineering and technology group metso corporation said on monday 26 june that it has received a 50 equipment order in australia\n",
            "of the sales price a sales gain of some 3.1 $4.5 will be recognized in incap is earnings for 2007\n",
            "outotec is net profit for the second quarter of 2007 jumped to 16.8 $23.1 from 4.6 $6.3 a year ago\n",
            "panostaja oyj s panostaja board of directors decided on 16 december 2010 on a new long term incentive and commitment plan for members of the management team\n",
            "pioneer library system was one of 127 libraries municipalities arts culture and higher education and science organizations to have been awarded grants to participate in the big read the largest federal reading program in u.s. history\n",
            "pretax profit jumped to 21.9 from 3.1\n",
            "profitability ebit% was 13.9% compared to 13.1% in the previous year period\n",
            "raute corporation has received orders worth over 12 from ooo ilim bratsk dok in russia\n",
            "recovery has been evident in the liquid handling business particularly in areas outside europe and primarily in north america and asia\n",
            "sales improved to sek 1553 compared with sek 1408\n",
            "savon koulutuskuntayhtyma finland based company has awarded contract for specialist agricultural or forestry machinery\n",
            "sony ericsson and nokia dominated the list of best selling handsets with five models each\n",
            "sports equipment sales also progressed well owing to the prolonged winter season\n",
            "stockmann mastercard has widened the scope of this cooperation to estonia and latvia\n",
            "stora enso will record a capital gain of 33 as a non recurring financial item in its fourth quarter 2006 results\n",
            "that topped consensus forecasts for earnings of 0.21 euros a share\n",
            "the acquisition of kaupthing sverige will bring a significant positive non recurring addition to the group is performance\n",
            "the acquisition will have an immediate positive impact on aspocomp is financial result\n",
            "the amending of the proposal simplifies the proposed plan and increases the incentive for key employees to stay in the company\n",
            "the australian company mirabela nickel has awarded outokumpu technology a contract for grinding technology for its nickel sulfide project in bahia state brazil\n",
            "the buyer aims to thus reinforce its position in denmark martela group managing director heikki martela said\n",
            "the companies have agreed on long term cooperation to mechanise harvesting in stora enso is eucalyptus plantations in southern china\n",
            "the company aims to maintain this trend in profitability during the current year\n",
            "the company also said that in poland a profitability program has been launched at the oborniki steel frame and sandwich panel plant\n",
            "the company has established a 3g base station at about 17000 feet at the foot of mount everest that will enable mountain climbers at the 29035-foot summit to surf the internet and even send videos of their exploits\n",
            "the company is also featured in the ethibel pioneer investment register and included in innovest is global 100 list of the world is most sustainable corporations\n",
            "the company is goal is to achieve annual savings of 2 usd 2.7 of which two thirds are to be realized in 2010\n",
            "the company said it observed a current stabilisation in prices and there is potential for higher prices for deliveries in the first quarter of 2011\n",
            "the company will also be compensated for acting as a reserve batch plant\n",
            "the group also has a strong global position in other fishing categories\n",
            "the group is cash flow from operations will be positive\n",
            "the mill has long traditions and holds an established position in the markets\n",
            "the move is aimed at boosting sales cost efficiency and market share in finland\n",
            "the newspapers of alma media and arena partners will enter a cooperation agreement on using alma is marketplace services in their respective regions\n",
            "the parties have also agreed on options that allow uh to extensively implement later on also functionalities of human resources management\n",
            "the pilot project proved that rifd technology is ideal for our purposes '' comments olli saarinen material handling supervisor at yara\n",
            "the planned facility estimated to cost around $814 would be the largest biodiesel plant in the world and use palm oil certified by the roundtable on sustainable palm oil rspo\n",
            "this combined with foreign investments creates interesting opportunities for solteq\n",
            "this is done logistics ' largest order in norway the diversified group said\n",
            "this resulted in improved sales figures in sweden\n",
            "to choose basware as the tools for our financial service seemed like a natural continuation of our cooperation '' says tommi leskinen financial applications manager neste oil corporation\n",
            "under the agreement geosentric will provide gypsii powered hotel information and reservation services to visitors to china including such popular cities as beijing and shanghai\n",
            "vaisala also said it expects net sales of 253.2 for 2010 compared with 252.2 recorded in 2009\n",
            "validating our fgvoip client through symbian signed represents a significant step forward in accomplishing this goal\n",
            "wartsila won the contract in october 2007 and the plant will be installed at manturovo in the kostroma region of russia about 600 km northeast of moscow russia\n",
            "we are honored to be recognized by gartner as a specialist in business process modeling and analysis in the company of many of the largest software vendors in the world\n",
            "we are now in a position to pursue novel clinical candidates going forward ''\n",
            "21 december 2010-finnish industrial machinery company wartsila oyj abp hel: wrt1v said yesterday it had won an order to design a liquefied natural gas lng powered platform supply vessel psv for norwegian oil service provider eidesvik offshore asa osl: eiof\n",
            "finlan is listed food industry company hkscan group controlled companies in the baltics improved revenues by 3.5 to 160.4 in 2010 from 156.9 in the year before\n",
            "finnish airline finnair has won a deal with the uk public sector to be the official airline for flights from london heathrow to osaka in japan as well as flights between manchester in the uk and helsinki in finland\n",
            "finnish cargotec has been awarded a significant order for a total of 292 hiab loader cranes by bae systems in the us\n",
            "finnish cargotec is kalmar has received a significant order from the us department of defense\n",
            "finnish outotec has been awarded a contract to supply a new zinc roaster with gas cleaning and sulphuric acid plant for the ozk kardzhali zinc smelter in bulgaria\n",
            "according to a report by neomarkka kuitu finland is customers are interested in buying the company is products when it restarts production\n",
            "as a result the distribution companies will start to distribute in addition to their current product offering shimano reels rods and other shimano fishing tackle products on an exclusive basis\n",
            "cargotec germany gmbh has been awarded a contract by stadtverwaltung mainz for chassis bodies under open procedure\n",
            "deliveries have started and the network will be ready for a launch soon\n",
            "earnings per share for the quarter were also higher year on year at 0.33 versus 0.27 and above market expectations of 0.28 eur\n",
            "ebitda for the year 2009 improved to 484 as compared with 472 in 2008\n",
            "estonian telecoms company elisa is customer numbers cross 400000 tallinn oct 22 bns the estonian telecommunications company elisa won approximately 50000 new clients in the nine months of this year bringing the number to 401800 by the end of september the company said\n",
            "exel composites ' long term growth prospects remain favourable however\n",
            "fi is developing cooperation in keyword advertising with microsoft\n",
            "finnish construction group lemminkainen oyj hel: lem1s said today it has won a contract to provide technical services for the nevsky centre shopping mall to be opened in november in st petersburg russia\n",
            "finnish mobile operator dna will function as a subcontractor to maingate and will be responsible for telecommunications connections\n",
            "finnish software developer basware oyj said on november 30 2006 its u.s. subsidiary basware inc. won an order to provide software for contract lifecycle management to an unnamed u.s. medical technology company\n",
            "honka is subsidiaries in france and germany will also benefit by for example arranging customer events in conjunction with world cup skiing competitions\n",
            "however sales volumes in the food industry are expected to remain at relatively good levels in finland and in scandinavia atria said\n",
            "incap and lankapaja aim to enter into actual agreement to transfer the sheet metal production to the buyer in february in order to complete the transfer on 1 march 2011\n",
            "mr kivimeister said john deer former timberjack stands to win in the situation: it controls around 60% of estonia is forest machinery market\n",
            "nokia and elisa will work together to bring a superior mobile gaming experience for elisa customers\n",
            "nordea sees a return to positive growth for the baltic countries in 2011\n",
            "operating profit improved by 16.7% to 7.7\n",
            "operating profit improved by 39.9% to 18.0 from 12.8\n",
            "operating profit improved by 44.0% to er 4.7 from 3.3 in 2004\n",
            "operating profit improved to 20.3 from 11.4\n",
            "outokumpu is chief executive juha rantanen expressed his confidence in china market\n",
            "previously the company anticipated its operating profit to improve over the same period\n",
            "productional situation has now improved\n",
            "rautaruukki said construction group yit has awarded it a 2.5 contract to supply the steel structures for a new bridge spanning the kemijoki river in northern finland\n",
            "sales came in at 241 compared with 211.4 and also beating consensus forecasts of 235 eur\n",
            "sales vat inclusive expanded by 19% to 351 euros\n",
            "strong growth has continued also in china\n",
            "synergy benefits will start to materialise in the second quarter\n",
            "teleste and sentry 360 have formed an integration partnership between sentry s advanced 360-degree immersive camera product line and teleste s enterprise video management systems\n",
            "thanks to the multiplying effect of wagon performance transport will be much more efficient '' says development manager juha malkia from vr cargo\n",
            "the aim is to achieve 2.5 yearly savings\n",
            "the borrower was happy to do the roadshow and this paid off as the hit ratio from it was high\n",
            "the company which makes garden tools scissors and other consumer goods said earnings were boosted by 6.9 of income it received from its 16.7 pct shareholding in finnish engineering group wartsila\n",
            "the company anticipates its turnover for the whole 2010 to surpass that of the previous year when it was 67.1\n",
            "the company negotiated an amendment to the financial covenants of the present credit agreements in regard to the situation on 30 september 2010\n",
            "the eps improved to 0.38 from 0.27\n",
            "the expansion aims to attract new customers both in finland and abroad\n",
            "the federal secretary for transport and communication of mexico has awarded poyry and its mexican partner sintra a consulting contract in connection with the buenavista cuautitlan suburban railway\n",
            "the financial impact is estimated to be an annual improvement of 2.0 in the division is results as of fiscal year 2008\n",
            "the financial impact is estimated to be some 1.5 annual improvement in the division is result starting from fiscal year 2007\n",
            "the finnish group anticipates a sales gain of 42 after tax and expenses\n",
            "the launch of the plant in june went well and it has been producing the advanced fuel for a couple of weeks\n",
            "the parties have agreed to negotiate definitive distribution and license agreements by the end of june 2010\n",
            "the rationalization of the operations seeks to achieve over 1 in yearly savings as from the second quarter of the current financial year\n",
            "the sale which will result in a gain of some 60 in the second quarter of 2010 for oriola kd supports the finnish company is strategy to focus on pharmaceutical wholesale and retail operations\n",
            "the stock of new machines is reasonably small and new orders bring work\n",
            "the third order awarded to outokumpu technology is by shalkiya zinc of kazakhstan for the shalkiya zinc lead project in kazakhstan\n",
            "these companies will be able to keep their market positions\n",
            "this acquisition supports our strategy of being close to our customers all around the world offering both equipment and related services\n",
            "this lays a foundation for sustainable business development for the long term\n",
            "turun kaupunkin finland based company has awarded contract to lemminkainen talotekniikka oy for electrical installation work\n",
            "the world is biggest magazine paper maker said the program to improve efficiency will include closing several of its least competitive mills and would cover all the company is operations resulting in annual savings of some euro200 us$240\n",
            "these moderate but significant changes resulted in a significant 24-32% reduction in the estimated cvd risk\n",
            "uponor improved its performance in spite of the decrease in residential construction in the us\n",
            "the inventor was issued u.s. patent no.\n",
            "israeli cable network operator hot telecom has chosen teleste an international technology group as its exclusive provider of fttx equipment in israel according to teleste today\n",
            "incap corporation stock exchange release 4 may 2010 at 8.30 a.. incap corporation directed share issue was subscribed in full the board of incap corporation has approved the subscriptions of directed share issue\n",
            "amer sports divests an industrial site in rumilly france this announcement is distributed by thomson reuters on behalf of thomson reuters clients\n",
            "simultaneously his responsibility area is extended from legal affairs to cover also mergers and acquisitions\n",
            "the board of directors has proposed the extraordinary general meeting to authorise the board to decide on the issuance of a maximum of 30 new shares in one or more share issues\n",
            "once your plants are in the ground they will continue to grow but the success of any garden lies in how well it is maintained\n",
            "the purchase of sites worth 300 in the thames gateway will provide more than 1200 homes\n",
            "poyry is contract includes engineering management civil and detail engineering services and time scheduling and procurement services\n",
            "the group brand portfolio includes the leading brand in the industry rapala and other global brands like vmc storm blue fox luhr jensen williamson marttiini and sufix\n",
            "a maximum of 20 employees who work in karttakeskus and are responsible for producing geographic information services will be affected the company added\n",
            "about midnighttrader: midnighttrader is the premier source of extended hours us equity trading analysis news and forecasting for the retail and institutional investment community\n",
            "according to pietinalho doctors should motivate their patients who smoke every time they visit their doctors\n",
            "according to the original merger plan scanfil would get a 79% stake in the combined business\n",
            "according to ultrascan with a software acquired from crackers it has managed to change the mobile phone in a way that the phone was able to get hold of a one time password sent by a bank via a text message\n",
            "additionally retailers can use the same hardware across all tasks in stores and throughout the warehouse providing substantial savings on support and infrastructure costs\n",
            "addus ' services include personal care and assistance with activities of daily living skilled nursing and rehabilitative therapies and adult day care\n",
            "alfa group will have 43.9% of voting stock in the new company and telenor 35.4% with a free float of 20.7%\n",
            "all are welcome\n",
            "altogether 150 subjects with mildly elevated cholesterol levels participated in the four month long intervention\n",
            "an additional amount capped at 12 is payable in cash upon the achievement of certain financial performance targets in 2007\n",
            "arto ryymin born 1964 will replace juhani kaisanlahti who has worked as acting evp healthcare & welfare since august 2007\n",
            "at capman haavisto will be responsible for group finances and accounting and it\n",
            "by implementing the software the finnish army aims to unify and improve its operations in these application areas qpr software stated\n",
            "capman has six investment areas capman buyout capman technology capman life science capman russia capman public market and capman real estate and each of them has a dedicated team and funds\n",
            "capman plc press release 31 march 2008 jukka ruuska president of the omx nordic exchanges and the stockholm stock exchange will transfer to capman effective no later than september 2008\n",
            "cents the profile contains business operations the company history major products and services prospects key competitors structure and key employees locations and subsidiaries\n",
            "construction is scheduled to start in april june 2007 and to be completed in early 2008\n",
            "financialwire tm is a fully independent proprietary news wire service\n",
            "finnish civil aviation administration decided to temporarily reopen finnish capital is helsinki airport since 3 p.. to 11 p.. monday local time\n",
            "founded in 1946 strand associates which provides civil environmental transportation electrical and mechanical engineering services has 350 employees at 10 offices in wisconsin alabama illinois indiana kentucky and ohio\n",
            "halonen is office acknowledged receiving the letter but declined comment\n",
            "he believes that the soy oats have a good chance of entering the uk market\n",
            "he does not believe however that hkscan or atria will start to use imported meat as finnish consumers prefer domestic products\n",
            "headquartered in this city the company is nearly 75 years old and focuses on science based innovation and technology for environmental measurement\n",
            "however in march 2009 the government of st. petersburg passed the front part of the building with the area 1900 square metres and a land plot for a hotel worth usd to the company delta\n",
            "in 2009 lee & man had a combined annual production capacity of close to 4.5 tonnes of paper and 300000 tonnes of pulp\n",
            "in the method the smelt spouts 2 are separated from the working area 6 by a shielding wall 8 10 arranged movable in relation to the smelt spouts\n",
            "investments span across various product and investment types including retail hospitality office and residential with interests in real estate portfolios non performing loans and corporate restructurings\n",
            "it also recovers valuable raw material for kemira is water chemical production\n",
            "it is necessary to strengthen the company is operations however\n",
            "it will use the proceeds from the transaction to achieve its target\n",
            "last year lemminkainen completed the kouvola k supermarket contract\n",
            "lemminkainen infra oy is subsidiary lemminkainen sverige ab will perform the construction work which is expected to start in early 2011 and to be completed in the summer of 2013\n",
            "los angeles based pacific office properties trust acquires owns and operates office properties in the western u.s. focusing initially on the markets of honolulu san diego los angeles and phoenix\n",
            "master of mayawas jointly developed by nokia siemens networks and ufa fremantlemedia and will be actively advertised by maxis in the end of may 2007\n",
            "medical devices russia this brand new market analysis gives a clear overview of the actual situation and future outlook of the medical device market in russia\n",
            "metrics in qpr scorecard now support date text and milestone based values which improve its support for managing projects around performance or process related content\n",
            "mformation provides enhanced management of these applications by enabling configuration and control throughout their lifecycle\n",
            "mr. jorma valkama managing director of suomen paikallissanomat oy states that rannikkoseutu complements in an outstanding way the current product range of the company\n",
            "neste oil said that while results from its biomass to 3 liquids demonstration plant commissioned in june 2009 have been promising no decision on a commercial plant has been taken\n",
            "nokia will continue to invest in future development of qt and digia will be responsible for commercial licensing and services business\n",
            "nonwovens and specialty papers made by ahlstrom are used in a large variety of everyday products e.g. in filters wipes flooring labels and tapes\n",
            "now nokia has announced the launch of bicycle charger kit that is compatible with all nokia phones that have a 2 mm charging interface\n",
            "on the basis of competitive bidding ooo kitai stroi the russian subsidiary of china state construction engineering corporation a construction company owned by china state has been selected as the main constructor\n",
            "other carriers and handset makers spin it as a positive event that will raise interest for higher end phones and pricier data plans\n",
            "other potential clients include public administration organizations investing in utility networks and services\n",
            "our solutions are fully arabized and our message is that we want to become the it partner of choice for businesses in the near east region\n",
            "pearl plaza llc the joint venture of srv and shanghai industrial investment holdings co ltd has concluded the investment decision on construction of the first phase of the shopping center in saint petersburg russia\n",
            "professional and consumer applications include personal navigation personal safety field and workflow management and asset tracking\n",
            "satama and trainers ' house will remain as names and independent brands of the business areas\n",
            "talvik says the relocation of application programs on servers will continue while hp servers were approved because of hp supplying a tailor made solution to elisa\n",
            "technopolis and the st. petersburg government signed a cooperation memorandum in october 2005 to set up a techno park in the neudorf production zone in the village of strelny in the st. petersburg suburbs\n",
            "tekla structures bim building information modeling software is being developed according to a long term plan of improved user experience process and functionality\n",
            "teliasonera is the leading telecommunications company in the nordic and baltic regions\n",
            "the above mentioned shareholders will suggest that a monthly salary of 1400 would be paid for the board members outside the company\n",
            "the address location is provided to a local controller preferably by wireless transmission which then uses the address location to access the appliance control module\n",
            "the aim of the bridge solutions chosen is to minimize construction times while ensuring that traffic beneath the bridge on the saimaa canal continues undisturbed\n",
            "the bank is also examining the benefits of transferring the swedish business to operate as a branch office so that the operations would be governed by finland is laws\n",
            "the company admits that 36 months is a relatively short time when operating in russia\n",
            "the company has a wide selection of metal products and services\n",
            "the company is in charge of all natural gas storage activities in france great britain and germany\n",
            "the cooperation with airbaltic is expected to lead to the transfer of finncomm to the ownership of airbaltic in time\n",
            "the court is decision will also promote genuine competition in services\n",
            "the daily graphic newspaper in october reported an initiative being embarked upon by the fidelity bank to partner ghana post which has offices across the country to offer financial services to the unbanked and under banked in the country\n",
            "the device can also be used for theft protection and positioning of vehicles boats and other assets\n",
            "the estonian beverages maker a. le coq today brought to the market a new premium class beer a. le coq special investing 6 kroons 383000 into its development and planning to sell three liters of the beer during the next year\n",
            "the first phase will be completed by the end of 2012\n",
            "the guidance has been set at 90 basis points over mid swaps the report said\n",
            "the invention carries international patent publication no.\n",
            "the inventors are bylander johan ponten fredrik and lundberg jorgen\n",
            "the inventors are mukkavilli krishna kiran sabharwal ashutosh and aazhang behnaam\n",
            "the inventors are ridge justin bao yiliang and karczewicz marta\n",
            "the issuer is solely responsible for the content of this announcement\n",
            "the issuer is solely responsible for the content of this announcement\n",
            "the market making in accordance with the agreement will begin on september 24 2009\n",
            "the offer price is $35 including cash of $10 as net debt assumption of face and $20 worth of cencorp shares to be issued to savcor\n",
            "the ore body is sufficient to support anticipated production for at least 46 years\n",
            "the original patent was filed in finland under application no.\n",
            "the relocation of ragot has already started and will be completed in the next few weeks with the waterqueen and tortue moves planned for mid-2008 and vmc europe during the third quarter of 2008\n",
            "the report provides a comprehensive insight into the company including business structure and operations executive biographies and key competitors\n",
            "the rewards to be paid on the basis of the earning period 2011 will correspond to the value of a maximum total of 364000 componenta corporation shares including also the proportion to be paid in cash\n",
            "the right margin will be viewed separately in detail with every customer\n",
            "the service also enables users to watch e mails in html format en is enhanced with 23 addition languages to choose from\n",
            "the services also give the supplier opportunity to key in invoices receive orders electronically to send order confirmations and to upload and create electronic catalogues\n",
            "the total investment in the vantaa plant extension will amount to around 10 and okmetic is share of the investments will be worth around 2.7\n",
            "the value of the deal exceeds 500 000 the company said\n",
            "this implementation will upgrade the existing system enabling voicemail and video mail to be housed on the same platform\n",
            "this is the second successful effort for the financial investor this year\n",
            "travel expenses would be reimbursed in accordance with the travel policy of the company\n",
            "welcome !\n",
            "wellness services will be important in the future\n",
            "you need to be ready when the window opens up rosberg said\n",
            "tikkurila inspires you to color your life\n",
            "cf2 pty ltd became a substantial holder in renison consolidated mines nl on january 25 with 150 shares 7.9 pc\n",
            "raffles equities ltd became a substantial holder in archer exploration ltd on january 12 with 11.7 shares 18.2 pc\n",
            "1 november 2010-finnish textile and clothing company marimekko oyj hel: mmo1v announced on friday the opening of its first concept store in seoul in cooperation with japanese sector player look inc tyo: 8029\n",
            "a broad range of connectivity options including 3g hspa and wi fi gives consumers high speed access to the internet\n",
            "a new production line is being completed for the contract production of hormone treatments\n",
            "about dopplr dopplr is a service for smart travellers\n",
            "about elcoteq elcoteq se is a leading electronics manufacturing services ems company in the communications technology field\n",
            "about nokia nokia is a pioneer in mobile telecommunications and the world is leading maker of mobile devices\n",
            "about stonesoft corporation stonesoft corporation omx: sft1v is an innovative provider of integrated network security solutions to secure the information flow of distributed organizations\n",
            "according to sweden is minister for local government and financial markets mats odell the decision to sell the state is shares in telecom group teliasonera can only be carried out in cooperation with the state of finland\n",
            "finnish geosentric a developer and provider of solutions products and technologies for location based services has preliminary agreed on a 6 short term funding with its leading investor\n",
            "finnish raisio diagnostics is launching new dna based quick tests to ensure the safety of food\n",
            "finnish rautaruukki is selling its precision tube and automotive component processing unit carl froh in germany to german arques industries\n",
            "finnish suominen corporation that makes wet wipes nonwovens and flexible packaging is starting employer employee negotiations at its tampere plant in finland to lay off about 25 employees\n",
            "swedish wallenberg family controlled investor has bought a large stake of c shares in swedish retail bank seb\n",
            "according to arokarhu some of the purchases that had been scanned into the cash register computer disappeared when the total sum key was pressed\n",
            "according to barclays the f secure software will protect users from hackers viruses spyware and other digital attacks\n",
            "according to capman plc is corporate governance the majority of the committees ' members shall be independent of the company\n",
            "according to finnair technical services the measure is above all due to the employment situation\n",
            "according to honka japan is managing director marko saarelainen honkarakenne exports about 200 ready made log houses to japan a year\n",
            "according to preliminary data from slovakia is statistics office goods worth e36.4 were imported from finland between january and october 2010 making up 0.1% of slovakia is total imports\n",
            "according to seikku the retail sector in finland is controlled by large actors while food manufacturers are still relatively small\n",
            "according to the company staff will be laid off temporarily when necessary\n",
            "according to vauramo the plant is lifting equipment is suitable for asian and for some chinese trucks\n",
            "after the signing the total amount of aspo is revolving credit facility agreements is 50 which replaces the formerly valid agreements of 80\n",
            "ahlstrom corporation stock exchange release 13.02.2008 ahlstrom a global leader in high performance fiber based materials today announced the completion of the acquisition of friend group inc. which consists of west carrollton parchment company and west carrollton converting company\n",
            "aho is proud of the company is new product lordi cola\n",
            "alexandria va. aug. 27-timo vataja of tampere finland virve inget of oulu finland have developed a computer program product with activating the right of use\n",
            "also a seven year historic analysis is provided for these markets\n",
            "also a six year historic analysis is provided for these markets\n",
            "also a six year historic analysis is provided for this market\n",
            "also technopolis plans to build a 100 technology park at the special economic zone neudorf in st. petersburg the st. petersburg government said in february\n",
            "also chile is an important market area for forest machine companies\n",
            "also the traditional grapevine carries a lot of weight\n",
            "altia is operating profit jumped to 47 from 6.6\n",
            "altimo and teliasonera said yesterday that usmanov would be welcome to join the new company\n",
            "amanda said that it had already made a usd5.0 investment commitment in russia partners ii fund in july 2005\n",
            "an audio webcast will be available live and archived on cerner is web site at www.cerner.com\n",
            "anttila is online department store netanttila has an established position as the best known most visited and most shopped online store in finland\n",
            "apart from nordea also ergo is competing for the position among the top three pension funds providers in estonia\n",
            "as a result of the merger the largest professional electronics and telecommunications technology contract manufacturing center in finland will be formed in sievi\n",
            "as a result of the negotiations the employment of 130 blue and white collar employees at the oulu plant would be terminated\n",
            "as of august 2008 glaston is north asian sales and service region is upgraded to a new market area north asia\n",
            "aspo is strong company brands esl shipping leipurin telko and kaukomarkkinat aim to be the market leaders in their sectors\n",
            "atria group is a leading scandinavian meat products group\n",
            "atria will launch a campaign in september to promote the campomos brand on the moscow market he said\n",
            "basware order matching automatically matches purchase invoices with approved purchase orders\n",
            "bg ad bulgaria is leading internet company\n",
            "capacity of the facility made by finland is vaahto group is 86000 tons of light coated paper\n",
            "capman an asset manager has 3bn worth of assets under management in the nordic region\n",
            "capman has four investment areas capman buyout capman technology capman life science and capman real estate and each of them has a dedicated team\n",
            "castecka said the town hall would hold talks with other investors interested in the zone\n",
            "central europe is an important market area for honka\n",
            "cents recognize potential partnerships and suppliers\n",
            "certain shareholders have irrevocably agreed to vote in favor of the bond issue\n",
            "changes being announced today will be effective after the close of trading on friday june 19 2009\n",
            "chief financial officer jim heindlmeyer said beyond oblivion is in advanced talks with the four major recording companies about its service\n",
            "chs expo freight is a major finnish fair exhibition and culture logistics company that provides logistics services to various events by land air and sea\n",
            "competition authorities will have to approve the deal before it can be finalized\n",
            "completion of the transaction is subject to a final agreement and a due diligence process\n",
            "construction is expected to be completed in the summer of 2011\n",
            "consumers are now increasingly interested in what they can do with heir phones\n",
            "crucially the decision to use etsi european telecommunication standard institute-backed dvb h adds to the growing list of operators and equipment manufacturers opting for the standard see global: 20 january 2006: competing technologies vie for mobile tv\n",
            "currently more than 100 of global fortune 500 companies are using ssh security solutions\n",
            "demand seems to have hit bottom now and some signs of improvement can be seen\n",
            "donations to universities the annual general meeting authorized the board of directors to donate max\n",
            "dopplr members share personal and business travel plans privately with their networks and highlight interesting places to stay eat and explore in cities around the world\n",
            "dragonfly love is another video shot from start to finish using the nokia n8\n",
            "during the past 10 years the factory has produced many of nokia is most popular models including the nokia 2760 the nokia 6300 as well as nokia is latest music device the nokia 5800 express music\n",
            "eb will hold the exclusive rights to market the new entity is product\n",
            "elcoteq is electronics manufacturing services ems business segment serves customers globally in engineering manufacturing and fulfillment services\n",
            "elisa corporation headquartered in helsinki is a finnish telecomms company offering private and corporate customers a comprehensive range of telecomms services\n",
            "employees are also better prepared to answer calls since they already have detailed information about the caller before they answer the phone ''\n",
            "entire paper mills may be set up especially in the new eu member states\n",
            "eqt has completed its exit from salcomp a finnish company that makes mobile phone chargers by selling its remaining stake to swedish investment group nordstjernan for about 35 $47\n",
            "even so tulikivi emissions are well below some of the strictest state standards including washington and colorado\n",
            "fcc chairman kevin martin said that fair play required extending the same deregulatory rules to the digital subscriber lines that telecom providers use for broadband networks\n",
            "financialwire tm in cooperation with the investrend broadcast syndicate also provides complete daily conference call and webcast schedules as a service to shareholders and investors via the firstalert tm networks oefirstalert tm daily\n",
            "finnish automation solutions developer cencorp corporation omx helsinki: cnc1v said on friday 27 june that it has completed employee negotiations regarding a reorganisation of its operations\n",
            "finnish consumers prefer to buy the cheapest beer brand\n",
            "finnish engineering and technology company metso oyj said on may 27 2008 it completed the acquisition of paper machinery technology from japanese engineering company mitsubishi heavy industries mhi for an undisclosed sum\n",
            "finnish holding company panostaja oyj said on june 12 2007 it has signed a letter of intent to acquire local lahden lampokasittely oy and heatmasters oy active in the heat treatment of metals for a total 3.1 $4.1\n",
            "finnish paints and coatings company tikkurila oyj hel: tik1v announced today the launch of tikkurila prohouse method for protection of wooden surfaces via treatment with ultra pro waterborne products\n",
            "following the registration the number of issued and outstanding shares of basware is 12890829\n",
            "fortum had previously bought the state held stake in tgk-10 from rao ues during its reform\n",
            "founded in 1649 fiskars has over 360 years of product quality excellence and is finland is oldest company\n",
            "furthermore our fully electrically driven cranes are environmentally friendly\n",
            "genvec is a biopharmaceutical company developing novel therapeutic drugs and vaccines\n",
            "geosentric is flagship product is the gypsii platform which uses pioneering geo location software technology to connect people to people and people to places with new and exciting social community and location specific services\n",
            "goodwill and other intangible assets account for some 2.0 $2.6 of the purchase price 20 pct of which payable in aspo shares\n",
            "grapevine city officials in september approved $35 in tax rebates and grants for the expansion\n",
            "gunneflo will be responsible of oriola kd is pharmaceutical trade business in sweden\n",
            "harju elekter was founded in 1968 and is the leading producer of electrical equipment and materials in the baltic states\n",
            "harold w. young is an independent broker working closely with several retailers including ahold usa market basket cvs bj is wholesale club hannaford and cumberland farms\n",
            "he also mentions that this improvement to the service follows the recent expansion of the finnlines service from bilbao via antwerp and helsinki and from hull via helsinki to st. petersburg\n",
            "helsinki afx-outokumpu said it has agreed to sell the hitura nickel mine in finland to canadian group belvedere resources ltd for 10 worth of belvedere shares\n",
            "hkscan headquartered in turku finland is a leading northern european food group with 10000 employees in nine countries\n",
            "hkscan is one of the leading food companies in northern europe with homemarkets in finland sweden the baltic countries and poland\n",
            "however short term rentals are becoming more popular\n",
            "huhtamaki oyj stock exchange release 16.12.2008 at 09:30 huhtamaki oyj has resolved to clarify the group structure by separating the foodservice and consumer goods businesses in its production unit in hameenlinna finland by transferring the businesses into its wholly owned subsidiaries\n",
            "iggesunds bruk in sweden is one of the most advanced fully integrated pulp and paperboard mills in the world\n",
            "in addition yit has reserved epi russia the right to expand the logistics center by about 100000 m2\n",
            "in addition to the presentations held by president & ceo kai telanne and cfo tuomas itkonen participants will have an opportunity to discuss with other members of the company is management\n",
            "in finland 71% of paper and paperboard is reclaimed\n",
            "in finland export industry forms a large clientele for the packaging industry\n",
            "in providing managed services nokia takes responsibility for building operating and transferring as well as optimising the indosat 3g network\n",
            "in switzerland teleste have been an established supplier of products for a long time and its primary customers include cable and fiber to the home ftth operators\n",
            "in the end sanoma news wants to secure its foundation with the savings\n",
            "in the homeware area fiskars provides leading branded products for home kitchen and interior design\n",
            "in the survey goodyear is the third most valued tyre brand followed by continental and bridgestone\n",
            "in today s business you have to pre empt what consumers want said mohammed zainalabedin general manager zain bahrain\n",
            "ingen is an established medical device manufacturer with an emerging new medical product line for the respiratory market worth an estimated $4 billion in the u.s. and $8 billion globally\n",
            "insurance policies should be simple\n",
            "it has several innovative small molecule and biological drug candidates at different stages of clinical development\n",
            "it has sold one half of its business operations and will enter the helsinki stock exchange via the back door through an innovative buyout arrangement with kasola\n",
            "it is a member of the oneworld alliance which includes american airlines and british airways\n",
            "it is a solid credit that has been compared to a dz bank or a rabobank\n",
            "it is expected to be completed by the end of 2007\n",
            "it is planned to set up the a class business center in the two top storeys of the complex\n",
            "it is positive that the company it recruited harri koponen as ceo according to affarsvarlden\n",
            "it is the first oil company to join rspo and commits fully to sustainable sourcing of feedstocks for the production of its nexbtl biodiesel it said\n",
            "it will provide heating in the form of hot water for the sawmill is needs\n",
            "its 168 asset management experts manage assets worth over 35 billion\n",
            "its other well known brands include fitness equipment maker precor and u.s.-based ball sports equipment maker wilson\n",
            "janno reiljan a member of the eesti energia supervisory board said the owners of narva power grid had informed eesti energia about their wish to sell\n",
            "jawad williams scored 23 points in an impressive debut for jerusalem with jason rich adding 18 and yuval naimi chipping in with 16 points for hapoel which visits the yellow and blue next week\n",
            "jon risfelt is 49 years old holds a master of science in chemical engineering from the swedish royal institute of technology\n",
            "juha haapakoski will continue as editor in chief with budget responsibility also with the new publisher\n",
            "jun. 14 2009 aol weblogs delivered by newstex-looks like the e71 is about to be upstaged as nokia is nyse: nok premier business class smartphone someone in espoo is just hit the corporate youtube account with this promo video for an e72\n",
            "jun. 25 2008 boy genius report delivered by newstex-the nokia nyse: nok n78 huh ?\n",
            "kone headquartered in espoo finland is one of the world is leading elevator and escalator companies\n",
            "last july the group said it intended to relocate warehouse and office space in loudeac and saint marcel to morvillars in the east of france where it already operates a hook manufacturing and distribution unit\n",
            "lember said the matter was topical also in estonia where a bill has been drafted at the social affairs ministry that would scrap old age pensions on favorable conditions\n",
            "linde acts responsibly towards its shareholders business partners employees society and the environment in every one of its business areas regions and locations across the globe\n",
            "lkab headquartered in lulea sweden is a high tech mining company producing upgraded iron ore products for the steel industry\n",
            "llc a voice and data management solution provider to wireless companies with operations worldwide will be transferring its u.s. deployment operations to the finnish mobile giant which includes civil works and site acquisition services\n",
            "look out for vintage fabric cushion covers '70s coffee pots ceramic serving dishes cocktail glasses and stainless steel party dishes\n",
            "i&h in a move to enhance growth\n",
            "lsc is 30 employees will move to ixonos with their existing status and benefits\n",
            "merging the two free sheets will clarify the market situation\n",
            "metso is a global supplier of sustainable technology and services for mining construction power generation automation recycling and the pulp and paper industries\n",
            "more than 200 volunteers from fiskars the garden tool company home depot nyse: hd the city of baltimore and the neighborhood are working right now to create a garden sanctuary in a single day\n",
            "nasdaq listed yahoo inc has introduced a new service that enables malaysians to take their favorite internet content and services with them on their mobile phones\n",
            "national sponsors for the big read include national endowment for the arts in cooperation with the institute of museum and library services and arts midwest\n",
            "neomarkka has played a leading role in a group that aims to restart the production of specialty cellulose fiber in valkeakoski\n",
            "neste oil corporation refining operation asset summary report summary neste oil corporation refining operation assets summary report is an essential source for company data and information\n",
            "neste oil extended yesterday is gains and put on 0.49 pct to 22.72 while utility fortum shed 1.14 pct to 20.76 eur\n",
            "nordea bank sto: nda and sampo bank have helped finnish real estate investment company sponda hel: sda1v place a 100 usd125.4 domestic bond the company said friday\n",
            "of course you 'll have direct access to nokia is ovi store so you 'll have lots of fun downloading your favorite media\n",
            "of these shares 14747084 are held by the company and the number of outstanding shares and voting rights attached to the shares amounts thus to 161256847\n",
            "oka specialises in new construction renovation work of residential and non residential building as well as premises for industrial and logistical use\n",
            "okmetic board of directors has also decided on a new share ownership program directed to the company is top management\n",
            "okmetic is silicon wafers are part of a further processing chain that produces end products that improve human interaction and quality of life\n",
            "o'leary is material handling services located in perth is the leading company in western australia that supplies installs and provides service for tail lifts\n",
            "one attractive factor about the tablets for media companies is that they provide a new way of making money\n",
            "one of uponor is promising future products is a hydronic cooling system\n",
            "oriola kd headquartered in espoo finland is a leading distributor of pharmaceutical and healthcare products with 1300 employees in the nordic and baltic countries\n",
            "other shareholder entitlements became effective today\n",
            "our canned preserved food in finland report offers a comprehensive guide to the size and shape of the market at a national level\n",
            "our solutions are industry independent supporting multilingual and currency needs modular and applicable to companies of all sizes '' ceo ilkka sihvo said\n",
            "our strong company brands esl shipping leipurin telko and kaukomarkkinat aim to be the market leaders in their sectors\n",
            "outotec headquartered in espoo finland is a leading provider of process solutions technologies and services for the mining and metallurgical industries\n",
            "overall 50% of respondents were confident about their security when banking online\n",
            "panostaja headquartered in tampere finland is an investment company focusing on small and medium sized finnish companies operating in the traditional industries\n",
            "performance is based on values and sustainability\n",
            "pertti ervi is independent from the company and its major shareholders\n",
            "please inform ir johanna koskinen of your participation no later than 20 april at 10 a.. a telephone conference for financial analysts and investors conducted in english will begin at 3:00 p.. finnish time eet\n",
            "poyry energy gmbh is austria is leading engineering and consulting company in the energy infrastructure and environment sector owned by poyry plc. and the austrian verbund ag\n",
            "poyry is recognized as one of the world is leading advisors to the global forestry industry\n",
            "precedex is approved for iv sedation of initially intubated and mechanically ventilated patients in intensive care\n",
            "press release 3 september 2009 ruukki continues to be listed in two dow jones sustainability indexes: djsi world and djsi stoxx\n",
            "previously the plant was expected to be completed by the end of 2008\n",
            "production at the plant will be based on neste oil is proprietary technology that can use a flexible input of any vegetable oil or animal fat\n",
            "prothious engineering www.prothious.com employs more than 1000 and has a large portfolio of projects and an annual detailing capacity of more than 100000 tonnes\n",
            "qpr product family is fully compatible with microsoft is windows 7 operating system\n",
            "ramirent is a leading company in machinery and equipment rentals for construction and industry\n",
            "ramirent is the leading construction machinery rental company in finland with annual sales of 134 in 2009 and operating nationwide through 83 outlets and 612 employees\n",
            "rapala aims to move the distribution unit ragot from loudeac in bretagne and the distribution unit waterqueen and the fishing line supplier tortue from saint marcel in central france to morvillars\n",
            "rapala tournament fishing: with all the major titles already out for the holidays bargain priced games such as rapala aim for a smaller audience\n",
            "regulatory news: the nomination committee of cybercom sto: cybe which is unanimous in its proposal proposes the election of jon risfelt as the new chairman of the board\n",
            "rfid radio frequency identification is a method of so called intelligent transport whereby information can be read and saved remotely\n",
            "rk group headquartered in vantaa finland is one of europe is leading machinery rental services\n",
            "russia is top container shipping group fesco and finnish logistics company nurminen logistics have started a pilot project offering clients direct intermodal transportation service from finland to asia pacific countries fesco said in a statement\n",
            "sanoma also has an executive committee in accordance with the company is articles of association that prepares proposals for matters to be decided or noted by the board of directors\n",
            "sarantel based in wellingborough uk designs high performance antennas for portable wireless devices\n",
            "shareholders of rakvere lihakombinaat decided in favor of the buyout of minority shares in mid july\n",
            "shares will be acquired in accordance with section 5 of the rules of nasdaq omx helsinki and other rules applicable to the acquisition of own shares\n",
            "she will succeed krister kylas who has decided to leave teliasonera\n",
            "shuweihat 2 got under way in july 2008 when the project was awarded to desalination and power contractors\n",
            "simmons elected dcuc chairman portsmouth n.h.-gordon a. simmons ceo of service credit union has been elected chairman of the defense credit union council for the term\n",
            "south america and asia are other promising markets\n",
            "sponda plans to renovate old real estate and develop new property\n",
            "stockholm based nordea bank sto: nda said yesterday it had hired casper von koskull to lead its corporate merchant banking and capital markets unit effective 1 september\n",
            "stonesoft is a global provider of proven next generation solutions that simplify network security management\n",
            "strategic and operational business information is objectively reported\n",
            "swedish finnish and danish listed companies are organized in three market cap segments nordic large cap mid cap and small cap\n",
            "symphony services provides development services for aldata gold\n",
            "technopolis is europe is leading operator of technoparks\n",
            "technopolis is technological centers supply their clients with modern high class premises\n",
            "tekla provides 3d software for building and infrastructure engineering with a focus on building information modelling of steel and concrete structures from design to construction\n",
            "teleste is hybrid tv solution includes components for the whole process of delivering video services to consumers from content acquisition and service creation to delivery through a range of access solutions including hfc hybrid fibre coaxial xdsl etth and ftth\n",
            "the adjustment measures will be carried out in phases to secure the delivery capability\n",
            "the agreement is valid for four years\n",
            "the alliance aims to tap pocketable mobile computers netbooks tablets mediaphones connected tvs and in vehicle infotainment systems\n",
            "the availability of the internet services is highlighted in the service offer of kesko is k group stores\n",
            "the building complex consists of high quality office and retail space totalling 49200 square metres the company said\n",
            "the business has sales of about 35 $44 and has been responsible for sales and marketing of lanxess is paper chemicals business which kemira bought for 88 early this year cw jan. 11 p. 22\n",
            "the business section also includes ahlstrom is sustainability report\n",
            "the center offers a comprehensive range of device design services spanning from electronics mechanics and software design to a full range of testing laboratory services\n",
            "the commission said the hydrogen peroxide and pbs market was worth about 470 euros in 2000\n",
            "the company designs manufactures and markets high quality clothing interior decoration textiles bags and other accessories\n",
            "the company designs and manufactures high quality clothing interior decoration textiles bags and other accessories\n",
            "the company has delivered the technical infrastructure used by nav for their data warehouse and business intelligence initiatives\n",
            "the company is now withdrawing the second part 7.2 of the investment commitment\n",
            "the company is presently examining whether the project would be financially feasible\n",
            "the company is studying the feasibility of focusing most of its processed meat production in the vantaa facilities and the processing of fresh meat in the forssa facilities\n",
            "the company is strength is its apetit brand\n",
            "the company said shareholders will be able to vote on the agreement at an egm scheduled for later this month\n",
            "the company specialises in temporary electrification and heating at construction sites\n",
            "the competition was received with great enthusiasm by the employees he goes on\n",
            "the cooperation will involve arena partners buying a 35% share of the new joint venture company operating in alma media is home sales vehicle and consumer advertising marketplace businesses\n",
            "the deliveries started in april 2006 and will be completed in 2007\n",
            "the desk will reach its full planned strength of ten persons in autumn 2007\n",
            "the dividend is payable on february 1 2010 to shareholders of record on january 19 2010\n",
            "the dividend will be paid on april 15 2008 to each of the shareholders who on the record date of april 8 2008 have been entered in the list of shareholders kept by the finnish central securities depository ltd.\n",
            "the effect of the savings will be noticeable as of the beginning of 2010\n",
            "the effect of the savings will be noticeable from the beginning of 2010\n",
            "the end to end delivery combines the competencies and services from tietoenators telecom & media processing & network and digital innovations business areas\n",
            "the 0.7 non recurring expenses have been recorded for the third quarter\n",
            "the extraordinary general meeting is expected to take place no later than 18 february 2011\n",
            "the first installment of the cinema series concludes with a profile of finnish inventor olavi linden whose personal artistic journey and work at fiskars has led to dozens of design awards\n",
            "the first of the two project phases is expected to be completed by the end of 2012\n",
            "the group also plans to launch the 270 room atria grand whitefield a five star luxury hotel in 2009\n",
            "the group intends to relocate warehouse and office space in loudeac and saint marcel to morvillars in the east of the country where it already operates a hook manufacturing and distribution unit\n",
            "the group owns and operates a fleet of more than 800dwt while container capacity is 17000 teus and manages a diversified fleet of its own railway rolling stock of over 17000 units\n",
            "the handset also features a media bar for quick access to favorite media and applications including music photos youtube or ovi share\n",
            "the hayward calif.-based target designs active casual and dress footwear as well as boots and sandals\n",
            "the important thing now is to keep the bank is existing 15000 customers\n",
            "the innova 2 building will be located close to downtown in the immediate vicinity of paviljonki and the travel center and within walking distance from the heart of the city thanks to the trade fair bridge\n",
            "the interchange of editors in chief is a part of publisher is goal to enhance job circulation in all personnel groups\n",
            "the joint venture is planning a quick timetable for negotiating the lease of the potential wind farm areas and for charting the feasibility of the wind farms\n",
            "the lemminkainen group headquartered in helsinki finland operates in all sectors of the construction industry: civil engineering building contracting technical building services and the building materials industry\n",
            "the lemminkainen group headquartered in helsinki finland operates in all sectors of the construction industry: civil engineering building contracting technical building services and the building materials industry\n",
            "the most interesting export markets will be russia the baltic countries and scandinavia\n",
            "the most popular mobile data services are email surfing the internet as well as news and weather services\n",
            "the new b shares carry the right to dividend and other shareholder rights with effect from today\n",
            "the objective of the st. petersburg office is first to boost the company is maintenance business\n",
            "the office space will rise above the remodeled cannon street underground station\n",
            "the official opening of the office located in prague will be celebrated on may 20\n",
            "the oil shale feeder supply solution will deliver crushed oil shale to the shale oil refinery already in operation as well as to the novel enefit-280 shale oil technology processing plant\n",
            "the operator is one of 6 operators to have been granted a wimax license in taiwan and hopes to be the first to launch commercial services in early 2009\n",
            "the opportunity will be available only for few employees however\n",
            "the order includes a steel frame load bearing roof structures and partition wall elements and rautaruukki said it expects to complete installation as early as may next year\n",
            "the oxyview pulse oximeter is a common device to check patient blood oxygen saturation level and pulse rate\n",
            "the plant would use palm oil certified by the roundtable on sustainable palm oil rspo\n",
            "the port operator however favors retaining the port fees in 2010 citing the owner the governemtn of estonia commiting the port to pay eek 400 25.56 usd 36.44 in dividends to the state in 2009 and another eek 300 in 2010\n",
            "the price for logs has clearly improved from 2009 and also the price of pulpwood has gone up\n",
            "the product is front edge folding maximizes weather resilience and enables a seamless roof finish\n",
            "the program included operational improvements and reductions in personnel mainly in the netherlands\n",
            "the project is expected to be completed in 2009\n",
            "the reason for this is st. petersburg status as a capital one of the participants in the meeting quoted chikunov as saying\n",
            "the report goes on to provide detailed profiles of ten leading european specialty chemicals companies and brief profiles of other major players\n",
            "the russian government will contribute 20% of the necessary funds he said\n",
            "the sale will allow campofrio to focus on its recently announced takeover of groupe smithfield holdings the european unit of smithfield foods inc. sfd of the u.s\n",
            "the scope of the project is to find the most cost efficient method for phosphorous removal and to deliver the storing and dosing equipment which can be used in continuous operation at the plants\n",
            "the server is responsible for managing devices and user accounts and a desktop client application enables remote access to the mobile phones\n",
            "the service developed by digia facilitates the work and resourcing of health care personnel during vaccination campaigns while providing them with monitoring and management tools\n",
            "the share of the share capital of both above mentioned shareholders remains below 5%\n",
            "the shares carry a right to dividend and other shareholder rights as from their registration with the finnish trade register\n",
            "the shares shall be repurchased through public trading for which reason the shares are repurchased otherwise than in proportion to the holdings of the shareholders\n",
            "the shipyard hopes the regional government in andalusia can offer its some form of financial support\n",
            "the shopping center will have a prime location right next to the myllypuro metro station\n",
            "the solutions will be used for upgrading the networks of a russian mso in 37 different cities in russia\n",
            "the stonegate product family was designed to provide the full benefits of a unified management system including shared logging reporting and auditing\n",
            "the subsidiary is setting up a facility for manufacturing high density interconnection printed circuit boards or pcbs at nokia is special economic zone at sriperumbudur near chennai\n",
            "the subsidiary will be responsible for filter sales local assembly of filters and after market services in china\n",
            "the total number of shares in the company will be 585236987 innofactor group innofactor offers its customers comprehensive solutions in the microsoft environment\n",
            "the total value of the project is valued at sek 30bn 2.83 bn usd 3.81 bn\n",
            "the trade is in accordance with the agreement announced on 26 march 2008\n",
            "the training modules aim at strengthening the public accounting abilities and fulfilling communal project management\n",
            "the transaction is expected to be completed next spring\n",
            "the trucks feature an eco drive system a fuel measuring tool which stores data particular to individual drivers\n",
            "the veneer and plywood industry in sweden is quite small despite the raw material resources\n",
            "these products include personal communications products such as mobile phones and their parts home communications products such as set top boxes and electronics for flat panel tvs as well as communications networks products such as base stations tower top amplifiers and microwave systems\n",
            "they re in a race with google to get lots of users onto their service as social networking creates new business models said martin garner a london based analyst with ccs insight\n",
            "this beauty is an updated version of her chichi loop shade launched in 2001\n",
            "through this transaction we are able to participate in developing the industry\n",
            "thus the group is balance sheet will have about 25.8 of goodwill the company added\n",
            "to check them out or to make a bid they will be in the deka showroom fortitude valley\n",
            "tracker g400 is a gps collar for hunting dogs allowing to monitor the dog is position and movements with a map application for mobile phones\n",
            "ulefos group is the leading supplier of manhole covers in the nordic countries\n",
            "upgrades include a five megapixel camera voice control and what looks to be an optical mouse instead a d pad an upgrade click happy s60 has needed forever\n",
            "upm kymmene is one of the world is leading printing paper producers with production in 15 countries and a sales network covering more than 170 companies\n",
            "uponor has initiated actions to attempt to recover the cost of the replacement program from the supplier of the clamps as well as its insurance company\n",
            "uponor maintains its full year guidance for 2010\n",
            "utah is capital wanted to be the next u.s. headquarters of amer sports corp. a ski equipment company\n",
            "vaisala oyj stock exchange release 26.03.2010 klo 09.00 1 1 the annual general meeting of vaisala oyj decided on march 25 2010 to approve the company is annual accounts for 2009\n",
            "we are pleased to invite you to join real is international conference call at 3:00 p.. eet\n",
            "we warmly welcome him to satama '' states jussi lansio chairman of the board\n",
            "veracel is preparing an appeal in the issue and has asked the court for clarification of the judgement\n",
            "what would you like to see changed on nokia is next attempt ?\n",
            "when completed the 120-meter watchtower will be the highest building in ireland\n",
            "viking will pay 130 for the new ship which will be completed in january 2008\n",
            "with the basware connectivity services companies gain visibility to an audit trail that can be traced from order to goods delivery and invoice\n",
            "www.countryelements.co.uk designed by patricia burt this is just one of a selection of distinctive hooked rugs created with recycled materials and dyed natural dyes\n",
            "you are warmly welcome !\n",
            "approval by shareholders of cencorp in accordance with finnish law\n",
            "tikkurila has an interesting growth strategy which we support\n",
            "18:30 dinner the conference program can also be viewed as a live audio webcast through the internet pages at www.citycon.com\n",
            "3g data subscribers are also helping to maintain these growth levels since data only subscriptions push for more multiple sim ownership\n",
            "6 october 2010-finnish paints and coatings company tikkurila oyj hel: tik1v announced today the launch of tikkurila prohouse method for protection of wooden surfaces via treatment with ultra pro waterborne products\n",
            "a cut above bring the outdoors in with these birch branch coasters\n",
            "a downloadable instruction sheet instructional video and project ideas for the award winning everywhere punch tm window system can be found at www.fiskars.com\n",
            "a new kveyt light variety of suomalainen pekoni marketed under the atria brand name is now available to consumers in finland\n",
            "a plumbing business has announced it is sponsoring a professional darts player\n",
            "a realignment of interests in the sector is clearly under way\n",
            "a. le coq special was developed for the bicentenary of the company and the trade mark the brewer said\n",
            "estimations indicate that even up to 170 different tablet computers or reading devices will be available in 2011\n",
            "finnish construction company yit corporation is planning to build about 200 high quality holiday homes near the tahko ski and spa resort in finland\n",
            "after piloting the instrument will be further developed according to the experiences gained\n",
            "and when it has lifted the veil on the various types of customer for which it designs its phones the result is social stereotyping taken to a fine art\n",
            "as an overall effect of the above mentioned measures glaston will recognize non recurring expenses of 12 in the fourth quarter of 2008\n",
            "aspo has also investigated the sales opportunities of kaukomarkkinat is electronics business\n",
            "at a press conference lattelecom board chairman nils melngailis explained that blackstone had been chosen for its experience in the it sector as well as its financial strength\n",
            "at the beginning of the subscription period on may 2 2006 the share subscription price under b option right is 10.22 per share\n",
            "back then tikkurila is former owner finnish chemicals company kemira oyj hel: kra1v distributed an 86% stake to kemira shareholders to facilitate the divestment and listing of tikkurila\n",
            "based on negotiations with personnel some 20% have indicated their willingness to move to the new location\n",
            "bg crane has a strong customer base in the on road load handling and related installation and service businesses\n",
            "both mr walden and mr ignatius will be responsible also for the newspapers ' business result\n",
            "capitex kalmar will continue to be responsible for the maintenance and technical development of the services\n",
            "cathay forest is strategy is to develop sustainable regenerative forest assets\n",
            "changes to the as built models from the design were communicated to the subcontractors to accommodate them into the steel and grc glass reinforced concrete fabrication process\n",
            "chargers manufactured under the new platform are suitable for mobile phones navigators digital cameras bluetooth head sets media players and other electronic devices\n",
            "com and we are constantly planning new ways to serve our customers online on a more comprehensive basis '' says matti leminen president of anttila oy\n",
            "currently yit builds a housing estate zapadnye vorota 26000 square metres in the city and a house 9910 square metres which will be completed at the end of 2009\n",
            "customers in a wide range of industries use our stainless steel and services worldwide\n",
            "delivery will start immediately in june 2008 and will be completed in 2008\n",
            "demonstrations of the broad capabilities of the mobility business suite will be organized during the 3gsm world congress in barcelona from february 12th to 15th\n",
            "each option right entitles the holder to subscribe for one new share at a subscription price of 0.045 during the subscription period which ends on 31 december 2013\n",
            "elisa will expand the use of this technology provided the pilot proves successful\n",
            "elite residence tower a new development by tameer is located at the heart of dubai marina\n",
            "europe needs 17 new large paper machines\n",
            "exel wants to serve its industrial customers with individual products\n",
            "finnish bank pohjola bank plc hel: poh1s said today that it will issue a 40 usd 51.2 index linked bond pohjola tutkimuksen tahdet viii-2010 pohjola research stars viii-2010 on october 27 2010\n",
            "finnish diversified holding company aspo oyj said on september 8 2008 that it will sell the finnish tape business of its kaukomarkkinat unit to local oy telpak ab\n",
            "finnish retailer stockmann has won approval from the board of swedish rival lindex for a public tender offer with the aim of expanding the companies ' presence in russia and other cee countries stockmann said monday\n",
            "finnish software and hardware developer elektrobit oyj hel: ebg1v or eb said today it will temporarily lay off up to 200 people for a maximum of 90 day in finland aiming to achieve cost savings of 1.7 usd 2 in the second half of 2010\n",
            "following the impact the altima hit a utility pole causing a live electric line to fall onto the roadway\n",
            "f secure a developer of security solutions as a service through internet service providers and mobile operators announced results from its annual online wellbeing survey\n",
            "further concrete cooperation is also carried out through various projects doctoral theses and diploma dissertations\n",
            "furthermore the company will sell the warehouse and office buildings in loudeac and saint marcel and lease new joint premises for these operations in morvillars\n",
            "handelsbanken ranked before local cooperative banks and aktia in customer loyalty this time too however\n",
            "he is resting comfortably and is looking forward to getting back to work ''\n",
            "if the employee leaves the company within the duration of the cover the money invested to ensure commitment is returned to the company\n",
            "in 2008 kemira recorded revenue of approximately 2.8 billion and had a staff of 9400\n",
            "in accordance with the terms and conditions of alma media is 2006 option program the share subscription price for the 2006a option rights was 4.88 per share and the book countervalue 0.60 per share\n",
            "in addition to supplying a new headbox and a modern sizing and coating unit vaahto group will provide erection supervision training and start up services\n",
            "in finland martela offers a comprehensive service that can cover the entire process of change from initial inventory and design to removal and maintenance\n",
            "in finland the corresponding service is alma media is etuovi.com finland is most popular and best known nationwide online service for home and property sales\n",
            "in recent months capman has taken significant steps to simplify its operations ceo lennart simonsen said\n",
            "in stead of being based on a soft drink as is usual the teho energy drink is made with fresh water\n",
            "in the baltics the merger of the businesses of the two is expected to be completed in early 2008\n",
            "in the next few years the ict sector is share of electricity consumption will be raised by the increase in the popularity of smartphones\n",
            "in the video above marimekko is design manager noora niiininoski explains that the brands are a natural fit for each other because they both have a timeless style\n",
            "it also confirmed its earnings guidance for the whole 2009 issued in its report for the whole 2008\n",
            "it also has strong assets in electronic media employing 18500 an increase of 9% on last year\n",
            "it is hand painted resin with real trebles and is 75cm long by 25cm deep from top to bottom of the middle hook\n",
            "it is part of the development of the world class magnetite deposit at karara which has the known potential for over 30 metric tons of annual processing of magnetite over its estimated 30-year life\n",
            "it is the last smartphone running maemo 5 which is to be replaced with meego a joint project between nokia intel and the open source community\n",
            "it makes a wide range of mobile devices with services and software that enable people to experience music navigation video television imaging games and business mobility\n",
            "it offers advanced machinery maintenance and process development services to the pulp and paper industry in northern china\n",
            "it operates under three distinct brands: united supermarkets market street and united supermercado\n",
            "it s an area that is highly valued because most of the land there has already been built on\n",
            "kaido kaare general director for atria eesti says the company is investments in the upgrade of the pig farms surpass eek 150 9.59 usd 14.19 in the past years\n",
            "kaukopartio oy has acquired specialized knowledge in far eastern operations and industrial sourcing services are their core competence\n",
            "kaupthing bank will publish its annual results for 2007 before markets open on thursday 31 january\n",
            "london afx uk and european brokers ' recommendations issued today as collated by afx news from a range of market sources\n",
            "london icis tikkurila has completed the sale of its powder coatings business to finnish industrial coatings firm teknos group the finland based decorative paints company said on wednesday\n",
            "the fine print is here\n",
            ". and a master of business administration mba\n",
            "martela is a front runner in providing innovative solutions and customer service martela designs and supplies interior solutions for working environments and public spaces\n",
            "more than 80 special events in the three counties during four months were hosted by the library system and its nine branch libraries\n",
            "netcom expects to complete turbo 3g deployment in these areas this year\n",
            "new delhi july 17-sahlberg teppo kallio timo and mustonen tuomas of real oyj espoo finland have developed novel markings and methods of producing the same\n",
            "nokia siemens networks provides mobile and fixed network infrastructure communications and networks service platforms as well as professional services to operators and service providers\n",
            "nokia will continue to invest in future development of qt for the benefit of all users both commercial and lgpl\n",
            "nokian tyres ' tyres are considered genuine winter tyres in russia\n",
            "of these shares 29659239 are held by the company or its group companies and the number of outstanding shares and voting rights attached to the shares thus amounts to 322705218\n",
            "on the other hand finnish sawmills ' production has decreased even more\n",
            "one of the installed elevators will be a double deck elevator which enables more efficient use of the building is core space\n",
            "one of the opportunities would be to bring all baltic meat processing to rakvere like processing was concentrated at the vantaa meat packing unit in finland the paper wrote\n",
            "outotec is scope of delivery covers the engineering supply of special equipment and services for a calcination plant with two circulating fluid bed calciners\n",
            "outotec is scope of delivery includes design basic engineering and supply of proprietary equipment for a sinter plant with a grate area of 496 square meters\n",
            "participants at any of the book discussions or other special events or visitors to the car dealership were eligible to enter the drawing for the 2005 silver four door altima\n",
            "peigs www.peigs.se will become part of sardus latta maltider light meals unit\n",
            "pharmaceuticals belgium this brand new market analysis gives a clear overview of the actual situation and future outlook of the pharmaceutical market in belgium\n",
            "pharmaceuticals czech republic this brand new market analysis gives a clear overview of the actual situation and future outlook of the pharmaceutical market in czech republic\n",
            "pharmaceuticals italy this brand new market analysis gives a clear overview of the actual situation and future outlook of the pharmaceutical market in italy\n",
            "pharmaceuticals netherlands this brand new market analysis gives a clear overview of the actual situation and future outlook of the pharmaceutical market in netherlands\n",
            "pharmaceuticals poland this brand new market analysis gives a clear overview of the actual situation and future outlook of the pharmaceutical market in poland\n",
            "pharmaceuticals spain this brand new market analysis gives a clear overview of the actual situation and future outlook of the pharmaceutical market in spain\n",
            "pulkovo park will be ready in 2016 its first stage of 23000 sq. . will be finished in the first quarter of 2010\n",
            "quality chargers under chargz brand are sold in selected retail stores and other sales locations world wide\n",
            "rapala vmc corporation rapala a leading fishing tackle and sporting goods manufacturer and distributor is the main owner of peltonen with its 80% shareholding\n",
            "remote phone management demonstrates sysopen digia is unique end to end offering for operators handset manufacturers and enterprise customers\n",
            "renzo piano is building design will be a wonderful addition to london is skyline '' says noud veeger evp and area director for central and north europe at kone\n",
            "reporting in accordance with the merged business operations will start as of january 1 2011\n",
            "rushydro has an agreement to transfer its stakes in oesk and the five ercs into the trust management of inter rao\n",
            "russia wants to utilise its huge forest reserves in a very different way from what has been done so far\n",
            "ruukki is restructuring commercial and industrial construction operations in pursuit of permanent improvements whilst adjusting operations to market conditions\n",
            "s already good position in the technical building services market in ostrobothnia\n",
            "scopi chief business excellence officer eng\n",
            "seppala transferred the sale to a greater extent than last year to february and this is reflected on the january sales figures\n",
            "stora enso oyj said friday it will sell its north american unit to newpage in a deal valued at euro1.82 billion us$2.52\n",
            "subject matter of the invention furthermore is the use of the cyclone for separating partly molten particles ''\n",
            "taking a cue from the playbook of the east dillon lions we 've created a special team of heavy hitting style players such as boot cut jeans tummy tops and of course cowboy boots\n",
            "tekla is defense business employs over 20 persons and is located in espoo finland\n",
            "tekla is software solutions make customers ' core processes more effective in building and construction energy distribution infrastructure management and water supply\n",
            "tekla will implement the renewal in software versions which will be introduced in spring 2011\n",
            "tekla will organize an information meeting for analysts and media at wtc helsinki marski meeting room aleksanterinkatu 17 the same day at 12:30-1:30 p.. light lunch will be served\n",
            "the aim is to convert the plants into flexible manufacturers of new and technologically demanding products\n",
            "the aim is to develop open source application solutions\n",
            "the annual general meeting approved a dividend of 0.10 per share that is a total of 78\n",
            "the annual general meeting approved that the yearly remuneration for the members of the board of directors shall remain at 40.000 for the chairman of the board 30.000 for the deputy chairman of the board and 20.000 for other members of the board\n",
            "the annual thesis contest is aimed to enhance the thesis quality and to strengthen the thesis culture in polytechnics\n",
            "the board machine which will have a wire width of 6.25 and a design speed of 900 min will produce close to 1400 tonnes of folding boxboard per day\n",
            "the board of directors also proposed that a dividend of 0.20 per outstanding share be paid\n",
            "the change in holdings in accordance with chapter 2 section 9 of the finnish securities markets act is described below\n",
            "the company also appointed leif rosen head of the special plate unit which includes the quarto plate units in degerfors sweden and new castle usa the unit in willich germany as well as pressplate and prefab in avesta and plate service centre nordic in degerfors\n",
            "the company designs manufactures and markets advanced composite products for industrial applications and consumer goods such as cross country alpine and nordic walking poles floorball sticks and antenna radomes\n",
            "the company had earlier said that it was considering different strategic options for the struggling low cost mobile operator including a divestment of its holding\n",
            "the company had hoped the new plant would be on stream by the end of 2008\n",
            "the company is owned by the state of finland and the european aeronautic defense and space company eads n.v. tekla is an international software company that provides solutions for building and construction energy distribution and municipalities\n",
            "the company pledged that the new software would render e mails and other documents much as they appear on desktop computers\n",
            "the company is advantage in pricing can be seen in the significantly lower prices offered by the new unmanned stations\n",
            "the company said offshore segment represented 43% of the total marine engines orders for the july september 2010 period merchant 33% special vessels 18% and cruise and ferry and ship design-2% and 3% respectively\n",
            "the company said production volumes so far indicate the circuit is capable of the targeted output rate of 60000 tonnes per day or 22 tonnes a year\n",
            "the company said that currently the french distribution unit ragot is located in loudeac normandy the distribution unit waterqueen and line supplier tortue in saint marcel in mid france and the hook manufacturing unit vmc and hook distribution unit vmc europe in morvillars\n",
            "the construction of a large woodworking facility in the sheksna district of the vologda region in northwest russia will begin in 2009 and the plant will start production in 2011\n",
            "the contract consists of a new building with an area of 18000 sq and renovation of the existing buildings\n",
            "the contractor of the shopping center china state construction engineering corporation has previously built e.g. airports hotels and factories for large international customers in different parts of the world\n",
            "the contracts awarded to date in connection with the system amount to a total 36\n",
            "the corrected chapter is in its entirety below\n",
            "the deal already approved by shareholders will be carried out in the first half of 2011\n",
            "the deal strengthens ramirent is position especially in the industrial sector and in large investment projects\n",
            "the deal was worth about 1.2\n",
            "the device offers multimedia performance along with a host of productivity applications including live stock prices\n",
            "the event can also be viewed as a live audio webcast at www.ahlstrom.com\n",
            "the event can also be viewed as a live webcast at www.cargotec.com\n",
            "the first charging stations will be made available already in 2008 and a whole network is to be ready in 2010\n",
            "the geosolutions team further provides an intriguing new technology combining gps and mobile based technologies together with internet based social networking\n",
            "the investment will be worth approximately 100\n",
            "the mill is concentrating on getting the supercalendered line running satisfactorily before restarting its older newsprint line\n",
            "the most important export markets are norway germany russia and france\n",
            "the new system which will include 60 mc3090 pdas from motorola to be used by 60 poundstretcher operatives across 3 shifts will integrate in real time with the company s existing warehouse management system aldata g.o.l.d stock which went live in may 2008\n",
            "the nokia music store begins trading on tuesday selling singles and albums as well as live music streaming\n",
            "the number of customers is one of the most important parameters in determining the price of electricity networks\n",
            "the order was valued at over 15\n",
            "the order was valued at usd12.2\n",
            "the order was worth 8\n",
            "the organization that is a member of the russian auto sector union mpra has become active since tikkurila acquired russian paint company kraski teks in 2006\n",
            "the outsourced scan and capture solutions transfer paper invoices into electronic format and basware business transactions service allows the customer to receive and send invoices in an electronic format\n",
            "the pipeline is strong\n",
            "the potential acquirer is cencorp corporation which is a related entity to sav owing to each of sav and cencorp being a subsidiary of the finnish savcor group oy\n",
            "the prerequisite for inclusion in the program and for receipt of any gains is that key employees acquire aspo shares to the amount determined by the board in advance in the maximum\n",
            "the record date for dividend distribution is march 14 2008\n",
            "the samsung mobile applications store was launched in january 2009 by samsung mobile innovator a program which enables mobile software developers to create applications for use across samsung mobile devices\n",
            "the second quarter net sales are expected to be on par with the first quarter of 2009\n",
            "the service is intended to allow the people of thirteen mediterranean countries to reach the baltic more rapidly with a single carrier\n",
            "the solid fuel is heated before sludge is mixed therein ''\n",
            "the study evaluated the safety tolerability and pharmacokinetics of repeated doses of intravenously administered antibody in 26 patients with active plaque psoriasis\n",
            "the ten year rent contract with the right of prolongation on the existing terms was signed between stockmann and the owner of the shopping center in 1998\n",
            "the terms of the financing were approved by the annual general meeting of the company held on june 30 2010\n",
            "the total donation amount is 1115000\n",
            "the total investment necessary will be 40 the company estimated\n",
            "the total project duration is three years and it is valued at some 11.5\n",
            "the total scope of the project is about 38000 square metres and it is valued at a total of around 75\n",
            "the transaction which includes us$1.5 billion euro1 billion in cash vendor notes and share purchases is expected to be completed in the first quarter of 2008 the finnish swedish paper maker said\n",
            "the upgraded factory is scheduled to come on stream in the summer of 2008\n",
            "the uranium found locally is naturally occurring and it makes sense to extract it in the same way as we do with our other metals ''\n",
            "there are companies which are ready to invest their own funds in this deal such as rostelecom rts: rtkm\n",
            "they are responsible for their own operations customer relationships and the development of these\n",
            "this allows devices such as mobile phones to become a few millimetres thinner\n",
            "this implementation is very important to the operator since it is about to launch its fixed to mobile convergence service in brazil see brazil: 8 may 2006:\n",
            "this is the first time finnair has been awarded an agreement with the uk government\n",
            "this organization will assume the responsibility for operations in russia\n",
            "this pc application allows users to copy files and other data from their nokia mobile device to their computer as well as create backup content\n",
            "three students from universiti sains malaysia have won a study trip to helsinki\n",
            "thus the group is balance sheet will have about 25.8 of goodwill the company added\n",
            "thus the group is balance sheet will have about 25.8 in goodwill for 2010 the company added\n",
            "timo penttila has been appointed new manager responsible for the asset management of nordea is institutional customers in finland\n",
            "to achieve synergy targets related to the acquisition vaisala is consolidating its manufacturing depot and data services and finance activities currently located in uniontown pennsylvania st. louis missouri and durham north carolina\n",
            "to raise consumer awareness and encourage people to recycle their old mobile devices nokia runs regular recycling campaigns around the world\n",
            "to see more of new haven register or to subscribe to the newspaper\n",
            "to showcase our end to end capabilities at the mobile world congress we arranged an internal meego application development competition to entice developers to create new applications\n",
            "today we are connecting people in new and different ways fusing advanced mobile technology with personalized services to enable people to stay close to what matters to them\n",
            "together they generate aspo is goodwill\n",
            "trading in the new shares which have right to dividends and other distributions of funds will start on the exchange in helsinki tomorrow\n",
            "unc charlotte would also deploy ssh tectia connector to enable secure application connectivity\n",
            "upm kymmene has generated four consecutive quarters of positive free cash flow\n",
            "upm kymmene has generated seventeen consecutive quarters of positive cash flow from operations\n",
            "upm kymmene has generated thirty one consecutive quarters of positive ebitda\n",
            "upm kymmene www.upm kymmene.com produces magazine papers and newsprint as well as fine and specialty papers converting materials and wood products\n",
            "vdw combined with lxe devices enhances productivity enabling workers to use a single device to perform voice scanning and keyboard functions\n",
            "we can choose the most efficient best overall value option for our customers already at the bidding stage\n",
            "we make available the following brand new market analyses: cement uk cement poland cement belgium these analyses give a clear overview of the actual situation and future outlook of the cement industry in some european countries\n",
            "we make available the following brand new market analyses cement pakistan cement malaysia cement taiwan cement philippines these analyses give a clear overview of the actual situation and future outlook of the cement industry in some asian countries\n",
            "we serve a broad range of customers including construction and process industries shipyards the public sector and households\n",
            "we went to the market with yield guidance of the 7.25% area which gave us the flexibility to go up or down by 1-8th\n",
            "vehvilainen who is currently the chief operating officer at nokia siemens networks will join finnair on 5 january 2010 and take over as ceo effective 1 february 2010\n",
            "when new types of network elements are added to the network the conversion file is updated by adding the information required for converting the message format of the new network element type to the format understood by the management system\n",
            "when open next year it will be the largest facility in the world to produce diesel fuel from renewable feedstock such as palm oil and animal fat\n",
            "via the plant the belgian company will feed 8.4 mw of electricity into the distribution grid and will be able to deliver up to 14 mw of heat\n",
            "viking line head jan kaarstroem told tt that his company is ferries were well equipped to handle ice and that all the passengers were safe\n",
            "yara suomi ltd also provides nitrogen chemicals and technical nitrates to various sectors of industry as well as products used in environmental protection\n",
            "finnish plumbing and heating systems supplier uponor announced a company wide cost reduction program in august 2008\n",
            "finnish plumbing and heating systems supplier uponor corporation omx helsinki: unr1v said on tuesday 12 august that its board of directors has authorised the management to proceed with a company wide cost reduction program\n",
            "a flurry analytics spokesperson said that as it was only measuring windows phone 7 data for some weeks the firm double checked the data to make sure the 66 per cent rise was not an aberration\n",
            "net sales of finnish sanoma learning & literature of finnish media group sanoma decreased by 3.6% in january june 2009 totalling 162.8 down from 168.8 in the corresponding period in 2008\n",
            "employing 112 in finland and 280 abroad the unit recorded first quarter 2007 sales of 8.6 with an operating loss of 1.6 eur\n",
            "jp morgan expects that scala will lower nobel biocare is growth forecast for 2007 from the current guidance of pct as well as the operating margin target from the current pct\n",
            "furthermore sales of new passenger cars and light commercial vehicles in the country declined by 5.4% year on year last month\n",
            "it services firm tietoenator was bucking the general trend holding flat at 22.70 after slipping back from earlier gains\n",
            "profitability ebit% was 13.6% compared to 14.3% in q2 2009\n",
            "several large stocks tacked lower however\n",
            "the company booked april june new orders worth 949 compared with 786 in the same period a year ago\n",
            "sales of mid strength beer decreased by 40%\n",
            "teliasonera is underlying results however included 457 skr in positive one offs hence the adjusted underlying ebitda actually amounts to 7.309 bln skr clearly below expectations analysts said\n",
            "aspocomp has repaid its interest bearing liability to standard chartered bank and will use the rest of the consideration to partially repay its interest bearing liabilities in finland and to improve its liquidity\n",
            "under a memorandum of understanding mou the parties will collaborate in preparing and implementing joint projects in the fields of combined power and heat generation environmental protection and energy efficient technologies\n",
            "we are honored to be acknowledged for our commitment to the industry especially in asia pacific ''\n",
            "i thank jarmo ukonaho warmly for his contribution and wish him all the best in the future challenges ''\n",
            "the seminar introduced modern clean technologies and products financial tools and sponsorship programs for energy and environment projects as well as the potential to develop clean energy in vietnam\n",
            "proving that good cellphone design is truly a work of art the website for the nokia 6131 provides a colorful canvas for the expression of mobile inspired sentiments\n",
            "helsinki (thomson financial)- kemira growhow swung into profit in its first quarter earnings on improved sales especially in its fertilizer business in europe which is normally stronger during the first quarter\n",
            "finnish lifting equipment maker kone oyj said on october 4 2007 it won an order worth 15 $21.2 to deliver a total of 53 custom designed elevators to norwegian shipbuilder aker yards asa\n",
            "for the full 2010 the company expects its net sales and operating result to improve from the previous year saying that a positive operating result and its amount will depend on the order intake by the end of the summer\n",
            "it will focus on improving its profitability next year by streamlining operations\n",
            "md henning bahr of stockmann gruppen praises the trend since the chains become stronger and their decision making processes more clear\n",
            "the company will enhance the gprs capability in the existing 12 idea telecom service areas and add 10 more service areas to its network\n",
            "the company will make its marketing and sales investments initiated in 2009 even more efficient in 2010\n",
            "the core of solidium is investment strategy is proper value enhancing asset management of the current holdings\n",
            "the developers of that project predict that once it is completed in april 2009 skanssi will attract some 4.5 visitors annually\n",
            "the geosolutions technology will leverage benefon is gps solutions by providing location based search technology a communities platform location relevant multimedia content and a new and powerful commercial model\n",
            "the stock is trading above both its maps and the 50-day map of sek72.983 is higher than the 200-day map of sek70.283 a bullish indicator\n",
            "those will be partially offset by a 186 gain on the sale of its celbi pulp plant in portugal\n",
            "with the measures suominen corporation aims to ensure the competitiveness of the flexible packaging business in the long term\n",
            "a memorandum of understanding on cooperation between the finnish global chemical company kemira and vietnam national chemicals group vinachem was signed on this occasion\n",
            "affecto has helped skat to set up the platform and has previously delivered several business intelligence projects for skat\n",
            "at the seminar a memorandum of understanding on co operation was signed between the finnish kemira company and vietnam national chemical corporation\n",
            "by acquiring rcp we can combine our strong knowhow with the expertise of a solid local company\n",
            "helsinki thomson financial-kone said it has won four orders in saudi arabia united arab emirates and qatar worth 40 eur\n",
            "adp news-finnish handling systems provider cargotec oyj hel: cgcbv announced on friday it won orders worth 10 usd 13.2 to deliver linkspans to jordan morocco and ireland\n",
            "mr. atul chopra chief operating officer & president tecnotree elaborated '' i am eager to see the continued success of the former tecnomen bringing lifetree product to mena under the tecnotree umbrella\n",
            "outotec oyj press release february 19 2008 at 11.00 am outotec has won two large minerals processing technology orders from mirabela mineracao do brasil ltda brazil and from cumerio med jsco bulgaria\n",
            "outotec said it won new orders worth 492.9 during the quarter compared with 240.4 a year earlier\n",
            "raute said it has won an order worth around 15 to supply several plywood production lines to mills operated by russian wood products company sveza group\n",
            "satama earned data management solutions competency with business intelligence specialization recentlyvia the acquisition of fimentor oy\n",
            "since inception in 1999 access ' stable management team has remained disciplined and focused on the proactive screening selection and management of european small to mid market buy out funds of funds and mandates\n",
            "sysopen digia plc press release 7 february 2006 ibm finland has rewarded its most distinguished partner companies for 2005\n",
            "the concept enables a commercially affordable way to manufacture high quality tco coated glass for the solar industry\n",
            "the goal is to secure the company is profitability and competitiveness\n",
            "the new policy was also aimed at making the companies more profitable and competitive\n",
            "the purpose of this action is to ensure company is cost effectiveness this year and in the near future\n",
            "this location makes the mall a convenient place to shop for consumers from three large residential areas nearby: jaroszowka wysockiego and zgody\n",
            "tieto offers aktia a good foundation and the required support services for implementing the update project ' says juha volotinen responsible for aktia is web services\n",
            "we are glad that our long co operation with sodra continues '' comments stig goran sandberg affecto is area manager for baltic operations\n",
            "15 december 2010-finnish german telecoms equipment maker nokia siemens networks said today it won a contract to upgrade the radio network of home based telecommunications company elisa oyj hel: eli1v\n",
            "finnish kci konecranes has been awarded an order for four hot metal ladle cranes by indian steel producer bhushan steel & strips to be delivered in 2007\n",
            "finnish raute precision has won large glass batch plant and mortar plant orders from mexico and the us\n",
            "vaahto pulp & paper of finnish vaahto group has been awarded an order to renovate finnish swedish forest industry company stora enso is paperboard machine at the ingerois board mill in finland\n",
            "combining the two producers will create a strong eu based fertilizer industry capable of meeting global competition they added\n",
            "finnish it solutions provider affecto oyj said today that it has won a frame contract valued at some 2 to implement the next phase of its insurance application for south african mutual & federal insurance company limited &f\n",
            "helsinki afx kci konecranes said it has won an order for four hot metal ladle cranes from indian steel producer bhushan steel and strips ltd.\n",
            "helsinki afx outokumpu said its technology unit has won a 28 contract from bosnia herzegovina is aluminij dd mostar to upgrade an anode plant\n",
            "hk ruokatalo now accounts for about 50% of poultry sales in finland and profitability is at a good level\n",
            "however the bottom line result improved thanks to positive financial items\n",
            "kesko agro lietuva the agricultural machinery and grain trader and another member of the kesko group boosted its sales by 42.9% to 13.4 euros vat inclusive\n",
            "lee & man paper and metso have a long and prosperous co operation a good example of which are the changshu and hongmei kraftliner machines delivered earlier\n",
            "london is leading shares today jumped almost 100 points or 1.7% as the market opened\n",
            "metso said it has won an order worth around 40 to supply a kraftliner board machine to china is lee & man paper co.\n",
            "the ministry of water in tanzania has awarded poyry a water and sanitation engineering assignment for the rehabilitation and extension of water supply and sanitation infrastructure in bukoba and musoma situated at lake victoria in northern tanzania\n",
            "the policy was also aimed at making the companies more profitable and competitive\n",
            "the three year turn around program is expected to ensure salomon is future competitiveness the company said\n",
            "we are very pleased with the fine co operation between the two countries in recent times he said\n",
            "finland is leading metals group outokumpu said its fourth quarter net profit more than tripled on the back of strong global demand for stainless steel soaring base metal prices and proceeds from the sale of its technology unit\n",
            "neste oil corporation is a refining and marketing company concentrating on clean high quality traffic fuels\n",
            "aug. 31 2009 (gawker media delivered by newstex)- if you love fishing video games but felt that there just was n't enough wackiness involved then activision is (nasdaq: atvi) rapala: we fish might just catch your eye with its family fun hook\n",
            "the company has the poser who wants to impress people with the latest handset\n",
            "according to bosse the present cooperation is beneficial to all parties however\n",
            "finnish insurance company fennia and kesko group are ending their loyal customer cooperation\n",
            "and that is exactly what happened on a recent weekday when an east haven baker was brought in to remind residents about the easter tradition of making wheat and rice pies\n",
            "any investment or investment activity to which this communication relates is only available to relevant persons and will be engaged in only with relevant persons\n",
            "efore is presence here also opens up new and interesting development opportunities for our students '' the dean of the faculty of electronics communications and automation at tkk said\n",
            "fortum needs a clear signal of commitment from the government that the permit is available before the company will start the next round kuula says\n",
            "it helps our stakeholders get a better understanding of our operations and the challenges in stainless steel business\n",
            "music is provided by all major international and regional labels including universal music group sony music entertainment warner music emi music rotana mazzika melody music platinum records and leading content aggregator the orchard as well as thousands of independent labels\n",
            "nordea bank has a large share and vast experience in the nordic credit card market\n",
            "one can even receive on the spot alerts as soon as jobs are posted putting you at the front of the queue for opportunities\n",
            "strong brand visibility nationally and regionally is of primary importance in home sales vehicle and consumer advertising\n",
            "swiss franc surged to record 1.42 euros after it reported sharpest gain in manufacturing in march\n",
            "technopolis said before the protocol was signed that the techno park would be built at a site covering more than six hectares in the neudorf special economic zone and that it planned to invest 200 euros in the project until 2009 inclusive\n",
            "the add on order contains among others control valves and instrumentation as well as complete mill engineering and electrification with metso drive controls\n",
            "the cl51 is designed to measure cloud base height and vertical visibility in all weather conditions which makes it an ideal instrument for meteorological applications that rely on reliable cloud height detection\n",
            "the company is objective is to offer the best people flow experience by developing and delivering solutions that enable people to move smoothly safely comfortably and without waiting in buildings in an increasingly urbanizing environment\n",
            "the indexes include the top companies that are committed to sustainable development\n",
            "the paper industry is de inking sludge which is produced in mills that use recycled fiber when printing ink is removed from recovered paper is also a suitable raw material\n",
            "the repurchase of the bonds was executed in the open market in accordance with section 7 f of the terms and conditions of the convertible bonds\n",
            "tip of the week panfish like bluegills are great fun to catch especially for children new to fishing\n",
            "with aldata we can help retailers ensure that their merchandising and selections reflect customer demand and their evolving shopping behavior ''\n",
            "i am pleased that bjorn wahlroos has accepted the nomination\n",
            "finnish food industry companies are interested in the opportunities provided by ukraine\n",
            "finnish newspaper publisher sanoma of media group sanomawsoy is merging its free sheets uutislehti 100 and metro as of mid september 2008 to form a new free sheet to be named metro\n",
            "finnish raute precision that supplies weighing and dosing systems and plants is changing its name to lahti precision\n",
            "finnish suominen corporation that makes wipes nonwovens and flexible packaging has a plant near warsaw in poland that makes flexible packaging\n",
            "the representative body of swedish meats approved an improved offer from finnish hk ruokatalo to acquire the company\n",
            "according to mark white locatrix communications ' ceo the company is web services interface allows device owners friends and family to track and locate twig users via any web browser\n",
            "active shipping is essential for finland\n",
            "after the renovation the biggest moulding line in the orhangazi foundry is the most modern line in europe\n",
            "basic banking activities continued as normal\n",
            "cents scout for potential acquisition targets with detailed insight into the companies financial and operational performance\n",
            "chic and cheerful finnish design house marimekko has been sending its geometric textiles out into the world for the past 60 years\n",
            "community gardening has become a popular activity especially to raise vegetables\n",
            "companiesandmarkets.com provides a wide range of research reports industry statistics and competitive intelligence on the industrial sector\n",
            "finland is neste oil has been awarded the chemical industry federation of finland is innovation award for its nexbtl technology which enables biodiesel to be produced from vegetable oil and animal fat\n",
            "finnish electronics manufacturer pkc group oyj omx helsinki: pkc1v said on wednesday 31 december that it has completed the acquisition of man nutzfahrzeuge ag is cable harness business from man star trucks & buses spolka zoo in poland\n",
            "forest certification is a voluntary system aimed at promoting sustainable forest management in commercial forests\n",
            "f secure online backup automatically protects all the content stored on a computer or smartphone by making a copy of the content to an online location\n",
            "he said things will be different when new finnish nuclear power stations go into operation and the large hydro powered stations of northern europe have a good year\n",
            "higher bit rates for outgoing traffic improves the end user experience of mobile broadband services such as video conferencing file sharing and sending e mails with attachments\n",
            "honkarakenne oyj a world leading manufacturer of genuine wooden homes will be sponsoring finnish crosscountry skier virpi kuitunen for the next three years\n",
            "i am looking forward to contribute to srv is success with my competence '' says taneli hassinen\n",
            "in his turn fradkov said russia is interested in adopting finnish experience in forming technology parks in the framework of implementing the law on special economic zone\n",
            "it combines a perfect price performance with sophisticated management facilities the company said\n",
            "it provides customers with industry leading elevators escalators and innovative solutions for maintenance and modernization\n",
            "it said comptel delivers reliable provisioning and activation solutions which improve fulfilment processes for operators\n",
            "kemira coatings is the leading supplier of paints in northern and eastern europe providing consumers and professionals with branded products in approx\n",
            "l&t has also made a commitment to redeem the remaining shares by the end of 2011\n",
            "proline plus is a mechanical liquid handling device with a robust design suitable for all types of applications\n",
            "nokia said that its next generation mobile gaming platform makes it easy for people to find buy play and share rich and immersive games on a range of nokia devices\n",
            "of bavelloni is and nst is joint ventures bavelloni tools completes semiproducts that are produced in italy into high quality tools that will be sold under the diapol brand\n",
            "panostaja is a financially secure finnish multi field corporation that creates healthy companies and company entities\n",
            "poyry has a good track record of major transportation projects in latin america\n",
            "shareholders have a right to put on the agenda of the agm items that are within the competence of the general meeting\n",
            "so far the company has awarded more than $350000 worth of tools and materials\n",
            "supported nokia phones include: n96 n95-8gb n95 n93-n931 n92 n85 n82 n81 n80 n79 n78 n77 n76 n75 n73 n72 n71 e90 e71 e70 e66 e65 e62 e61-e61i e60 e51 e50 touch xpress 5800 6220 classic 6210 navigator 6120 classic 6110 navigator 5700 5500 5320xm\n",
            "the basware connectivity services allow companies to handle purchase to pay processes online and make their internal processes more efficient '' said ceo ilkka sihvo basware corporation\n",
            "the company is main shareholders lihakunta and itikka osuuskunta have both made a commitment to acquire shares worth 20\n",
            "the engines in asia pacific industry profile is an essential resource for top level data and analysis covering the engines industry\n",
            "the itunes based material will be accessible on windows based or macintosh computers and transferable to portable devices including apple is ipods\n",
            "the machine will have an annual production capacity of 200000 tonnes of super calendered magazine paper and other paper grades based on recovered fiber stora enso said\n",
            "the moscow metro www.mosmetro.ru was the first metro system in europe to implement smart cards together with a new type of magnetic card in 1998\n",
            "the stonegate product is centrally manageable and suited for both physical and virtual environments\n",
            "the total scholarship amount was 40000 euros and the recipients were chosen on the recommendation of fine arts universities and sports associations\n",
            "the tower is engineers have created an 18 degree westward lean four times the inclination on the leaning tower of pisa using diagrid structures that are aligned geometrically using tekla structures bim building information modeling software\n",
            "the winners included the honda odyssey for minivan and the nissan armada for large suv\n",
            "these companies own a 20000 sq. . office and commercial building and substantial amount of building right for a new shopping center in liljeholmen stockholm\n",
            "this bold spinning 360 red fabric design is set beautifully on ercols napoli sofa\n",
            "tomtom has given assurances that it will continue to sell maps to competitors if it wins eu approval\n",
            "we are also pleased to welcome the new employees to tieto '\n",
            "we do hope that this will in the future turn out to be a novel method for the prevention of alcohol and tobacco smoking associated oral cancers\n",
            "while i cant understand what theyre saying its impressive to watch him hit that ball at those speeds\n",
            "as with other stakeholders comptel has been involved in the workshops meetings and filed comments on the issues of greatest importance to the competitive sector of our industry\n",
            "aspo plc stock exchange bulletin october 24 2006 at 2:00 p.. aspo systems division has completed the statutory negotiations as required under the act on co operation within undertakings conducted as part of the action plan launched in august\n",
            "being successful requires providing a level of quality that satisfies our customers and partners\n",
            "both companies will keep their commercial independence and continue to market their traditional products individually\n",
            "cdli highlights the companies that provided the most comprehensive response to the carbon disclosure project cdp information request\n",
            "city cu welcomes dart members dallas city cu welcomes the members of dart fcu as they merge with city cu\n",
            "city24 users can search for homes and properties in all areas where city24 is active even outside their own country\n",
            "enclosed is affecto is call for extraordinary general meeting to be held on july 10th where the main agenda is to approve the authorization to the board for the proposed share issue related to the component software acquisition and to elect haakon skaarer to the affecto board\n",
            "europe however remains an important and strong market for us\n",
            "founded in 1994 the company uses a six step time focused collaborative project approach to improve financial institutions ' revenue streams\n",
            "homeowners across north america have green experiences to share from cost savings to clean and eco friendly heating\n",
            "it includes the company is new highly powerful compact and scalable flexi multiradio 10 base station\n",
            "it is profitable to make pulp paper and sawn goods in areas where the combination of these factors is good\n",
            "kesko www.kesko.fi is a finnish retail specialist whose stores offer quality to the daily lives of consumers through valued products and services at competitive prices\n",
            "lights out before curfew curl up with the latest bestseller and treat your eyes to the perfect reading light from luceplan\n",
            "luxembourg registered investment fund amber trust ii has won the final approval of lithuania is competition council to acquire 29.6% of sanitas the country is largest pharmaceutical producer\n",
            "nurminen logistics provides high quality logistics services such as railway transports terminal services forwarding special and heavy transports and medical transports\n",
            "panostaja treats its negotiating partners such as entrepreneurs selling their life s work and newcomer entrepreneurs seeking a career fairly justly and according to the law\n",
            "patrick jeambar will also continue being responsible for innovation and health safety and environment hsea functions of ahlstrom corporation\n",
            "s nasdaq omx: geo1v gypsii business unit developers of the award winning gypsii mobile social networking application today announced its availability as a free download via the samsung mobile applications store\n",
            "sanoma corporation wants a new and better frequency for the helsinki metropolitan area\n",
            "sanoma learning & literature offering print and digital learning materials is present in eleven countries\n",
            "the commission is to be applauded for applying a fact based and data driven approach and for providing clarity for future petitions\n",
            "the company which celebrates its fiftieth anniversary next year has been exporting distinctive detached homes to central europe for several decades\n",
            "the contract covers new energy efficient ac drives that have been designed in cooperation between the companies\n",
            "the costanza light with an aluminum base and washable shade comes in white pistachio orange blue and red\n",
            "the energy efficient data center will be built by combining an effective energy solution with state of the art technology\n",
            "the familiar blue white and red hk seal has received a more authentic look\n",
            "the finnish daily kauppalehti surmises that finnish supplier rautaruukki has raised its prices above aker is comfort zone\n",
            "the method utilises waterborne ultra products giving protection to wooden surfaces in an industrial painting process whereby two layers of top coat are applied on exterior wooden panels and boards without a separate primer\n",
            "the most popular paper by far was kesko is loyal customer magazine pirkka with 2462000 readers\n",
            "the process technology project management basic engineering and quality assurance within forest industry will be consolidated in vantaa southern finland\n",
            "the smaller molecules improve the grip of the tyre at top speed driving\n",
            "the social plan negotiations were part of the three year turn around program which is expected to ensure salomon is future competitiveness\n",
            "the tests conducted at nokia siemens ' lte center of competence in espoo finland follow the company is production start of lte ready flexi multiradio base stations for the 800 mhz band in april 2010 and complement earlier tests with nokia on the 2100 mhz and 2600 mhz bands\n",
            "the tool is a patent pending design that allows consumers to lay out their entire project on a removable plate using multiple clear stamps of any kind\n",
            "the use case dramatically narrows if you go only with the hot s ltd\n",
            "the vessels also have to be environmentally friendly fast and have all modern conveniences\n",
            "thus sysopen digia has in accordance with chapter 14 section 21 of the finnish companies act 29.9.1978-734 obtained title to all the shares of sentera that are to be redeemed\n",
            "today the orange scissors are the iconic symbol of the excellent ergonomic design and superior quality associated with every product from fiskars\n",
            "we have sound experience of project deliveries for large multi purpose complexes and sports arenas '' says sami eronen svp infrastructure and northern europe ruukki construction\n",
            "weber convinced his friend ray ostrom who owned a lake street sporting goods store to sell the lures\n",
            "nokia which has a strong track record in the lower end handset market said in july its touch screen offering would come this year and be cheaper than rival models in order to tap into a higher volume market\n",
            "we aim to ensure that vacon is in good shape when capital expenditure starts to pick up again '' comments vacon plc president and ceo vesa laisi\n",
            "shares in royal and sun alliance continued to slide back from a 12-month high of 172p last month after a potential suitor ruled itself out of a takeover bid\n",
            "sales climbed 19.2 pct to 1.002 bln surpassing the 953 consensus figure\n",
            "suominen corporation estimates that the cost cutting program that started in autumn 2005 higher sales prices and expected growth in volume of wet wipes will make the company is operations more profitable\n",
            "in a release the company said that vocollect t2 customers in north america can now take advantage of its voice directed warehousing solution and increase warehouse efficiency and productivity gains at a discounted price\n",
            "business boomed after ostrom helped plant a small story about rapala lures in a life magazine issue that featured marilyn monroe on the cover\n",
            "finnish oko bank has signed a cooperation agreement with raiffeisen concerning finnish companies ' investments in russia\n",
            "paper maker stora enso oyj said friday it has been acquitted of charges that it participated in a paper price fixing conspiracy in the united states\n",
            "cooper sh the uk distributor for lift equipment manufacturer konecranes won the five year deal which involves low maintenance and fuel saving technologies\n",
            "metsaliitto said that it will book a minor gain of less than 1.0 from the transaction\n",
            "the negotiations were carried out in a constructive manner and all parties tried to find a solution to the situation\n",
            "this is a much better process than using virgin paper as it requires less transportation of wood pulp from places like finland and canada\n",
            "after the reporting period biotie north american licensing partner somaxon pharmaceuticals announced positive results with nalmefene in a pilot phase 2 clinical trial for smoking cessation\n",
            "18 may 2010-finnish electronics producer elcoteq se hel: elqav said today that it has signed an extensive cooperation agreement on industrialisation manufacturing distribution and after market services for mobile phones with japan is sharp tyo: 6753\n",
            "investors will continue being interested in the company is share although it is not quite cheap affarsvarlden said\n",
            "swedish telco teliasonera is teaming up with friends a swedish organization against bullying to fight bullying of children and teenagers via electronic channels\n",
            "finland is dominating rail company vr is planning to set the infected passengers for long distance trip in a separate carriage\n",
            "in complying with the european water framework directive requirements the pre treatment unit will be fully renovated including hydraulics of waste water inception degridding sand and grease removal and treatment and deodorization of the unit\n",
            "our purchase to pay solutions enable companies to gain visibility and control over business critical financial processes\n",
            "so far mr. galvan he has been able to avoid laying off workers\n",
            "the agreement must be approved by the russian competition authorities before it enters into force\n",
            "the total amount of subscription prices was recorded in the fund for invested non restricted equity\n",
            "before kemira is installation nordalu was producing 3500 tons of liquid and solid aluminum waste per year\n",
            "more than a third of the original participants dropped out due to nausea and other side effects\n",
            "mr skogster currently serves as the manager responsible for abb oy is system modules for low voltage drives\n",
            "the finnish company sold its uk operation consisting of 50 staff in offices in london birmingham and manchester as part of a deal with hampden in july 2001 for its european wide property and casualty arm sampo industrial\n",
            "the stonegate utm solution offers protection against inbound and outbound attacks\n",
            "counter your competitor is strengths and target their weaknesses\n",
            "an appeal concerning the project has been lodged at the czech ministry of the environment\n",
            "aspocomp has a large factory in china and a factory building project in india that was halted due to financing problems\n",
            "founded in 2000 bioview automates laboratory tests especially diagnostic tests for cancer\n",
            "f secure also point out the logical weakness in the sequenced numbers of a card approach that has apparently already been utilised\n",
            "it inspects the companys strategic strengths and weaknesses\n",
            "it is even a little bit higher than yara is multiples on itself ' an analyst in helsinki said\n",
            "kesko offers hilton to open a hotel on kalinisky prospect in a 18000-square metres building because of these difficulties\n",
            "key reasons to read this report:-report contains only relevant information leaving out excessive data\n",
            "the completion of the recycling plant is an important link in the chain of creating a waste management system in the dubna region that meets the eu standards\n",
            "the dollar bounced back after hitting another record low against the which reached $1.41 for the first time\n",
            "the five storey eco efficient building will have a gross floor area of about 15000 sq . it will also include apartments\n",
            "the new company will buy from baltic pearl cjsc a lease right to 8.1 hectares for the construction of a mall with a gross area of 140000 sq 1.5 sq ft\n",
            "the seawind that was en route from the finnish port of turku to stockholm got stuck in ice already around 4 p.. on wednesday and the regal star is journey from the swedish port of kapellskar to paldiski in northwestern estonia was cut short at 2 a.. on thursday\n",
            "the stena poseidon is a so called panamax tanker designed to be able to pass through the narrow passages in the panama canal is locks\n",
            "upon completion keskuskatu will form the backbone of helsinki is pedestrianised downtown area linking up with the city is other main pedestrian precincts\n",
            "danish company flsmidth has acknowledged that it has violated a patent held by finnish metso\n",
            "the liquidity providing was interrupted on may 11 2007 when aspocomp group oyj is shares traded below 0.50 cent aspocomp is stock exchange release 11.5.2007\n",
            "markets had been expecting a poor performance and the company is stock was up 6% at x20ac 23.89 us$33.84 in early afternoon trading in helsinki\n",
            "the layoffs were aimed at reaching an annual savings target of 1.5 billion euros $2 billion by the end of 2010\n",
            "excluding non recurring items pre tax profit surged 45% to 80\n",
            "as a result of the cancellation the maximum increase of citycon is share capital on the basis of the convertible bonds decreased from 23383927.80 to 22901784.75\n",
            "adp news feb 13 2009-finnish retailer kesko oyj hel: kesbv said today its total sales excluding value added tax vat stood at 661.3 usd 853.1 in january 2009 down 15.2% year on yea\n",
            "the low capacity utilisation rate in steel production considerably increases the fixed costs per unit of steel produced\n",
            "talentum expects that the net sales of its core business will increase in 2008 compared to 2007\n",
            "in china finnish kone that provides elevators escalators and solutions for modernisation and maintenance will build 342 escalators that will be installed in a high speed railway section between beijing and shanghai in a 1.5 years ' time\n",
            "according to pkc the acquisition would bring a significant addition to pkc is customer base\n",
            "airbus has 100 firm orders for the a350 and 89 nonbinding commitments\n",
            "aspo is net sales in 2006 totaled 225.9\n",
            "at the end of the review period nordic aluminium is order book stood at 8.77 compared to 7.04 in 2005\n",
            "both companies ' existing investment plans will be coordinated\n",
            "both the net sales and operating profit were record high in the company is history\n",
            "e is building system service had revenue of 355 in 2007\n",
            "elcoteq is stock of orders has stabilised in the past weeks mr krippl said\n",
            "export accounts for about one tenth of the company is annual turnover of one billion kroons\n",
            "favourable currency rates also contributed to higher net sales '' ceo kari kauniskangas said\n",
            "fiskars a 360-year old global business best known for its orange handled scissors expects to derive synergies of 5 a year by consolidating certain parts of the housewares division where the two compete\n",
            "for 2009 incap expects revenue of some 70\n",
            "full year net sales are expected to increase by approximately 10% the company said\n",
            "in 2006 the company is net sales amounted to approximately 259 and it has some 8000 employees\n",
            "in 2009 kone had annual net sales of 4.7 billion and approximately 34000 employees\n",
            "in addition to the indian market the new plant will serve salcomp is customers globally the company said\n",
            "in q1 '10 19 april 2010-finnish forest machinery and equipment maker ponsse oyj hel: pon1v said today that it expects to swing to a net profit of some 6.3 in the first quarter of 2010 from an 9.6 loss a year earlier\n",
            "in the beginning of this year wartsila had secured an order to deliver four gas fuelled main engines and propulsion machinery for the same vessel\n",
            "in the second quarter of 2009 net sales through operator business partners represented 47% of the group is total net sales\n",
            "india is trade with russia currently stands at four billion dollars growing 9.6 per cent in fiscal 2007\n",
            "instead elcoteq has signed a non binding letter of intent with another asian strategic investor\n",
            "international operations accounted for over 80% of net sales\n",
            "latin america currently accounts for approximately 40% of sales at finnish bss oss and vas supplier for telecoms operators tecnotree company president and ceo eero mertano told bnamericas\n",
            "lithuanian beer makers sold 256.88 liters of beer in 2005 a rise of 4.5 per cent from the year earlier figure of 245.92 liters\n",
            "loss after taxes amounted to 1.2 compared to a loss of 2.6\n",
            "net sales in 2010 were about 2.0 billion of which international operations accounted for roughly a quarter\n",
            "net sales revenue per passenger is expected to increase\n",
            "nokia oyj is production site at bochum germany posted profit before interest of 134 for 2007 capital reported in an excerpt of an article to be released tomorrow citing internal documents\n",
            "operating income was –4.9 including 15.3 of restructuring expenses\n",
            "operating profit for the quarter april june 2006 amounted to 42.9 on net sales of 156.3\n",
            "poyry is net sales in 2007 amounted to about 720 and it employs 7400 experts\n",
            "return on investment was 16.6% compared to 15.8% in 2004\n",
            "roshan is net sales in 2006 were $191 and ebitda was $66.5\n",
            "self service and automation are in a bigger role now and fujitsu is global resources will be exploited effectively\n",
            "the board of directors proposes to the shareholders ' meeting on 18 march 2010 that the company would pay dividend for the financial year january 1-december 31 2009 0.02 per share\n",
            "the company employing 6400 reported net sales of 620 $823.2 for 2006\n",
            "the company moved to an operating profit of 10.9 versus an operating loss of 15.3 . it also turned to eps of 0.08 versus loss per share of 0.04\n",
            "the company reported net sales of 550 in 2005 and had some 3200 employees\n",
            "the company is net sales in 2010 totalled 311.4 with an operating margin of 13.9 per cent\n",
            "the company will pay a dividend of 0.50 per share a total of 14\n",
            "the decision of tekes was based on among other the following grounds: the project has a significant impact on the business development of the company\n",
            "the estimated turnover of the new company is lvl 25 eek 40\n",
            "the finnish company claims to have over a quarter of a contented tulikivi fireplace business and homeowners worldwide\n",
            "the four year contract between the bank and ski sport finland will bring the bank is advertisements to skiers helmets and caps\n",
            "the group with net sales of 235 in 2009 employs more than 2 000 people in 33 countries\n",
            "the group had an order book of 7.74 at the end of 2007\n",
            "the insurer anticipates its share in nordea is net profit to be significant\n",
            "the item included restructuring costs of 1.6 while a year earlier they were 13.1 . diluted eps stood at 0.3 versus a loss per share of 0.1\n",
            "the new office located in shenzhen will strengthen vaisala is already 10-year old presence in china\n",
            "the price of raw material aluminium went up at the end of 2005 but the company considers its outlook for 2006 favourable\n",
            "the refining margin for the year was $13.39-bbl compared to $10.46-bbl in the prior year\n",
            "the report also said nokia is operations comprising the sites at bochum ulm dusseldorf munich and frankfurt posted operating profit after interest of 246 eur\n",
            "the subdivision made sales revenues last year of 480.7 414.9 in 2008 and operating profits of 44.5 7.4\n",
            "the value of orders on hand totaled 237.1\n",
            "the value of the confirmed aircraft orders totals 2bn\n",
            "vaahto which has entered the deal via its subsidiary vaahto pulp & paper machinery will supply two of the units in the end of 2010 while the remaining ones are expected for delivery in the beginning of 2011\n",
            "via the move the company aims annual savings of some 3 usd 4.3 the main part of which are expected to be realized this year\n",
            "viking line manages well with its current ferries\n",
            "scania morgan stanley lifted the share target on swedish heavy duty truck and bus maker scania ab to 330 crowns $42.4-35.2 from 310 crowns $39.8-33.1\n",
            "3 january 2011-finnish flag carrier finnair oyj hel: fia1s said today it sealed a nine year sale and leaseback agreement for its newest airbus a330 aircraft for syndication into the japanese operating lease market\n",
            "according to acnielsen is scantrack study for the period week 10 of 2005 to week 9 of 2006 coca cola is the market leader in soft drinks in finland\n",
            "finnish ahlstrom corporation has ordered key production equipment for a new glass nonwovens production line at its russian tver mill from finnish vaahto pulp & paper machinery that is part of vaahto group\n",
            "finnish navigation device manufacturer benefon that is changing its name to geosentric reports net sales of about 1.1 in the second quarter of 2007\n",
            "finnish vacon has signed significant deals with norwegian scandinavian electric systems ses on the supply of ac drives\n",
            "finnish swedish tietoenator is expanding its business quickly in russia\n",
            "the order for plywood mill machinery and equipment announced by finnish raute in september 2006 will be delivered to thebault plyland in france\n",
            "according to real is ceo mikko helander this transaction will enable the company to proceed swiftly with its restructuring program\n",
            "according to olvi is managing director lasse aho the company has an ongoing mmx plus project that aims to find growth outside finland\n",
            "according to scanfil is president harri takanen scanfil is investment activity proceeded according to the strategy on several fronts in 2010\n",
            "acquisitions have been made and businesses have been well integrated\n",
            "alma media is net sales in 2009 totalled 307.8 with an operating margin of 13.5 per cent\n",
            "aspokem posted an operating profit of 2.7 $3.5 and net sales of 89.1 $116.8 in 2006\n",
            "auburn is sales in 2007 were cad 41 approximately 27 and the company employs some 150 people\n",
            "brazilian mobile player telemig celular yesterday announced that it has selected finnish software developer tecnomen oyj to expand its prepaid billing system\n",
            "cargotec corporation press release april 28 2008 at 2.00 p.. finnish time cargotec is macgregor business area providing marine cargo handling and offshore load handling solutions has received significant hatch cover orders for bulk carriers\n",
            "cargotec is sales totalled 3.4 billion in 2008 and it employs approximately 10500 people\n",
            "commencing the construction works of pearl plaza is a significant step in our russian projects\n",
            "corporate it update-c m2 communications ltd finnish technology group teleste corporation omx helsinki: tlt1v reported on wednesday 4 february an operating profit of 5.6 on net sales of 108.7 for the year 2008\n",
            "cost savings will then rise to some 20 a year from 2007 oko said\n",
            "cymed is net sales are expected to amount to 3.5 in 2006\n",
            "delhaize le lion has selected the aldata g.o.l.d. vocal pda solution on the motorola wt4090 pda terminal\n",
            "diluted loss per share stood at 0.15 versus 0.26\n",
            "efficiency programs totalling 100 euros are under way in finnair\n",
            "elcoteq is revenues in 2007 were approximately 120\n",
            "elektrobit eb has renewed its it infrastructure contract with ict services provider fujitsu services for eb is patja service\n",
            "european traffic grew nearly 30%\n",
            "finland based international machinery rental company ramirent plc omx helsinki: rmr1v reported on friday 15 august an operating profit of 65.0 on net sales of 342.9 for the period january june 2008\n",
            "finnish aluminium products manufacturer nordic aluminium plc omx helsinki: noa1v reported on monday 18 august an operating profit of 7.9 on net sales of 55.2 for the period january june 2008\n",
            "finnish component supplier componenta corporation omx helsinki: cth1v reported on tuesday 15 july an operating profit of 46.2 on net sales of 386.0 for the financial period january june 2008\n",
            "finnish elevators and escalators maker kone corporation said on tuesday 18 march that it has received a major order from sir robert mcalpine to supply all elevators and escalators for the watermark place project in the city of london\n",
            "finnish financial software developer basware oyj said today it will provide its invoice automation ia solution to an unnamed major retail company in the usa in a deal worth more than 300 000\n",
            "finnish forest machinery and equipment maker ponsse oyj said on october 5 2007 it will deliver a total of 67 cut to length method forest machines and 44 harvester heads to brazilian paper maker bahia pulp and to unnamed uruguayan wood harvesting contractors\n",
            "finnish glass technology group glaston corporation omx helsinki: gla1v reported on thursday 14 august an operating profit of 6.5 on net sales of 201.5 for the period january september 2008\n",
            "finnish logistics and information solutions provider done solutions corporation omx helsinki: dso1v reported on wednesday 29 october an operating profit of 3.6 on net sales of 35.1 for the period january september 2008\n",
            "finnish software company qpr software plc omx helsinki: qpr1v reported on thursday 23 october an operating profit of 63 000 on net sales of 1.5 for the third quarter 2008\n",
            "finnish technology group aspocomp group oyj omx helsinki: acg1v issued its third quarter report on thursday 13 november posting an operating profit of 0.4 as compared to a loss of 0.5 in the third quarter of 2007\n",
            "following the payment made in april the company has a total of 23.0 in loans from financial institutions\n",
            "for q2 2010 consolidated earnings before tax totaled 4.5 compared to 3.9 and net profit was 3.2 compared to 2.9 in the previous year\n",
            "for telenor the three and a half year contract is worth an estimated 12.6 . yit has chosen telenor and elisa as its principal suppliers of ict solutions in norway sweden denmark and finland\n",
            "for the fiscal year ending september 30 2009 the revenue from these customers was $10.012 or around 11.0% of the transportation group is revenue\n",
            "however he expects banks to provide alternative financing\n",
            "in 2005 the bank posted a net profit of lt 8.2\n",
            "in 2006 teliasonera net sales were sek 91 bn ebitda was sek 32.266 bn net income was sek 19.28 bn\n",
            "in 2007 alma media is operating profit was about 53\n",
            "in 2007 almost two thirds of orion is net sales came from these drugs\n",
            "in 2007 huhtamaki will continue to invest in organic growth\n",
            "in 2007 marimekko has also opened concept stores in yokohama and nagoya central japan in silver spring in metropolitan washington dc usa in graz central austria and in aalborg northern denmark\n",
            "in 2007 the group is net sales stood at 22 and it had about 150 employees at the end of june 2008\n",
            "in 2008 the deal is likely to bring savings of 20 -25\n",
            "in 2009 it reported net sales of approximately 6\n",
            "in 2010 the marimekko group s net sales were 73297 thousand 72473 thousand and operating profit was 8169 thousand 6291 thousand\n",
            "in beers olvi retained its market position\n",
            "in january september 2007 operating profit totaled 20.5\n",
            "in middle east & north africa tecnotree has grown considerably in the recent years\n",
            "in q1 2010 18 may 2010-finnish electrical components maker salcomp oy hel: sal1v said today it turned to a net profit of 1.6 in the first quarter of 2010 versus a loss of 2 in the corresponding period last year\n",
            "in the end of 2006 the number of outlets will rise to 60-70\n",
            "in the first quarter of 2010 the mark to market result was a pretax profit of 133 versus a loss of 32 in the same period last year\n",
            "incap contract manufacturing services private limited has inked agreements with six new customers in india\n",
            "it also said its third quarter diluted eps came in at 0.34 compared with 0.16 in the same quarter a year ago\n",
            "it also turned in earnings per share eps of 0.44 versus loss per share of 2.26\n",
            "it also turned to earnings per share eps of 0.08 versus loss per share of 0.04\n",
            "it appears from statistics of the technical surveillance authority that customers who switch service providers mostly transfer their numbers to elisa is network\n",
            "it expects revenue between $8.4 billion and $8.7 billion compared to analyst estimates of $8.67 billion\n",
            "it is in line with its plans to focus on selected growth segments and streamline corporate structure\n",
            "it projected revenue of $2.2 billion to $2.3 billion slightly higher than analyst estimates of $2.19 billion\n",
            "it will also strengthen ruukki is offshore business\n",
            "it will combine and renew the contents and functionality of the current systems for funding and online service as well as their maintenance\n",
            "jens schulte bockum vodafone is global director of terminals said the company expects to sell one to two of the vodafone 125 and 225 models in the first year of launch and potentially tens of millions over the lifetime of the device\n",
            "juha jordan chief engineer at glaston said one of the reasons for choosing vacon as a global ac drives supplier is that it has service and support centres in the same countries where glaston operates\n",
            "kemira will supply the additional volumes of iron coagulants from the company is plant at helsingborg sweden\n",
            "last month outokumpu sold more than 80% of its technology unit outokumpu technology oyj to further its strategic goal of becoming the world is largest stainless steel maker\n",
            "last week the finnish metals and technology group announced plans to sell more than 80% of its technology unit to further the company is strategic goal of becoming the world is largest stainless steel maker\n",
            "madison wis. feb. 6-prnewswire fiskars announces that the united states patent and trademark office has granted a trademark registration for the color orange on its iconic scissor handles\n",
            "manavigator september 7 2010-kemira unveils indian jv with ivrcl finnish chemicals group kemira hel: kra1v on tuesday announced it has inked a deal to form a joint venture in india with local construction firm ivrcl infrastructure and projects ltd bom:530773\n",
            "metso will provide a recovery boiler with a capacity of 6800 tonnes of dry solids per day and an evaporation plant with six thermal stages and a capacity of 1600 tonnes per hour\n",
            "metso will supply the equipment for two process lines at northland resources ' new kaunisvaara iron ore project in sweden which exploits tapuli and sahavaara iron ore deposits\n",
            "real is sales are expected to have increased by 4% year on year to 609 in the second quarter of 2010\n",
            "navteq has a commanding lead in installed map data systems in north american vehicles and may be the leader in turn by turn navigation data offered by services such as onstar in north america said analyst phil magney of telematics research group in minnetonka minn.\n",
            "neste oil is board proposed 1.00 dividend for the full year 2007 compared with 0.90 a year ago\n",
            "net interest income totaled 15.9 compared to 15.6 a year earlier\n",
            "net profit in the period in 2009 was 29\n",
            "net profit in the same period in 2006 was 36.6 euros\n",
            "net profit in the same period in 2006 was x20ac 172\n",
            "net profit was 35.5 compared with 29.8\n",
            "net sales are expected to remain on the same level as in 2007\n",
            "net sales by the sata flexo group came to some 4.3 in 2007 and the group companies employed a total of 40 people\n",
            "net sales in 2006 totaled 302 and the operating margin was 16%\n",
            "net sales in 2007 are expected to be 10% up on 2006\n",
            "net sales in 2007 totalled 329 and the operating margin was over 19%\n",
            "net sales in 2008 are expected to be on the same level as in 2007\n",
            "net sales of the lehdentekijat unit was approximately 14 in 2007 and it had 70 employees\n",
            "nokia bought chicago based navteq in 2008 acquiring a maps database to compete with google s maps as well as with navigation device companies such as tomtom nv and garmin ltd.\n",
            "nokia corp of finland tuesday said it has received a unified device managment contract with finnish operator elisa oyj\n",
            "nokia has enough users to do just as well\n",
            "of this 38.8 was net interest income\n",
            "omeo www.omeo.se employs 55 and expects net sales of some 23 $29.8 for fiscal ending april 30 2007\n",
            "operating loss was 179 compared to a loss of 188 in the second quarter of 2009\n",
            "operating profit for the quarter april june 2006 amounted to 182.2 on sales of 3.62 bn\n",
            "operating profit totaled 18.6 or 8.3% of net sales\n",
            "operating profit was 9.8 compared to a loss of 12.7 in the corresponding period in 2009\n",
            "pre tax loss totaled 0.3 compared to a loss of 2.2 in the first quarter of 2005\n",
            "pretax profit totalled 2.0 compared to a loss of 159.2 in the fourth quarter of 2008\n",
            "pretax profit totalled 80.8 compared to a loss of 13.1 in the corresponding period in 2009\n",
            "previously eb delivered a custom solution for lg electronics and now is making it commercially available for other mobile terminal vendors as well as to wireless operators\n",
            "previously vaahto pulp has supplied headboxes with rectifier roll and dilution control technology for stora enso is mill in imatra eastern finland\n",
            "production will expand to other of elcoteq is locations including mexico and hungary during 2010\n",
            "profit of the accounting period was 0.3\n",
            "rapala said it estimates it will make savings of a year by centralising its french operations at one site\n",
            "re use back into pet bottles has also steadily increased and the rate of use in strapping tape has picked up again after a dip in 2005 petcore said previously\n",
            "russia accounted for 9% of the lagardere magazine division is revenue or 114.40 usd 148.11 in 2009 the usa for 18%\n",
            "sales are expected to increase in the end of the year 2006 however\n",
            "satama is net sales would be higher than the year before\n",
            "scanfil expects net sales in 2008 to remain at the 2007 level\n",
            "singapore icis-1 kemira and indian water infrastructure firm 2 ivrcl have agreed to form a join venture which includes a new inorganic coagulant manufacturing facility in andhra pradesh state india the finnish water treatment chemicals maker said on tuesday\n",
            "so at the present time nokian tires had the contract of tires production in china\n",
            "solvay s.a. has engaged poyry to provide project management engineering procurement and site services for a hydrogen peroxide production plant to be built by a solvay basf joint venture at basf is zandvliet site belgium\n",
            "southfield mich.-central corporate credit union will again distribute patronage dividends to members by waiving all service fees incurred during the months of july and november 2008 to the tune of an estimated $1\n",
            "srv will raise its holding in the company so that by the summer of 2008 it will have a majority\n",
            "systeemitiimi is sales and project resources will also be strengthened director paul skogberg said\n",
            "tallink claims the watertight doors of both vana tallinn and regina baltica including their electrical systems are fully in working order\n",
            "talvivaara has secured a 10-year off take agreement for 100 per cent of its main output of nickel and cobalt to norilsk nickel and entered into a long term zinc streaming agreement with nyrstar nv\n",
            "tekla group is net sales for 2005 were approximately 38 euros\n",
            "teliasonera has secured deliveries for 4g modems with support for 3g and 2g during the second quarter 2010\n",
            "the joint venture to be called nokia siemens networks will be comprised of nokia is network business group and siemens ' carrier related operations creating estimated synergies of 1.5 billion euros $1.9 billion by 2010 nokia said\n",
            "the acquisition of boomeranger boats oy is in line with the done solutions strategy of developing its business through company acquisitions\n",
            "the actions are expected to deliver annual cost savings of some\n",
            "the agreement which will cover monitoring maintenance server capacity service and backups has a one year extension option\n",
            "the amendment will not incur additional costs\n",
            "the announced restructuring will significantly decrease the company is indebtedness\n",
            "the companies expect the first orders already in 2011\n",
            "the company also expects to sell its products in other russian region\n",
            "the company also said that its board of directors has proposed a profit distribution of 0.92 per share\n",
            "the company closed last year with a turnover of about four euros\n",
            "the company expects net sales of 65 $85.1 for 2006\n",
            "the company expects sales revenue of rmb8.0 billion in 2009\n",
            "the company feels these leases are prime locations due to several producing formations in the immediate area\n",
            "the company has exported into about twenty european countries as well as to africa\n",
            "the company is well positioned in brazil and uruguay\n",
            "the company reports a loss for the period of 0.4 compared to a loss of 1.9 in the corresponding period in 2005\n",
            "the company is net sales in 2009 totalled 307.8 with an operating margin of 13.5 per cent\n",
            "the company is operating profit for 2006 stood at 39.6 $57.9\n",
            "the company is profit totaled ls 134700\n",
            "the company targets sales of ls 27.1 ls 23.498 and a profit of ls 300000 ls 371500 in 2007\n",
            "the company turned to earnings per share eps of 0.03 versus loss per share of 0.01\n",
            "the company will build altogether 130 new substations by the end of this year\n",
            "the diesel margin has remained high\n",
            "the divestment is in line with the company is plans to focus on selected growth segments and streamline corporate structure the company explained\n",
            "the divestment of raisio is margarine business in may 2009 gave the company a clearer focus on grain based products\n",
            "the earnings in the comparative period included a capital gain of 8 from the sale of omx shares\n",
            "the finnish textiles and clothing company marimekko corporation omx helsinki: mmo1v reported on wednesday 5 november an operating profit of 8.1 on net sales of 59 for the period from january to september 2008\n",
            "the first quarter was as expected and was in line with analysts ' forecasts\n",
            "the fourth quarter saw rapala swing back to a pretax profit of 1.5 from a year earlier loss of 1.2 on the back of a 30 pct uplift in sales to 44.8 and a stronger performance in north america\n",
            "the german subsidiary will produce software development services for ixonos telecommunications business unit is client projects\n",
            "the group is consolidated net sales for 2008 totaled 3.4 billion euros and it employs approximately 13000 persons\n",
            "the group is consolidated net sales for 2009 totaled 1.5 billion euros and it employs approximately 10000 persons\n",
            "the group is revenue amounts to over 80 about half of which is accounted for by exports\n",
            "the group is revenue in 2008 amounted to 94 and the company currently employs approximately 730 people\n",
            "the group is revenue in 2009 amounted to 70 and the company currently employs approximately 780 people\n",
            "the group will expand the chain to include 45 stores\n",
            "the insurance division turned a 120 profit\n",
            "the iso certification demonstrates that we are moving forward in our quality commitments to our customers '\n",
            "the long term contract is global\n",
            "the members of the management team will contribute to the adjustment measures with temporary salary cut of 5%\n",
            "the offer represents a premium of 24% over the stock is closing price on friday\n",
            "the opening of the portal is part of the expansion strategy of alma media is marketplaces business unit\n",
            "the recovery of demand that started toward the end of 2009 continued in january march 2010\n",
            "the sale of the healthcare trade business supports oriola kd is strategy to focus on pharmaceutical wholesale and retail businesses\n",
            "the sale will lead to a pretax capital gain of 22 for the finnish company in 2011\n",
            "the segment has an annual revenue of approximately 400 the company said\n",
            "the soapstone deposits in the medvezhyegorsk area are expected to increase tulikivi is current reserves considerably\n",
            "the solvency capital ratio of both companies was 2.7 times the solvency limit\n",
            "then it said the contract was estimated to contribute more than 150 to its net sales in 2010\n",
            "these measures are expected to produce annual cost savings of 1.5 starting in 2007\n",
            "this will bring cost savings of about 3 a year\n",
            "through the acquisition solteq will expand its solutions offering by microsoft is dynamics business software products\n",
            "under the agreement japrotek will deliver nine storage tanks in the volume range of 1000 cu to 3000 cu with included agitators\n",
            "under the agreement tietoenator will provide blyk with extended application and business process management services and an it infrastructure\n",
            "under the agreement ponsse will provide forest machine maintenance services to stora enso is russian wood procurement operations\n",
            "under the contract cramo sverige and its subcontractor brinkab ab will provide all scaffolding installations at lkab is new pellets plant in kiruna in northern sweden\n",
            "under the terms of this agreement lextel group has committed to an opening order of 3.75 for benefon mobile units to be co branded with capitel for the china market\n",
            "vacon is office will support its customers in brazil and south america\n",
            "we can capitalize on our experience from a number of similar bridge projects in the nordic countries\n",
            "via the move the company aims annual savings of some 3 the main part of which are expected to be realized this year\n",
            "with the second phase of the new innova building tecnopolis presence in jyvaskyla will increase to a total of approximately 62000 floor square meters\n",
            "with this acquisition panostaja oyj further expands its business area specialising in digital printing\n",
            "moody is said it gave p a1 long term senior unsecured and p p-1 short term debt ratings to finnish lender aktia bank is 1bn usd1.4 bn medium term note emtn program of 25 march 2011\n",
            "brazilian non profit interbank camara interbancaria de pagamentos cip has acquired solutions from us business integration solutions provider sterling commerce the latter company said in a statement\n",
            "2010 16 july 2010-finnish steel maker rautaruukki oyj hel: rtrks or ruukki said today it turned to a net profit of 20 in the second quarter of 2010 from a net loss of 94 in the corresponding period last year\n",
            "28 october 2010-finnish wood products technology supplier raute oyj hel: rutav said today it swung to a net profit of 3 for the first nine months of 2010 versus a net loss of 5.2 for the same period a year earlier\n",
            "3 february 2011-finnish broadband data communication systems provider teleste oyj hel: tlt1v said yesterday its net profit rocketed to 4.8 in 2010 from 416 000 in 2009 and it lifted its dividend proposal\n",
            "4 february 2011-finnish broadband data communication systems provider teleste oyj hel: tlt1v said wednesday its net profit rocketed to 4.8 in 2010 from 416 000 in 2009 and it lifted its dividend proposal\n",
            "agreement with shb 30 december 2009-finnish financial services group aktia hel: aktav has concluded a market making agreement with svenska handelsbanken sto: shb a or shb the two parties said today\n",
            "austin texas sept. 6-texas department of transportation awards contract for teleste video compression and distribution equipment\n",
            "cargotec corporation press release august 26 2008 at 10 a.. finnish time cargotec is macgregor business area providing marine cargo handling and offshore load handling solutions has received significant offshore crane retrofit order\n",
            "ceo of the company tarmo noop said the growth in the sale of premium beers was the biggest\n",
            "ebit totalled 14.4 compared to a loss of 0.3 in the corresponding period in 2009\n",
            "finnish broadband data communication systems provider teleste oyj hel: tlt1v said yesterday it returned to a net profit of 2.7 usd 3.8 for the first nine months of 2010 versus a net loss of 579000 for the same period of 2009\n",
            "finnish construction company lemminkainen oyj hel: lem1s said yesterday that it would build a plastic film extrusion plant for packaging materials supplier ab rani plast oy at lemminkainen is kaluga industrial park in russia\n",
            "finnish consumer packaging manufacturer huhtamaki oyj said it swung to a net profit of 84.1 $105.6 in the first nine months of 2006 from a net loss of 2.6 $3.3 in the same period of 2005\n",
            "finnish dental care group oral hammaslaakarit oyj posted a total net profit of 849000 $1.1 in the first nine months of 2006 versus a net loss of 331000 $421000 in the same period of 2005\n",
            "finnish it consultancy satama interactive oyj posted a net profit of 1.4 $2.0 for the first nine months of 2007 compared to a net loss of 462000 $664000 for the same period of 2006\n",
            "finnish pulp and paper machinery maker vaahto group oyj swung to a 1.1 $1.4 net profit in the fiscal ended august 31 2006 from a 249000 $319000 net loss in the fiscal 2004-05\n",
            "finnish silicon wafers manufacturer okmetic oyj said it swung to a net profit of 4.9 $6.3 in the first nine months of 2006 from a net loss of 1.8 $2.3 a year earlier\n",
            "glaston also has efficiency measures in all other units\n",
            "growth was strongest in f secure is operator isps mobile operators and cable operators business\n",
            "in the second quarter of 2010 the company is net profit was 1.7 compared to a net loss of 1.3 in april june 2009\n",
            "it therefore seems that finnish shipping company viking line will get the subsidy it needs to order its new lng fuelled vessel\n",
            "jarmo honkamaa head of the oil refining business at neste oil says the situation looks promising from their viewpoint\n",
            "adp news feb 25 2009-finnish printed circuit board pcb maker aspocomp group oyj hel: acg1v said today it swung to a net profit of 300000 usd 385000 for 2008 versus a net loss of 65.3\n",
            "adp news nov 6 2008-finnish retail software developer aldata solution oyj omx: ald1v said today that it swung to a net profit of 2.1 usd 2.7 for the first nine months of 2008 versus a net loss of eu\n",
            "mformation and nokia noted they have established interoperability agreements that cover commercially proven standards based management of mobile devices as well as mobile device security and mobile application management\n",
            "and pretax profit to 46.4 from 35.8 in the third quarter of 2006\n",
            "net sales will however increase from 2005\n",
            "nokia will deliver a wcdma 3g hspa radio network including the modular high capacity nokia flexi wcdma base station to indosat\n",
            "operating profit totaled 17.7 compared to 17.6 in the corresponding period in 2007\n",
            "order intake on the other hand is expected to be stronger than in 2007\n",
            "outokumpu of finland stainless steel manufacturer plans to enter into a supply agreement with the indian railways\n",
            "profit after taxes was 0.1 compared to –0.4 the previous year\n",
            "profit for the period was 15.6 compared to 14.1 in 2007\n",
            "quarterly diluted eps on continuing operations came in at 0.21 compared with last year is 0.12 eur\n",
            "rapala estimates its net sales for 2008 will increase by between 8.0 pct and 12 pct assuming 2007 exchange rates\n",
            "raute posted a net profit of 1.8 $2.6 for the third quarter of 2007 compared to a net loss of 299000 $430000 for the corresponding period of 2006\n",
            "return on equity stood at 18.3% compared to 15.4% in the third quarter of 2005\n",
            "russian export duties will activate harvesting in finland and sales in russia will increase also\n",
            "tectia corporation hel: tec1v a provider of real time security solutions today announced that it has appointed lan2lan a provider of it services in the uk to distribute its data security and manage file transfer software\n",
            "the bristol port company has sealed a one pound contract with cooper specialised handling to supply it with four 45-tonne customised reach stackers from konecranes\n",
            "the company expects net sales to significantly increase from 2009\n",
            "the company is net profit amounted to ee 55.5 which was 36% more than in 2004\n",
            "the company said that it will supply the wcdma 3g hspa radio network including the modular high capacity nokia flexi wcdma base station in east java bali sumatra and batam\n",
            "the contract traded at an all time high of $50200 a ton on april 24\n",
            "the ebitda was 116 compared to 115 corresponding to an ebitda margin of 33%\n",
            "the fair value of investment properties totalled 2299.9 compared to 2229.5 in the corresponding period in 2009\n",
            "the fund at fair value will increase correspondingly\n",
            "the impact of this acquisition to teleste is net sales for 2010 is estimated to be approximately 2\n",
            "the impact on tietoenator is net sales for 2008 from the purchase is expected to be some 11 $15.9\n",
            "the optimization of the steel components heating process will reduce the energy consumption\n",
            "the proportion of estonian and lithuanian passengers on the tallinn helsinki route also grew in july\n",
            "these savings will have full impact as of the beginning of 2007\n",
            "this assignment strengthens poyry is position as an international provider of engineering and project services to the chemical process industry\n",
            "this new partnership agreement represents a significant milestone for both parties\n",
            "tiimari latvian representative ineta zaharova said that the company earned lvl 122000 in 2005 profit which is 20 times more that in 2004\n",
            "together yahoo and nokia said they will continue to deliver internet experiences that address the core needs of consumers developers operators and advertisers\n",
            "via the agreement ramirent will expand the range of equipment and services it delivers to destia ramirent finland is managing director kari aulasmaa said\n",
            "via the takeover panostaja further expands its business area specialising in digital printing which since previously consists of the subsidiaries kopijyva oy and sokonet oy\n",
            "inge larsen (cfo) 29045 shares representing 0.50% of the share capital\n",
            "the forecast for 2012 is 3.3%\n",
            "the share capital of alma media corporation (business id 1944757-4)is 45031513.80 and it is divided into 75052523 shares\n",
            "the company is listed on the nordic exchange in helsinki\n",
            "incap contract manufacturing will carry out the manufacturing for these agreements at its factory in tumkur near bangalore\n",
            "it will be operated by nokia and supported by its nokia netact network and service management system\n",
            "28 january 2011-finnish technology center operator technopolis oyj (hel: tps1v)said today it will invest 22.5 in the construction of the second phase of an office facility in tampere\n",
            "comptel corporation will publish its financial statements for 2008 on 12 february 2009\n",
            "finnish l&t recoil a company specialising in used oil regeneration is building a facility in hamina in finland in 2008\n",
            "the shops are located in the capital region and the paijat hame region\n",
            "the carrier said its area travel agency is to sell most of its outlets to sister chain suomen matkatoimisto (smt)and use its remaining bricks and mortar presence to primarily target business customers going forward\n",
            "the annual net sales of the unit is some 5 and it currently employs some 55 people\n",
            "on the following workday customers can check from their home computers how their purchases are divided between different ingredient groups how much energy various products contain and what is the nutritional content of all purchases\n",
            "name of company in which holdings have been acquired: citycon oyj 2\n",
            "basware is headquartered in espoo finland\n",
            "the store is located in poznan in a shopping center named pestka the company added\n",
            "the other seats would go to edgar edmonds an american with experience of the clothing and retail industry and christian fischer an austrian with experience in the winter sports goods business\n",
            "according to the act universities can now acquire private funding\n",
            "following its strategy tikkurila has established a fully owned sales company too tikkurila in almaty kazakhstan for marketing decorative paints under the finnish tikkurila brand and the russian teks brand\n",
            "asian traffic declined by 3.4 per cent\n",
            "ahlstrom is 5700 employees serve customers via sales offices and production facilities in more than 20 countries on six continents\n",
            "raute headquartered in nastola finland is a technology company serving the wood products industry worldwide\n",
            "consumer products manufacturer fiskars corp. will open a distribution and warehouse center in southaven creating 100 jobs\n",
            "according to latest information benefon will launch its twig device on 20 september 2006\n",
            "atria will also buy the shares of kauhajoen teurastamokiinteistot oy (kauhajoki slaughterhouse property)from itikka co operative\n",
            "the joint venture will invest about 500000 in production technology straight away\n",
            "he will report to capman plc is ceo heikki westerlund\n",
            "the price will be specified at the completion date\n",
            "a total of $78 will be invested in the project\n",
            "finnish it consultancy satama interactive oyj said on november 13 2006 that jarmo lonnfors took up the position of ceo\n",
            "1 p.. central office of nordea bank 19 3-ya ulitsa yamskogo polya building 1 telephone: 495 777-34-77 ext. 3932 3931 03.02.2011 unimilk egm 03-04.02.2011 xvi international business summit food business russia 2011 will take place\n",
            "128538 shares can still be subscribed for with series e share options max\n",
            "15 november 2010-finnish energy company fortum oyj hel: fum1v said today it and partners started negotiations to establish a new operating model for energy supply in the turku region of western finland\n",
            "561470 new shares under 2003 option rights plan packaging company huhtamaki oyj reported on monday that a total of 561470 new shares of the company have been issued based on share subscriptions under its 2003 option rights plan\n",
            "a meeting for the media and analysts will be held on the same day at 10:30 a.. at stonesoft headquarters in helsinki italahdenkatu 22 a. the interim report will be presented by stonesoft is ceo ilkka hiidenheimo\n",
            "a meeting of glisten shareholders to vote on the bid will be held on 12 march\n",
            "a. le coq had a market share of 41.3% and rival beverage group saku 32.1%\n",
            "about 36% of this came from aspo chemicals 39% from aspo shipping and 25% from aspo systems\n",
            "absolut bank is exploring the possibility of further borrowing\n",
            "aker yards finland will begin using chinese subcontractors at its finnish shipyards\n",
            "finnish plumbing and heating systems supplier uponor is temporarily laying off its whole workforce in finland for two weeks as of mid july 2009\n",
            "finnish property investment company citycon plans to issue directed subordinated convertible bonds to institutional investors\n",
            "in finland hamina cargo terminal of finnish nurminen logistics has purchased a warehouse with ground lease rights in the port of hamina\n",
            "in finland metal sector company componenta is laying off temporarily the staff of its pori mill from christmas 2008 till 6 january 2009\n",
            "the largest construction company in finland yit corporation is to acquire 70% of the shares in the slovak construction company reding bratislava\n",
            "according to aktia asset management finnish analysts ' forecasts for 2009 are still too high\n",
            "according to business media reports usmanov planned to transfer his megafon stake to the state controlled svyazinvest in exchange for a stake in the merged rostelecom\n",
            "according to gallup food and farm facts beef consumption totaled 99 kilos in finland in 2007\n",
            "according to him construction work will start in spring 2007 and the facility is to be commissioned in spring 2008\n",
            "according to soosalu particular attention was paid to residents privacy and security in the design of the aleksandri street building\n",
            "according to statistics by the finnish maritime administration shipping did not increase much in january august 2009 however\n",
            "according to the company a decision in the issue will be made in the summer of 2010 at the earliest and in the summer of 2011 at the latest\n",
            "according to the company the lay offs will be temporary\n",
            "according to the finnish russian chamber of commerce all the major construction companies of finland are operating in russia\n",
            "according to the report elisa is and dna is joint market share of finland is telecom market is 59%\n",
            "after that the two companies sat down and sewed up the present deal\n",
            "after the sale savcor group ltd will comprise savcor art a corporate function and an investment in cencorp corporation\n",
            "ahlstrom is 5800 employees serve customers via sales offices and production facilities in more than 20 countries on six continents\n",
            "ahlstrom is share is quoted on the nasdaq omx helsinki\n",
            "ahlstrom is share is quoted on the nasdaq omx helsinki\n",
            "airbus will attempt to evacuate up to 873 people within 90 seconds\n",
            "alexandria va. june 7-michael g. williams of newbury park calif. has developed a network device\n",
            "all rights reserved\n",
            "alma media holds 70% of this company the remaining shares being owned by the company is key employees\n",
            "almost the entire office building will be occupied by metso\n",
            "also westpac is to issue a benchmark 18 month frn deal in euros\n",
            "also the development of online businesses will continue\n",
            "altimo previously agreed a similar deal with telenor to merge their stakes in vimpelcom and kyivstar gsm\n",
            "as a part of the agreement 10 employees from the john deere forestry documentation functions will transfer to dokumentori oy\n",
            "as a result a total of 82 employees would be given notice\n",
            "as a result of the transaction sanoma budapest has acquired a stake in the online store egeszsegbolt\n",
            "as an alternative to the share exchange panostaja offers a full cash consideration at the value of 1.27 $1.7 per share\n",
            "as part of the reorganisation measures that will take place in spring 2006 tamglass finton will start personnel negotiations that will affect its entire staff of 33\n",
            "at 10.58 am outokumpu declined 2.74 pct to 24.87 while the omx helsinki 25 was 0.55 pct higher at 2825.14 and the omx helsinki added 0.64 pct to 9386.89\n",
            "at 9:00 eet alma media is annual report for 2009 is scheduled to be published in calendar week 9\n",
            "at end august sampo was nordea is biggest shareholder with a 20.6% stake followed by the state with 19.9%\n",
            "at first solteq is services to companies operating in the st. petersburg area will include maintenance and material management systems and data collection solutions\n",
            "autotank group is part of aspo is systems division\n",
            "basware einvoices oy will be merged into the parent company during the present fiscal period\n",
            "because the application can be considered as a hacking application it is classified by f secure as riskware\n",
            "before fki john jiang has worked in several general manager or senior business consultant positions for international companies in china\n",
            "benefon is target is to lay off temporarily of permanently up to 20% of the salo plant is staff\n",
            "besides pit produkt will enter the new segments\n",
            "bids or offers include at least 1000 shares and the value of the shares must correspond to at least 4 000\n",
            "capman made its initial investment in onemed in june 2006\n",
            "capman said the deal is effect on its cash flow for 2009 totals 3.4 but the transaction would not affect its financial results for 2009 as it was executed at fair value\n",
            "catalysts segment includes refinery catalysts and polyolefin catalysts product categories\n",
            "componenta is a metal sector company with international operations and production plants located in finland the netherlands sweden and turkey\n",
            "comptel corporation sami ervio president and ceo distribution: nasdaq omx helsinki major media comptel dynamic oss solutions enable telecom service providers to deliver services flexibly and charge them effectively\n",
            "consisting of seven interconnected units mega image is logistics center will be 347 metres in length and 12 metres in height\n",
            "construction work on the helsinki music centre is to start this autumn with the total cost of the project estimated at 140 euros\n",
            "copyright afx news and afx financial news logo are registered trademarks of afx news limited\n",
            "cramo headquartered in vantaa finland rents construction machinery and equipment as well as rents and sells modular space\n",
            "currency conversions are based on exchange rates at the time of the deal\n",
            "currently the terminator lures are produced in a subcontract facility in mexico but the manufacturing will be transferred to rapala is factory in shenzhen china\n",
            "destia oy is a finnish infrastructure and construction service company building maintaining and designing traffic routes industrial and traffic environments but also complete living environments\n",
            "digia will also set up two subsidiaries digia norway as and digia usa inc.\n",
            "dutch publisher de vijver said today it has agreed to buy a 49% stake in belgian weekly magazine humo from finnish media company sanoma hel: saa1v\n",
            "each share is entitled to one vote\n",
            "each year the dividend is deducted from the subscription price\n",
            "earnings per share eps amounted to 0.01\n",
            "earnings per share were –0.04 –0.06\n",
            "elcoteq has a global network of after market service sites which have a long experience in serving consumer electronics and systems solutions customers\n",
            "elcoteq se is listed on the nasdaq omx helsinki ltd.\n",
            "electronic versions require hours as each copy is customized to the client with digital controls and custom watermarks\n",
            "elisa corporation will disclose its financial statements for 2006 on thursday 8 february 2007\n",
            "empresa de desarrollo urbano de quito innovar uio ecuador has commissioned poyry to prepare a feasibility study for a new urban rapid mass transit system\n",
            "erkki jarvinen president of rautakirja and the head of the sanoma trade division will leave his current tasks in spring 2009 for a similar position outside the sanoma group\n",
            "ethanol would be made from barley and production could start in 2008\n",
            "exel composites in brief exel composites is a technology company which designs manufactures and markets composite profiles and tubes for industrial applications\n",
            "exel is headquartered in mantyharju in finland\n",
            "facades in riga 8 march 2010-finnish construction company yit oyj hel: yty1v said today that it will build the frame and the facades in a tower construction project in riga\n",
            "fancy dans on the move fab glasgow gift and interiors store fancy dans is moving !\n",
            "financial statements include the consolidated financial statements of the group the board of directors ' report the auditors ' report and the corporate governance statement\n",
            "financialwire tm is not a press release service and receives no compensation for its news opinions or distributions\n",
            "finnair expands: finnair plans to add more flights on routes to hong kong india and russia\n",
            "finnish food company raisio oyj hel: raivv said today it will buy british snacks and confectionery company big bear group plc for an enterprise value of 95.3 usd 129.9\n",
            "finnish industrial group ruukki group plc omx helsinki: rug1v said on friday 14 november that its furniture business segment incap furniture has concluded personnel negotiations that were started at the end of september\n",
            "finnish metal components supplier componenta on december 26 2006 applied for approval with the turkish capital markets board to launch a mandatory offer for the remaining shares in iron and aluminium castings producer doktas dokumculuk\n",
            "finnish sampo rosenlew manufactures approximately seven forest machines monthly and about half of machines are exported\n",
            "finnlines has six ships under construction in china with deliveries scheduled between the first quarter of 2011 and the final quarter of 2012\n",
            "finnlines will announce in week 17 of 2006 what measures it will take to tackle the situation\n",
            "firm 28 october 2009-finnish lifting equipment maker konecranes oyj hel: kcr1v said today it acquired us machine tool solutions unlimited in cincinnati ohio for an undisclosed sum\n",
            "following the issue the new shares will constitute 10% of the firm is capital\n",
            "for the purposes of the possible acquisition pkc would establish a subsidiary in poland\n",
            "founded in 1923 finnair is one of the world is oldest airlines and flies to 60 destinations with a fleet of 63 aircraft employing 9500 people\n",
            "geosentric is acquiring extra financing by issuing a maximum of 220000 new shares and a convertible bond with subscription rights for 880000 shares which have been fully subscribed\n",
            "glaston is share gla1v is listed on the nasdaq omx helsinki mid cap list\n",
            "growth is expected to continue in 2008\n",
            "gypsii service supports ten different languages including korean and russian\n",
            "he confirmed his view on july 6\n",
            "he is a member of the board of numerous com panies and a shareholder of the boardman ltd board specialist net work\n",
            "helsinki afx cargotec said it has bought a 95 pct stake in indital construction machinery ltd a bangalore based company that makes fork lift trucks and mobile cranes for an undisclosed sum\n",
            "helsinki afx cramo said it has agreed to sell cramo nederland bv cnl its dutch machinery and equipment rental unit to jaston groep for an undisclosed sum\n",
            "helsinki based componenta bought turkish listed company doktas in october 2006 for 89 euros making it the largest finnish investment in turkey to date\n",
            "however the offering will probably not be made at the current valuation which partly derives from the deal in which the company was merged into a stock market shell\n",
            "huhtamaki oyj stock exchange release 16.9.2008 at 13.32 huhtamaki is capital markets day for institutional investors and analysts is held in espoo september 16 2008 starting at 13.30 pm finnish time\n",
            "i can say categorically no ' wahlroos was quoted as saying by the paper when asked about sampo is interest in making a bid for rsa\n",
            "if honkarakenne starts production there it will need a partner for sawmill operations\n",
            "in addition nine fixed term employment contracts will not be extended and two people will leave the company under pension arrangements\n",
            "in addition the existing service counter area in the reception hall will be rebuilt and access provided to local rail connections\n",
            "in addition a reduction of nine persons will be made through pension or other arrangements the company added\n",
            "in future the plant will focus on the production of flange profiles for wind farm towers\n",
            "in return the new york based private equity firm will receive a 51% stake in the latvian it and telecom group\n",
            "in the baltic countries atria is target is organic growth\n",
            "incap corporation stock exchange announcement 29 april 2010 at 1 p.. invitation to a news conference on incap interim report q1-2010 incap will publish its interim report for january march 2010 on wednesday 5 may 2010\n",
            "india is high on our priority since business links between our two countries is also expanding '' tornstrom said\n",
            "ionphase is second major owner is venture capital firm aura capital\n",
            "iso omena is based in the matinkyla district of the southern part of the city of espoo southern finland\n",
            "it moved into the no. 2 spot in 2000 when it merged steel operations with avesta sheffield to form avestapolarit\n",
            "itg is share in the deal is estimated at some 500000 $627000\n",
            "its customers include local companies slo oy kiilto oy toptronics oy normark suomi oy pellonpaja oy and mansner oy\n",
            "ixonos estimates that it will hire 20 specialists in mechanical engineering electronics design and r&d for its new unit in jyvaeskylae by the end of 2009\n",
            "jensen njastein and mike critch the head of dovre north america business unit will report to toivola\n",
            "jukka hienonen the current finnair ceo will step down at the end of january 2010\n",
            "kemira headquartered in helsinki finland is an international chemicals group comprising the business areas kemira pulp & paper kemira water kemira specialty and kemira coatings\n",
            "kemira is partner in the project is st. petersburg water works\n",
            "kershaw takes up the position with immediate effect from her previous role as marketing manager of sankey home & garden products\n",
            "kone is listed on the nordic exchange in helsinki\n",
            "l&t is operative in finland sweden latvia russia and norway\n",
            "last week however nokia announced that it will pursue a long term relationship with microsoft and make the windows phone 7 operating system the foundation for nokia mobile phones\n",
            "latvia is stockmann shopping mall is a subsidiary of finland is stockmann plc.\n",
            "leed is an internationally recognized green building certification system developed by the u.s. green building council\n",
            "london afx fortum said it has agreed to sell its industrial maintenance service operations to funds managed by capman for an undisclosed sum\n",
            "china unicom nyse: chu hkse: 0762 and shse: 600050 the second largest mobile carrier in the country\n",
            "maximum amount of terminations in finland is 40 employees the company added\n",
            "measures will be launched immediately and are due to be finalized in the first quarter of 2010\n",
            "metsa botnia will finance the payment of dividends the repayment of capital and the repurchase of its own shares with the funds deriving from its divestment of the uruguay operations and shares in pohjolan voima and by utilising its existing financing facilities\n",
            "metso is delivery will include a complete coated board line with related air systems and two winders\n",
            "mobile data transfer is expected to increase explosively in the lte era\n",
            "most of the dividend will go to the grimaldi family\n",
            "mr bakman sees also expansion options on the tallinn helisnki link claiming however that operating the link with only a single ship is not enough\n",
            "real corporation press release on 3 november at 10:35 am real corporation was the second best company in the materials sector including e.g. forest industry companies in the carbon disclosure leadership index cdli nordic report 2009\n",
            "nastola axe 14 jobs 16 february 2010-finnish wood products technology firm raute oyj hel: rutav said today that it will transfer to nastola southern finland the production of its jyvaskyla plant which will affect 14 people\n",
            "neste shipping is the most likely to remain finnish as the oil sector and its transports are significant for emergency supply\n",
            "net investment income\n",
            "no compensation for its news opinions or distributions\n",
            "no financial details were available\n",
            "no financial details were disclosed\n",
            "no financial details were provided\n",
            "no financial details were reported\n",
            "no more waste burning facilities should be built\n",
            "no price was given for the transaction which merges two london companies that have worked together on a number of projects including delivery of timetables for britain is national express east coast rail networks\n",
            "no pricing details were disclosed\n",
            "nokia said it still expects to sell 150 more symbian devices in years to come giving an indication of how it expects the phone 7 handoff to work\n",
            "nordea bank estonia is part of the largest financial group in the nordic countries\n",
            "of the company is net sales 38% was acquired in finland 21% in other european countries 40% in asia and 1% in the us\n",
            "officials did not disclose the contract value\n",
            "on dec. 1 grimaldi acquired 1.5 shares and a 50.1-percent stake in finnlines\n",
            "operating cash flow after investments totalled 61.3 compared to 75.3 in the corresponding period in 2007\n",
            "oriola kd expects its invoicing in 2008 to be higher than the comparable invoicing of 2007\n",
            "otherwise the situation is under control\n",
            "our customers come from the following countries: uk usa spain france italy germany china hong kong sweden norway netherlands austria belgium switzerland czech republic finland canada russia ukraine denmark ireland south korea and liechtenstein\n",
            "our customers come from the following countries: uk usa spain france italy germany china sweden norway netherlands austria belgium switzerland czech republic serbia finland canada russia ukraine portugal denmark ireland south korea estonia and liechtenstein\n",
            "our in depth expertise extends to the fields of energy industry urban & mobility and water & environment\n",
            "particular attention is being paid to energy efficiency in the construction of the building as it is designed to meet the requirements of energy class b and leed certification will be applied for\n",
            "paychex has more than 100 offices serving approximately 554000 payroll clients nationwide as of may 31 2009\n",
            "payment of shares shall be effected on subscription\n",
            "pcs digital guatemala has been using tecnomen is prepaid system in telgua fixed networks as well as code division multiple access or cdma and global system for mobile communication or gsm since 2003\n",
            "poyry is a global consulting and engineering firm focusing on the energy forest industry and infrastructure & environment sectors\n",
            "poyry is a global expert in consulting and engineering\n",
            "price talk is in the ibor plus 2 bps area and the sole lead is citigroup\n",
            "product deliveries will not be interrupted the refiner said giving no financial details\n",
            "production is scheduled to start by the end of april 2007\n",
            "protalix has $42 in cash and no sales\n",
            "public services will also be available\n",
            "published by globes online israel business news www.globes online.com on november 16 2009 -_ copyright of globes publisher itonut 1983 ltd. 2009\n",
            "ramirent finland is the domestic unit of machinery rental company ramirent oyj hel: rmr1v\n",
            "raute is listed on the nordic exchange in helsinki\n",
            "registration is required\n",
            "related links: flexiblebaseloadoperation thewartsila32generating set gasconversions this is the shorter of two versions of this press release\n",
            "runway visual range is a calculated assessment of the distance that a pilot can see down a runway\n",
            "salcomp is charger manufacturing plant in india is located in the nokia telecom park in the state of tamil nadu in the eastern part of india\n",
            "saunalahti is a part of the elisa group\n",
            "says brian burton head of it security vodafone uk\n",
            "seller is the finnish elcoteq group the largest european electronics manufacturing services company\n",
            "solteq plc announcement 16.12.2010 share repurchase 16.12.2010 in the helsinki stock exchange solteq plc now holds a total of 486.969 shares including the shares repurchased on 16.12.2010\n",
            "some of the most recent technology deliveries include refinery technology to anrak aluminium an iron ore pelletizing plant to tata steel and iron ore sintering plants to bhushan steel\n",
            "sponda plc is annual general meeting decided on 23 march 2005 to establish a shareholders ' nomination committee to prepare proposals for the annual general meeting in 2006 on the composition of the board of directors and their remuneration\n",
            "srv will also build an aqua park with wellness area a restaurant and a multifunctional ice arena\n",
            "ssh communications security corporation is headquartered in helsinki finland\n",
            "ssh communications security corporation is headquartered in helsinki finland\n",
            "status: agreed\n",
            "steek which was set up in 2002 is based in bordeaux southwestern france\n",
            "stockmann plc company announcement february 20 2007 at 13.40 an annual summary of stockmann is stock exchange and financial press releases in 2006 is available on the company is website at the address www.stockmann.com\n",
            "stora enso a global paper packaging and wood products company and neste oil a finnish company engaged in the refining and marketing of oil have inaugurated the demonstration plant at varkaus finland for biomass to liquids production utilizing forestry residues\n",
            "stuk today is a full service house expert in radiation and nuclear safety issues\n",
            "suomen paikallissanomat oy is part of alma media group and it currently publishes 15 local newspapers across finland\n",
            "talvivaara is listed on the london stock exchange main market and nasdaq omx helsinki and is included in the ftse 250 index\n",
            "tecnotree is convergent charging solution includes functionality for prepaid and post paid billing charging and rating of voice calls video calls and raw data traffic for both mobile and fixed networks\n",
            "telecom has a foreign investment limit of 74% but it appears that mobile vas does not which means that tecnomen can pick up as much as 96.6%\n",
            "teleste bk optiflex amplifier products will be used in ongoing capacity upgrade of kdg is network to bi directionality\n",
            "teleste has some 30 offices worldwide and is listed on the nordic exchange in helsinki\n",
            "teleste was set up in 1954 and is divided into broadband cable networks and video networks business areas\n",
            "the 2500-passenger ferry will have dimensions of 185 length overall 170 length between perpendiculars 27.70 breadth and 6.55 design draught\n",
            "the acquisition price was not disclosed\n",
            "the aforementioned shareholders have informed that they will propose to the annual general meeting that the number of members of the board of directors shall be five and that besides the present members of the board of directors also mr lassi noponen shall be elected to the board of directors\n",
            "the aim of the ceo is q&a sessions is to give further clarity on information which has been made public already earlier\n",
            "the board of directors was authorized to decide on other terms of the share issue\n",
            "the bridge will be 1.2 km long and is located between anasmotet by the road e20 and the new traffic junction in marieholm by the road e45\n",
            "the buildings with about 40 condominiums each will be built in 4 or 5 stages\n",
            "the business area has operations in finland sweden denmark estonia latvia and lithuania\n",
            "the buyer is real estate owner propertos oy but the companies have agreed not to disclose financial details of the deal\n",
            "the capital structure of solidium may be complemented by other financial instruments in the future\n",
            "the category was marked by maturity and the recession\n",
            "the chain is to unite centres by the end of 2008\n",
            "the company has some 410 employees and an annual turnover of 65.4 . vaahto group is listed on the nordic exchange in helsinki\n",
            "the company is also seeking possibilities to relocate the luumaki personnel some 50 people to other upm mills\n",
            "the company offers payroll services including payroll processing payroll tax administration and employee pay services including direct deposit check signing and readychex\n",
            "the company operates its business through two reportable segments including banking and investment services and non life insurance\n",
            "the company is board of directors has proposed a dividend of 0.12 per share for 2006\n",
            "the company is board of directors will propose a dividend of 0.14 for 2008 at the annual general meeting\n",
            "the company is plant in russia will continue to make tyres for its near markets while the plant in nokia in finland will manufacture tyres for other markets\n",
            "the company is share is listed in the mid cap segment of the nasdaq omx helsinki\n",
            "the company is share is quoted on nasdaq omx helsinki rautaruukki oyj: rtrks\n",
            "the company is us subsidiary vaisala inc. acquires aviation systems maintenance inc asmi a kansas u.s. based airport service company with over 2.6 usd net sales in 2008\n",
            "the company said that it has started to investigate streamlining its operations in order to meet the tightening competition on the mobile phone charger market\n",
            "the company then said it will focus its resources on clinical research\n",
            "the company turnover amounted to 27.9 in 2007\n",
            "the company website is www.ahlstrom.com\n",
            "the company will be part of teleste is video and broadband solutions business area\n",
            "the company will publish its financial statement for 2008 on february 25 2009\n",
            "the company will release its 2010 results on 11 february 2011\n",
            "the company will use the money for product development and research activities through 2013 in its key markets finland germany italy and france\n",
            "the continued operations mean the structure after the restructuring of the aspocomp group including aspocomp oulu and the headquarter operations\n",
            "the contract covers turnkey deliveries to all five airports operated by the authority john f kennedy laguardia newark teterboro and stewart international\n",
            "the contract includes heating plant equipment and associated installation work\n",
            "the contract involves refurbishing the bathrooms of 189 units as well as re plumbing their water and sewer pipes\n",
            "the contracts comprise turnkey orders for roro systems for two roro cruise vessels under construction for viking line and tallink\n",
            "the cost of the deal could range from 70 to 90 euros depending on the financial results of the two companies in 2008 the statement says\n",
            "the cranes would be installed onboard two freighters ordered by singaporean ship owner masterbulk\n",
            "the customers will have an access to integrated propeller and gear packages from one source\n",
            "the deal is subject to approval by the norwegian competition authorities\n",
            "the deal means that ten persons in three countries will transfer to tieto\n",
            "the deal will have no significant effect on the acquiring company is equity ratio\n",
            "the deliveries are scheduled for the summer and autumn of 2008\n",
            "the development of the technological park which will specialize in telecommunications and information technologies is part of the state program for the formation of technoparks for hi tech sectors in russia\n",
            "the e commerce site and flagship will be managed by marimekko north america retail llc a subsidiary established in the u.s. last year\n",
            "the final price will be specified by 14 may 2010 the acquiring company said\n",
            "the finland based company says it will move into an existing 260000-square foot facility in september\n",
            "the finnish business delegation includes representatives from over 20 companies that include nokia corp finnfund outokumpu oyj oko bank alteams oy and cargotec corp.\n",
            "the finnish company is building a 800000 mt year biodiesel plant in singapore\n",
            "the firm is uk head office is in rugby road lutterworth\n",
            "the first group of customers to be trained will be paint shop owners and their assistants\n",
            "the first stage of the contract covers 133 stores and 600 cash registers\n",
            "the fish content of the nuggets is 85% and the fish comes from canada and finland\n",
            "the following information was released by comptel: tomorrow the chairman of the federal communications commission is scheduled to deliver the national broadband plan to congress\n",
            "the front surfaces of these valve plates are directed towards each other\n",
            "the ground barleycorn has been fully produced in finland and will be available in stores as of the beginning of 2010\n",
            "the implementation of the deal is subject to the approval by the finnish competition authority\n",
            "the inaugural speech will be given by hannu kyrolainen finland is ambassador to the czech republic\n",
            "the increase range will vary up to 10%\n",
            "the initial estimated total value was 1744900 and the final award value was 1744900 eur\n",
            "the internal revenue service sees about 20% of all taxpayers wait until the last two weeks to file with about 40 returns filed in april\n",
            "the latest date for registration is on 4 april 2006\n",
            "the lay offs will affect 240 people out of the total 320 okmetic employees in finland\n",
            "the line 4 will run fully underground and will comprise 10 stations which will be executed in two implementation stages\n",
            "the majority of the company is personnel in finland is temporarily laid off from one to six weeks in the period from february to june 2009 period\n",
            "the mall will be financed on a parity basis by pearl plaza llc the joint venture company established by the chinese investor shanghai industrial investment holdings co ltd and srv group\n",
            "the maximum amount of the capital loan will be 30 and the minimum subscription 10 000\n",
            "the maximum number of new shares to be offered is 22\n",
            "the measures taken will cause one time costs during the final part of 2006\n",
            "the mill will have capacity to produce 500000 tonnes of pulp per year\n",
            "the money will be spread mainly over 2011 and 2012 the company said\n",
            "the natural source of isoprene is the tree species hevea brasiliensis also known as the rubber tree\n",
            "the new activity will incur an investment of about 5\n",
            "the new company will likely hold an ipo on the nyse or another international stock exchange according to altimo which manages the alfa group is telecommunications assets and teliasonera is agreement which has been published on the website of the u.s. securities and exchange commission\n",
            "the new majority owners of aspocomp thailand co. ltd are certain private persons belonging to immediate circle of aspocomp is present joint venture partner saha pathana inter holding plc.\n",
            "the new organization consists of two business units: charging & messaging and finance & administration\n",
            "the new sepa cads will replace finnish bank cards\n",
            "the order comprises all production lines for a plywood mill company said in a statement received by lesprom network\n",
            "the order comprises four ball mills which will be organized in two different streams for treating ore in the pilanesberg platinum mine\n",
            "the order includes a new crecent former headbox and reel\n",
            "the output of the contracts totals 72 mwe\n",
            "the parties have agreed not to disclose the price of the deal the group said in a press release\n",
            "the parties have agreed not to disclose the transaction value\n",
            "the payment date is march 25 2010\n",
            "the plans will result in the introduction of new and highly specialized manufacturing methods and also entail changes to personnel at the facility\n",
            "the platform is based built on intel s second generation mid platform called moorestown\n",
            "the price of the 10000 kroon par value bonds was 966351 kroons in the primary issue\n",
            "the proposal by the board of directors on the issuance of option rights will otherwise correspond to the proposal by the board of directors in the notice to the general meeting\n",
            "the purchase sum is about 10 us$12.97\n",
            "the recruitment is related to the relocation of stora enso is research operations to karlstad central sweden\n",
            "the remote radio head module will be available at 4w power for 2.5 ghz and 3.5 ghz tdd frequency bands\n",
            "the report examines the medical equipment business structure and operations history and products and provides an analysis of its key medical equipment revenue lines\n",
            "the restructuring measures will not affect the production of packaging printing material\n",
            "the sale comprising the margarine business in finland and poland follows the approval of the polish competition authorities earlier in october\n",
            "the sale of savcor face to cencorp will result in a profit or loss which can not yet be determined owing to factors including the valuation of the consideration shares to be received and prevailing exchange rates\n",
            "the sale will be finalized in september or october the company said\n",
            "the share capital of alma media corporation business id is 44767513.80 and it is divided into 74612523 shares\n",
            "the shares subscribed for under the stock options were registered in the trade register on 20 january 2011 as of which date the new shares will establish shareholder rights\n",
            "the ship cranes which will be manufactured by macgregor is partner plants in china will be delivered between for vessels ordered by chinese cosco german peter dohle and hong kong based cido shipping\n",
            "the ship unloader is totally enclosed along the entire conveying line to the storage facilities\n",
            "the site will cover over six hectares\n",
            "the study was not designed to enable formal statistical evaluation of therapeutic activity the company said\n",
            "the transaction will take place without payment of merger consideration\n",
            "the unit is planned to be operational during the second half of 2007 and in full stream in 2008\n",
            "the wireless industry is bracing itself for the iphone which will launch on june 29\n",
            "their offering also covers localisation services related to production transfer to the finnish company is customers that already have production in asian market or have made the decision to transfer production there\n",
            "there are currently some ten shops selling tikkurila is paints in kazakhstan and more shops will be opened continuously\n",
            "there have been 15 initial public offerings announced in sweden this year compared with two during the same period a year earlier bloomberg data shows\n",
            "they both will report to oriola kd is chief executive officer eero hautaniemi\n",
            "this is the company is first contract abroad\n",
            "this release is not an offer of securities for sale into the united states or elsewhere\n",
            "this solution is an extension to the existing online mediation solution delivered earlier by comptel and ibm\n",
            "through its partnership with finnish paulig is danish subsidiary oscar puljonki acquired a sales organization in the european market\n",
            "tieto in latvia is represented by it services companies tietoenator alise and tietoenator which has operations in the industries of financial services cards retail and logistics and it outsourcing and managed services\n",
            "together with latvia cramo will operate 54 rental outlets in the baltic states\n",
            "two other sites will be included later on\n",
            "under a preliminary estimation the technology park will measure about 50000 square meters\n",
            "under the changes envisaged hk ruokatalo would reduce its number of industrial places of business in finland from eight to six\n",
            "upon completion of the sale proha would get some usd12.7 for its stake in artemis\n",
            "valga lihatoostus markets its products under the maks & moorits trademark\n",
            "we know that it exists '' artemyev said\n",
            "we offer our customers solutions based on renewable raw materials\n",
            "when dialing in the participants should quote 877417 as conference id\n",
            "work on the assignment has already started and is due for completion in spring 2011\n",
            "yesterday legrand issued its e300 fixed rate deal maturing 2017\n",
            "yvonne jones is owner of chameleon interiors\n",
            "zao yit moskovia builds housing in moscow and its surrounding cities\n",
            "bawag is to issue a benchmark covered deal\n",
            "jvc will stop producing dvd players in brazil: jvc do brazil a subsidiary of japan is jvc group announced it will stop the production of dvd players in brazil\n",
            "swedbank hypotek is to issue a benchmark fixed rate covered deal in euros maturing january 2010\n",
            "argentine agricultural export company calafate has tapped compatriot firm finnegans for a software solution the latter company said in a statement\n",
            "finnish printed circuit boards pcbs maker aspocomp group oyj said on december 4 2006 it named henry gilchrist senior vice president of the group is asian operations as of january 8 2007\n",
            "19 may 2010-finnish company lemminkainen oyj hel: lem1s said today that it will construct an office building at toolonlahti in downtown helsinki without disclosing financial details\n",
            "25 november 2010-finnish paints and coatings company tikkurila oyj hel: tik1v said today that finnish state owned investment company solidium oy sold its 14.7% stake in the company for a total of 98\n",
            "26 january 2011-finnish software solutions provider basware hel: bas1v said yesterday it adjusted its strategy and goals for the next four years with focus on international growth mainly via acquisitions\n",
            "26 november 2010-finnish sports equipment maker amer sports oyj hel: ameas said today it has obtained a 30 schuldschein note loan from a pool of international investors\n",
            "3 january 2011-scandinavian lenders sampo bank hel: samas pohjola bank hel: poh1s and svenska handelsbanken sto: shb a have provided a 160 usd213 line of credit to lemminkainen oyj hel: lem1s the finnish construction firm said on friday\n",
            "a coker crane will be supplied to tesoro corporation is golden eagle refinery in martinez california while a similar crane will be delivered to bp is castell refinery in spain\n",
            "a few employees would remain at the oulu plant in support functions for other group units\n",
            "a huge issue for us is the button placement\n",
            "a merger between upm and finnish swedish stora enso is not likely either\n",
            "a paper mill in the central maine town of madison soon will have a new owner\n",
            "a total 30% of the order value was booked in the fourth quarter of 2009 and the remainder will be booked in the second quarter of 2010\n",
            "a total of 131000 talvivaara mining company plc is new shares were subscribed for during the period between may 1 2010 and june 30 2010 under the company is stock option rights 2007a\n",
            "a total of 38244 new citycon shares with a nominal value of 1.35 per share were subscribed on 19 april exercising the a b c options based on the company is stock option plan 1999\n",
            "a total of 750330 new citycon shares with a nominal value of 1.35 per share were subscribed in december exercising the a b c options based on the company is stock option plan 1999\n",
            "abn amro capital has agreed to sell its helsinki based designer homeware producer iittala oyj to crosstown consumer products group fiskars corp. for 230 to 235 $310 to $316\n",
            "according to preliminary information by the finnish forest industries federation imports of roundwood to finland increased to about 20 m3 in 2005 representing an increase of 15% from 2004\n",
            "finland based stockmann group has closed seven franchising sports stores nike in russia\n",
            "finnish ac drives manufacturer vacon is acquiring the ac drives business of tb wood is part of the us group altra holdings\n",
            "finnish beverage company olvi is one of the last listed companies in finland that has not yet published its financial result for the second quarter of 2009\n",
            "finnish department store group stockmann is planning to acquire about 141 through a directed issue and a rights offering\n",
            "finnish kemira group is ceo lasse kurkilahti says the group is structural reorganisation will continue for at least a year\n",
            "finnish power company fortum reports 89% of its electricity was generated without carbon dioxide emissions in 2007\n",
            "finnish rautaruukki is engineering division ruukki engineering will re organise its operations in the mo i rana plant in norway\n",
            "finnish stainless steel manufacturer outokumpu in degefors is planning to recruit new engineers in order to meet a retirement wave over the next few years\n",
            "in finland sampo bank now part of the danske bank group will lay off staff from the administrative and support functions\n",
            "private equity investor capman the owner of finnish lumene cosmetics company is planning to list lumene\n",
            "scanfil a systems supplier and contract manufacturer to the communications sector will give notice to 20 productional employees and temporarily lay off 15 employees at the company is plant in sievi in finland\n",
            "scanfil a systems supplier and contract manufacturer to the communications sector will start personnel negotiations in oulu in finland to lay off staff temporarily\n",
            "the finnish investment company sponda is conducting negotiations to acquire the business center dukat palace-2 located in the center of moscow from london & regional properties\n",
            "according to finnish fim bank alpro is price would be around 100 -150\n",
            "according to hk ruokatalo almost all the meat used by the company comes from finland\n",
            "according to olvi the company is already negotiating new agreements\n",
            "according to the announcement of the helsinki stock exchange the share of sentera shall be delisted from the nm list of the helsinki stock exchange accordingly\n",
            "activities range from the development of natural resources to the retailed marketing of finished products\n",
            "additionally information on business segments competitors and future outlook are provided\n",
            "additionally the company will terminate a maximum nine salaried and senior salaried employees ' employment contracts\n",
            "additionally the company will use the solutions to automate the preparation of financial statements according to ifrs standard\n",
            "affecto has participated in the program for the development of the norwegian pension system since 2007\n",
            "affecto will provide a new efi data warehouse and reporting solution behavioural scoring system supporting operational decision processes and data migration from old legacy systems to the new efi system\n",
            "affectogenimap builds highly customised it solutions for its customers in finland and the baltic countries\n",
            "after 1 april 2007 cencorp will not have any own employees in the territory\n",
            "after buying eukor car carriers 50% stake grimaldi group is now the sole owner of the swedish roll on roll off port of wallhamn\n",
            "after completion of the acquisition poyry is oil and gas expertise will cover multi discipline engineering and consulting services across the complete oil and gas asset lifecycle including deepwater engineering services\n",
            "after the restructuring upm is average paper machine capacity in europe will be 320000 tons 350000 short tons in coated magazine paper and 420000 tons 460000 short tons in coated fine paper\n",
            "after the transaction real will own 30% in metsa botnia and upm-17%\n",
            "after the transaction tikkurila has no powder coatings related operations\n",
            "ahlstrom corporation stock exchange announcement 23.4.2007 ahlstrom corporation will publish its first quarter financial results 2007 on friday april 27 2007 approximately at 8.30 a.. finnish time\n",
            "ahms will also offer hotel and hotel project consultancy management services brand franchise training and sales and marketing services on a pan india basis\n",
            "aktia forecasts finland is inflation at 1.1% in 2010\n",
            "aldata noted that its voice supply chain technology approach enables vdw to integrate with warehouse management systems\n",
            "aldata solution oyj stock exchange release 11 august 2006 at 11.00 am aldata shares subscribed for with 2003 stock options a total of 95000 new shares of aldata solution oyj have been subscribed for with the company is 2003a stock options\n",
            "alexandria va. dec. 17-reijo salovaara nastola finland has developed a veneer cutter\n",
            "alexandria va. dec. 19-united states patent no. 7853620 issued on dec. 14 was assigned to nokia corp. espoo finland\n",
            "alexandria va. dec. 22-united states patent no. 7854608 issued on dec. 21 was assigned to outotec oyj espoo finland\n",
            "alexandria va. jan. 9-united states patent no. 7862685 issued on jan. 4 was assigned to kemira chemicals inc. marietta ga.\n",
            "alexandria va. march 15-jaakko vilo of turku finland has developed a panel press\n",
            "alexandria va. may 23-matti harkonen and pentti sipponen both of espoo finland osmo suovaniemi of helsinki finland and tapani tiusanen of vantaa finland have developed a paper web press device\n",
            "alexandria va. oct. 23-hans otto scheck of espoo finland has developed a method of identifying remote radio units in a communication system\n",
            "alexandria va. oct. 6-united states patent no. 7804288 issued on sept. 28 was assigned to vacon oyj vaasa finland\n",
            "alma media corporation press release 15 march 2010 tyrvaan sanomat and paikallissanomat being bought by suomen paikallissanomat two local papers tyrvaan sanomat and paikallissanomat appearing in sastamala and its neighbouring municipalities are to be bought by suomen paikallissanomat oy\n",
            "also finnish industry investment a government owned investment company will participate in the project\n",
            "also in latvia we act as a partner for bakery customers in both production and product development\n",
            "also the city is insurance company if p & c insurance has said it will not pay compensation\n",
            "altogether capman employs approximately 150 people in helsinki stockholm copenhagen oslo moscow and luxembourg\n",
            "altona stated that the private company of altona chairman kevin maloney tulla resources would take up its entitlement in full\n",
            "an acquisition of teliasonera would be france telecom is biggest since its 2000 purchase of orange plc for 27.8 billion $55.1 billion and would create the world is fourth largest telecom company behind at&t inc. verizon communications inc. and ntt corp. of japan\n",
            "an earn out payment of up to 4.0 $5.3 can also be paid depending on intellibis financial performance in 2007\n",
            "an eu law on the issue may be introduced around 2010\n",
            "and earlier this month the company signed a deal with india based information technology services giant wipro technologies to transfer and sell its radio access related r&d activities in berlin\n",
            "another firm air liquide was exempted because it left the market in 1998\n",
            "apartments of yit home may be purchased in 5 regions of russia where yit subsidiaries carry out their activities: moscow and moscow region st. petersburg ekaterinburg kazan and rostov on don\n",
            "approximately sek 166 in repayments has been demanded for overcharging in the stockholm area with the remaining sek 87 taken from the western coast the inspectorate said\n",
            "arena partners oy is a development company for electronic business\n",
            "as a condition to the deal savcor alfa has to have bought photonium and akseli lahtinen inc. is business operations prior to the deal\n",
            "as a result the company has decided it will implement fixed term temporary lay offs\n",
            "as a result the company will temporarily lay off 25% of the whole personnel approximately 270 persons at kirkkonummi and nivala factories\n",
            "as a result of the negotiations the amount of employment contracts to be terminated is 13\n",
            "as a result of the negotiations the company will terminate total 5 employment contracts\n",
            "as of july 2 2007 the market cap segments will be updated according to the average price in may 2007\n",
            "as part of the agreement aspocomp will also give meadville a 10 pct slice of a subsidiary operating in oulu finland\n",
            "as part of the reorganisation pohjola insurance is 250 field staff for private customers will join the payroll of local cooperative banks from the beginning of october 2008\n",
            "as part of the reorganization kauko telko ltd will be divided into telko ltd leipurin ltd hamina terminal services ltd and kaukomarkkinat ltd.\n",
            "aspo is group structure and business operations are continually developed without any predefined schedules\n",
            "aspo serves demanding business to business customers\n",
            "aspocomp said it will spin off its chinese and indian units and some equipment from its salo plant in finland into a newly formed unit most of which it will then sell on to hong kong listed meadville\n",
            "at some point it will spread also to iran and iraq\n",
            "at the end of last week protalix biotherapeutics inc amex: plx published a prospectus for a first offering on amex of about 5% of its share capital\n",
            "at the end of march 2009 the company is loans amounted to 10.113\n",
            "at the moment there are approximately 20 vianor sales offices in russia\n",
            "automation makes it possible to conduct several tests simultaneously\n",
            "barclays plc lse: barc nyse: bcs credit agricole sa epa: aca cagr\n",
            "based on the design of previous handsets the nokia e72 and nokia e63 this symbian based model is promised to offer direct access to over 90 per cent of the world s corporate email through mail for exchange and ibm lotus notes traveler\n",
            "basware business transactions service enables the customer to receive and send invoices in an electronic format\n",
            "basware finances the acquisition with a bank loan\n",
            "basware invoice processing basware contract matching basware order matching and basware kpi reporting tool are part of the basware is enterprise purchase to pay product suite\n",
            "basware invoice processing basware contract matching basware order matching and basware kpi reporting tool are part of the basware is enterprise purchase to pay solution suite\n",
            "basware offers full support for all sap versions starting from sap 4.5\n",
            "beef imports fell slightly from 2006 to 14 kilos\n",
            "benefon will turn the salo unit into a b2b business unit and establish a b2c business unit in the uk\n",
            "berling capital umo capital and veikko laine are the biggest shareholders in amanda capital\n",
            "bluewin security is available as a monthly subscription\n",
            "blyk is launching first in the uk market in mid-2007 with other markets to follow\n",
            "body es vostok also owns stakes in power sales companies mosenergosbytbody rts: mssb 50.9% altaienergosbyt 100% saratovenergo rts: sare body 48.36% and tambov power sales company rts: tasb 49.01% all ofbodywhich it received from the distribution balance\n",
            "byline: tim moran cellular phone giant nokia corp. is offering $8.1 billion for digital map supplier navteq corp. of chicago\n",
            "capital base and capital adequacy measurement is based on approaches under basel ii\n",
            "capman with offices in helsinki stockholm copenhagen and oslo manages nordic buyout mezzanine technology life science and real estate funds with approximately 2.6 bn in total capital\n",
            "capman is first real estate fund which had a total investment capacity of 500 and closed in june 2005 invested in commercial properties in the helsinki metropolitan area\n",
            "cardona slowed her vehicle turned around and returned to the intersection where she called 911\n",
            "cargotec is brands hiab kalmar and macgregor are global market leaders in their fields and their solutions are used on land and at sea wherever cargo is on the move\n",
            "cencorp would focus on the development manufacture and marketing of standard products for production automation\n",
            "changes to the as built models from the design were communicated to the subcontractors to accommodate them into the steel and grc fabrication process\n",
            "choose from a giant countdown with red head or rainbow trout or the giant shad rap in perch color\n",
            "closing of such transaction took place today\n",
            "cohen & steers inc.: 5 534 530 shares representing 4.985% of the share capital and voting rights\n",
            "cohen & steers inc.: 5 534 626 shares representing 4.985% of the share capital and voting rights\n",
            "com and possibly also through photo msn\n",
            "companies evaluated in the report include aladdin ca f secure kaspersky marshal mcafee microsoft panda proofpoint sophos symantec trend micro tumbleweed and websense\n",
            "comptel corporation sami ervio president and ceo distribution: nasdaq omx helsinki major media comptel dynamic oss solutions enable telecom service providers to deliver services flexibly and charge them effectively\n",
            "connectivity services include outsourced scan and capture which transfers paper invoices into electronic format and basware business transactions service enables the customer to receive and send invoices in an electronic format\n",
            "consumption is forecast to grow by about 2%\n",
            "country: finland sector: construction real estate target: pohjolan design talo oy buyer: capman oyj vendor: ruukki group oyj deal size in usd: 102.6 type: divestment status: agreed\n",
            "country: switzerland sector: pharmaceuticals target: synosia therapeutics holding ag buyer: biotie therapies corp deal size in usd: 129.4 type: corporate acquisition financing: all stock status: closed\n",
            "cramo is a service company specialising in construction machinery and equipment rental and rental related services as well as the rental and sale of modular space\n",
            "cramo plc is a service company specialising in construction machinery and equipment rental and rental related services as well as rental and sale of modular space\n",
            "credit 20 november 2009-finnish glass technology company glaston oyj abp hel: gla1v said today it concluded a 74 revolving credit facility agreement with its core banks\n",
            "cs cabot exports 55% of its production mainly to goodyear bridgestone and michelin plants in poland as well as to germany is michelin or italy is pirelli through the company is logistics center in paris stefan said\n",
            "currently the plant operates on full capacity\n",
            "danske bank is denmark is largest bank with 3.5 customers\n",
            "decisions are to be made as quickly as possible\n",
            "deliveries by outotec will take place over 30 months\n",
            "deliveries of nokia 1112 nokia 2310 and nokia 2610 are expected to start in the second quarter of 2006\n",
            "delivery is due in the second half of 2011\n",
            "den bosch based tomtom is europe is largest maker of automotive navigation devices while cayman islands based garmin is larger in the u.s. and overall\n",
            "depending on the market situation such projects are sold after 1 to 3 years after completion\n",
            "dubbed nokia money solutions company officials say the initiative would seek to bridge the gap between the banked and unbanked in developing countries\n",
            "due to market conditions the company will also temporarily lay off about 3200 people at different sites\n",
            "due to pirkka beer olvi is brewery in iisalmi is moving to 7-day 24-hour work shifts\n",
            "during the rally which was authorized by the city administration a consulate official came out to the workers spoke to them and took a letter from them\n",
            "efore has decided to establish a company for eletric vehicle ev business in china\n",
            "elcoteq dongguan was established in 1999 in the nancheng district of dongguan china and is one of elcoteq s four volume manufacturing plants in the asia pacific region\n",
            "elcoteq se stock exchange announcement february 4 2009 at 10.00 am eet elcoteq will publish its financial statements bulletin 2008 on wednesday february 11 at 9.00 am eet\n",
            "electricity consumption grows with higher frequencies\n",
            "elisa has commissioned finland is poyry telecom oy to conduct a study of reception in some of estonia is largest cities besides tallinn\n",
            "elsewhere the tendency is towards more developed packaging than before\n",
            "equipment will be manufactured in vaahto is workshop in hollola finland and is scheduled for shipments during the first quarter of 2009\n",
            "estonia is agriculture minister helir valdor seeder is in finland on a two day visit in the course of which he will meet with his finnish counterpart sirkka liisa anttila\n",
            "220 of the transaction consideration was paid in the form of four year interest bearing vendor notes\n",
            "featuring the s60 user interface this 135-gram model also comes with a 2.4-inch quarter vga display and 100 megabytes of internal memory expandable through the micro secure digital slot\n",
            "feed companies suomen rehu and raisio do no import gmo feed\n",
            "financial strategic and operational factors are considered\n",
            "financial details were not disclosed\n",
            "financial details were n't disclosed\n",
            "financial terms were not disclosed\n",
            "financial terms were n't disclosed\n",
            "finland is technopolis is planning to bring the first section of a technopark on stream in st. petersburg at the end of 2008 kari mikkonen vice president of technopolis told reporters in helsinki\n",
            "finnish cargo handling solutions company cargotec oyj said on june 17 2008 that it will acquire new zealand tailgates distributor zepro tailgate 1987 limited for an undisclosed sum\n",
            "finnish construction machinery and equipment rental group cramo oyj said on march 21 2007 its swedish sector subsidiary cramo ab will sell its dutch subsidiary cramo nederland b.v. cnl to dutch rental and scaffolding company jaston groep b.v. for an undisclosed sum\n",
            "finnish drug distributor and wholesaler oriola kd oyj said on october 11 2006 it named anne kariniemi vice president of its logistics and sourcing department as of january 15 2007\n",
            "finnish electronics contract maker incap oyj said on january 3 2008 it sold its manufacturing facilities in helsinki to local real estate company sponda oyj for 5.3 $7.8\n",
            "finnish fibre based materials maker ahlstrom corp hel: ahl1v said today it decided to close down its spunlace composite production line number 23 at chirnside plant in the uk by the end of march 2011\n",
            "finnish investment company neomarkka is the main owner of kuitu finland is successor\n",
            "finnish investment group neomarkka oyj hel: nembv said today that it will buy the former production facilities of kuitu finland ltd as part of negotiations on the option to invest in specialty cellulose fiber business\n",
            "finnish investor scanfil oyj hel: scf1v said last friday it has bought 57 shares or 32.96% in norwegian contract electronics manufacturer kitron asa osl: kit for nok 143.9 usd 24.4 18.1\n",
            "finnish plastic pipe maker uponor is selling its irish and uk infrastructure businesses to private equity company 3i\n",
            "finnish property investor sponda said it has agreed a 100 five year credit facility with swedbank and a 50 seven year facility with oko bank\n",
            "finnish publisher alma media hel: aln1v said wednesday it has decided to further extend its 1.85 usd2.75 apiece mandatory tender offer for media group talentum hel: ttm1v which started on 19 august until 16 november\n",
            "finnish real estate company sponda oyj said on april 11 2008 it would build vuosaari harbour service center at the port of helsinki\n",
            "finnlines said that the deal is part of its strategy to focus on its core businesses\n",
            "first industrial will seek leed designation for uponor is new building and a 282000 square foot speculative distribution center at first park lakeville\n",
            "following the move stora enso holding in newpage will remain unchanged\n",
            "following the registration the share capital of biotie is 52556678.10\n",
            "foodservice and consumer goods markets are served by approximately 13000 people in 54 manufacturing units and several sales offices in 33 countries\n",
            "for the new shares subscribed with stock options all shareholder rights commence from the date on which they are entered into the trade register\n",
            "fortum expects its annual capital expenditure in the next four to five years to be within a range of 0.8-1.2 billion as earlier announced\n",
            "fortum had intended to spend as much as 2.7 bn to become the sole owner of tgk-10\n",
            "fortum holds 90.2 pct of the share capital and 94.4 pct of the voting rights in the company which it now plans to delist from the warsaw stock exchange\n",
            "founded in 1985 quatrocon is clientele consists of public sector builders central trading companies and major construction firms\n",
            "from business line may 16 2008 sriperumbudur may 15-nokia is two key suppliers aspocomp and wintek are likely to start operations within three months in the nokia telecom park at sriperumbudur 45 km west off chennai\n",
            "f secure internet security 2010 is a security service for surfing the web online banking and shopping e mail and other online activities\n",
            "f secure reported that:-the first half of 2008 has seen a growing number of targeted malware attacks on individuals companies and organizations\n",
            "furthermore novator finland oy has entered into a securities lending agreement whereby novator finland oy will hold directly the same amount of shares that are underlying of the omx market forwards from may 23 through may 26 2008\n",
            "gearing was 43% compared to 67% in 2004\n",
            "geneva feb. 10-tero aaltonen finland has developed a radio resource control method\n",
            "germany is innovational centers are united in focusing at companies which aim at use of technologies and development of new kinds of activity through supporting the beginner companies with the entire spectrum of their services\n",
            "glaston headquartered in tampere finland is a growing international glass technology company\n",
            "glaston is own glass processing unit tamglass glass processing is a manufacturer of high quality safety glass products and operates in finland\n",
            "glaston is own glass processing unit tamglass glass processing is a manufacturer of high quality safety glass products operating in finland\n",
            "global markets direct is pohjola bank plc financial analysis review is an in depth business financial analysis of pohjola bank plc.\n",
            "gsk announced in november 2008 that it would close its operations in dartford\n",
            "he is a chartered accountant in british columbia and alberta as well as a certified public accountant in washington state\n",
            "he joined rautakirja in 1997 to lead one of its four business areas and took up the position of president and ceo in 2001\n",
            "headline of release dated march 26 2008 should read: acacia subsidiary enters into settlement agreement for rule based monitoring technology with f secure sted acacia technologies licenses rule based monitoring technology to f secure\n",
            "helsinki finland sept. 18 2009 globe newswire-ixonos plc expands the company is smartphone r&d services and establishes a new next generation smartphone design unit in connection with ixonos ' site in jyvaeskylae\n",
            "helsinki 19 may 2010-finnish company lemminkainen oyj hel: lem1s said today that it will construct an office building at toolonlahti in downtown helsinki without disclosing financial details\n",
            "helsinki thomson financial- real said it will exercise an option to buy a 50 mw natural gas power plant and land in kyroskoski finland for around 13 from kyro oyj\n",
            "her last position in nokia siemens networks was head of business human resources nsn global it\n",
            "her present position is the director of stockmann is international department stores\n",
            "her work at netapp included strategically repositioning the brand in the category and a major global relaunch\n",
            "honkarakenne also decided yesterday to sell 88500 of its b series shares to key staff members for 2.9 per share\n",
            "honkarakenne also decided yesterday to sell 88500 of its b series shares to key staff members for 2.90 per share\n",
            "hu will offer a further discount of between 25% and 50% on selected books\n",
            "if needed she provides also further information on ferry connections and hotels\n",
            "igor and oleg yankov who currently manage moron and vitim will hold onto the 25% stake for now\n",
            "image data produced by the browser at the phone server is converted into a bitmapped image that is sent to the handset for display ''\n",
            "implementation of the project will be carried out by the finnish company yit in association with the investment fund evli property investment russia epi\n",
            "in 2007 talentum will disclose three interim reports q1 january march on friday 27 april 2007-q2 april june on friday 20 july 2007-q3 july september on friday 26 october 2007\n",
            "in 2008 the steel industry accounted for 64% of the cargo volumes transported whereas the energy industry accounted for 28% and other industries for 8%\n",
            "in a letter to economic affairs minister the listed estonian shipping company tallink asks for the approval to be entitled to a 15% cut in port fees in 2010\n",
            "in a recent interview with the financial times ft sampo is board chairman bjorn wahlroos said if p&c was certainly for sale and the price had been set at sek 85 billion confirming earlier statements\n",
            "in a release on oct. 28 peab said the two businesses will continue to be conducted under the brands cliffton and stockholm entreprenad both part of the peab group\n",
            "in addition a further 29 employees can be laid off until further notice and the whole workforce can be laid off for short periods if needed\n",
            "in addition mids are always online and enable full internet browsing\n",
            "in addition the contract includes modification of the effluent treatment plant at follum\n",
            "in addition the deal includes a call option which will enable maritim food as to increase its holding in sandanger as to 51% in the future\n",
            "in connection with the deal digia will employ 19 persons from nokia in oslo and in silicon valley in the usa\n",
            "in his current position manty has worked since 1996\n",
            "in terms of power generation fortum produced 39.3 twh of electricity during the first nine months of 2006 compared with 38.0 twh during the same period in 2005 according to figures released in the group is latest financial results\n",
            "in the financial statement for the first quarter of 2010 tikkurila is reported under discontinued operations\n",
            "in the fourth quarter of 2006 oko banks expects the operating environment for banking and investment services to remain similar to that in january september 2006\n",
            "in the meantime the ceo is duties will be assumed by outotec is deputy ceo seppo rantakari\n",
            "in the sinter plant limestone and coke breeze are mixed with the iron ore concentrate and sintered into lump form or sinter for use in the blast furnaces as a raw material for iron making\n",
            "in this way the industry is starting point has been the consumers ' needs\n",
            "in total more than 3000 surveillance cameras will be handled and managed according to a variety of needs the company said\n",
            "in volume the focus is already outside finland as 60% of the group is products are made in poland and the baltic countries\n",
            "incap headquartered in oulu finland is a electronics contract manufacturer with some 750 employees in finland estonia and india\n",
            "incap contract manufacturing is a subsidiary of incap corporation of finland\n",
            "includes company and brand share data by category as well as distribution channel data\n",
            "indigo and somoncom serve 377000 subscribers and had a market share of approximately 27% as of may 2007\n",
            "intellisync wireless email from nokia is a full featured wireless e mail solution that connects users to their e mail calendar contacts notes and task lists while away from the office according to the company\n",
            "investment management and investment advisory services are the company is sole line of business\n",
            "investments are not disclosed\n",
            "investments in product development stood at 6.0 $8.8\n",
            "isms does not disclose its financial results the daily said\n",
            "it also includes the installation of new equipment training and start up services as well as service work of the shoe press delivered by vaahto in 2001\n",
            "it currently employs about 750 people and expects headcount to reach 1000 by end of 2007\n",
            "it has been agreed with the company is board of directors that she will be available in an advisory role\n",
            "it is also in the process of taking a seat on capman is board a course which has the support of capman management\n",
            "it is also set to launch a messaging service in the next few days which would enable users to access their e mail accounts on ms exchange\n",
            "it is estonia is second largest meat processing company by market share according to ac nielsen is 2008 data 13%\n",
            "it is expected to be online by 2011\n",
            "it rose by 15.7% and by 24.8% in finland and abroad respectively to 7 and 4.2 due to a 40% growth in russia\n",
            "it is not\n",
            "it was decided that the auditors are reimbursed according to invoice\n",
            "it will report full year results on august 22\n",
            "its annual capacity is some 10000 mw\n",
            "its main business area the glass machinery group of glaston technologies is the global market leader in glass processing machines\n",
            "its market share is 6% according to ac nielsen is 2008 data\n",
            "its product portfolio comprises harvesters forwarders harvester heads as well as cranes and loaders\n",
            "janis arbidans ceo of yit celtnieciba said the company was focusing on housing and real estate development market\n",
            "jobs will not be transferred from finland however\n",
            "joint procurement will be later extended to the factories in the baltic countries\n",
            "jon risfelt has previously held operational executive positions in europolitan ericsson sas american express card and travel divisions as well as nyman & schultz ceo vodafone sweden ceo and gambro renal products ceo\n",
            "kaleva kustannus oy business id has according to its notice on 10 august 2009 acquired 4458000 alma media shares\n",
            "karppinen expects the consolidation trend to continue in the finnish market\n",
            "kaupthing forecasts a significant price increase for printing paper in 2007\n",
            "kaupthing forecasts that finnish swedish stora enso will close its mill in reisholz in germany\n",
            "kemira shares closed at x20ac 16.66 $22us 0.71\n",
            "kesko food ltd press release 04.01.2006 at 13.00 kesko food ltd is launching a major tv campaign to recruit as many as one hundred new k food retailers\n",
            "kesko has about 2000 stores engaged in chain operations in the nordic and baltic countries russia and belarus\n",
            "kirsi rantanen was previously development director for hk ruokatalo is poultry business\n",
            "koduextra is operating a retail chain of 11 stores controlled by finnish non food center ky rukax oy and scan tukka oy\n",
            "koff is market share of the volume of the market was 23.4% karhu is 21.4%\n",
            "last year the firm also acquired realprojekti oy a real estate development company to advise capman on its property activities\n",
            "later on about 150 finnish made houses will be build in the area\n",
            "like all other mechanical pipettors from biohit also proline plus is ce ivd marked and comes with a 3-year warranty\n",
            "london afx-intertek group plc a testing and inspection company said its commercial and electrical division has bought finland based company natlabs oy from etteplan oyj for 1.3 in cash\n",
            "loudeye corp. up $2.56 at $4.33 nokia corp. down 10 cents at $19.46 nokia agreed to buy the digital music distributor for $60\n",
            "a spokesperson told wwd to expect a mix of clothing and home decor\n",
            "adp news-dec 11 2008-finnish power supply solutions provider efore oyj omx: efo1v said yesterday it opened a technology research and development r&d laboratory at helsinki university of technology\n",
            "adp news-nov 28 2008-finnish power supply solutions provider efore oyj omx: efo1v announced today the launch of opus dc the latest power system in its opus product line\n",
            "adp news-nov 3 2008-finnish cargo handling systems and services company cargotec oyj omx: cgcbv said today that it acquired 80% stakes in italian service companies cvs technoports srl and cvs service srl from italian handli\n",
            "adp news-nov 3 2008-finnish paper packaging and forest products company stora enso oyj omx: sterv said today that it would invest 137 usd 176.6 in the building of a power plant at its ostroleka mi\n",
            "adpnews-nov 9 2009-four companies have agreed to buy for a combined sek 5.9 billion usd 854 571.8 all drug stores offered for sale as part of the restructuring of swedish stated owned pharmacy monopoly apoteket ab t\n",
            "the acquisition sum has not been disclosed\n",
            "luna took fifth place on six under 207 a shot behind spain is beatriz recari and germany is martina eberl while welsh player becky brewerton was the highest placed british finisher sharing seventh place on three under 210 after shooting 71\n",
            "maggie ramsey is wait and those of thousands of oregon and washington guides anglers and others who flock to his frequent seminars is nearly over\n",
            "manavigator november 1 2010-deal snapshot: swedish peab buys equipment rental firm cramo swedish construction company peab ab sto: peab b announced the acquisition of equipment rental company cramo entreprenadmaskiner ab from finnish group cramo oyj hel: cra1v\n",
            "marathon now has a 4.6% stake in plx it said according to bloomberg\n",
            "market data and analytics are derived from primary and secondary research\n",
            "martela said plans to expand its recycled furniture business elsewhere in finland too\n",
            "may 29 2010 companiesandmarkets.com delivered by newstex-this report provides key data and information on the meat fish and poultry market in finland\n",
            "meanwhile alfa owns 25.1% of megafon through altimo and 4.99% of turkcell via an 18.5% stake in cukurova holding\n",
            "mercator will use the software for its logistic retail and wholesale operations in slovenia and its other markets in southeastern europe\n",
            "metsa botnia will sell 82.1% of its stake in the uruguayan companies and metsaliitto-5.5%\n",
            "metso foundries jyvaskyla inc. will begin personnel negotiations on temporary lay offs and personnel reductions in jyvaskyla finland\n",
            "metso foundries jyvaskyla oy will discontinue production on this line by 30 september 2008 the company said\n",
            "metso foundries jyvaskyla oy will discontinue production on this line by 30 september 2008\n",
            "metso oyj said it has sold its spreader roll manufacturing business and related assets in the town of nokia southern finland to a group of finnish investors who will operate the business under the name of finbow oy\n",
            "microsoft also churned up its courtship agreeing to use the navteq mapping service which is offered by a company nokia bought for $8.1 billion a few years ago\n",
            "microsoft last week also issued the first patch for the windows 7 operating system beta it had released days earlier\n",
            "more than 50000 tonnes of asphalt mix will be used in the contract\n",
            "real which is part of finnish paper maker metsaliitto group is due to release its second quarter report at around 12:00 eet on 5 august 2010\n",
            "national conciliator juhani salonius who met both parties on wednesday said they were too far apart in their views for him to propose mediation\n",
            "negotiations with representatives of the personnel regarding the restructuring process have now been ended\n",
            "neither of the companies use genetically engineered soy at the moment\n",
            "neste oil will publish its third quarter 2008 results on friday 24 october 2008 at approximately 9 am eet\n",
            "new delhi feb. 12-korteniemi anneli helokunnas tuija peltola marjo keskinen jukka salminen jussi tusa kia and janhonen risto of nokia telecommunications oy espoo finland have developed cable adjustment device\n",
            "new novator products are supposed to be exported\n",
            "new product launches in finland will more than double from 2005\n",
            "niina nenonen marimekko is current director for clothing bags and accessories lines will take up this role\n",
            "no changes in media activity were seen in october compared with september\n",
            "no decision on such sale of the now issued or existing treasury shares to ya global has been made yet\n",
            "no financial detail were available\n",
            "no financial details were revealed\n",
            "no financial information was provided\n",
            "no other ev3 devices were involved in this action\n",
            "nokia is also negotiating the product portfolio of the new company\n",
            "nordea pankki suomi oyj according to previously announced has made forward contracts on alma media corporation shares\n",
            "nordea is chairman of the board hans dalborg has informed the nomination committee that he will not be up for re election at the annual general meeting in 2011\n",
            "nordea was the cheapest also for a couple in their 30s with debt\n",
            "nordic business report-17 january 2006-efore plc inaugurates new plant in estonia -_ m2 communications ltd finnish power electronics manufacturer efore plc said on tuesday 17 january that it was inaugurating its new plant in parnu estonia\n",
            "nordstjernan will make the offer in approximately one month in september 2007\n",
            "number of offers received for this contract is two\n",
            "nwc analysis:\n",
            "odell has not contacted the state of finland in this issue\n",
            "okhta center area is expected to have about 700000 square metres of office premises by 2016\n",
            "okmetic has used the furnaces for the contract manufacturing of solar crystals\n",
            "okmetic revised its 2010 financial outlook based on its order book\n",
            "on 25 august 2009 sampo is stake in nordea was 19.45%\n",
            "on the other hand montevideo said that having the two mills working in the area will generate jobs\n",
            "on wednesday he announced that the government would propose granting a licence for two reactors one to be built by fennovoima and the other by tvo\n",
            "one can also apply for jobs directly from the ipad select which cv to attach and which covering letter is most appropriate for each position\n",
            "one price category is for calls on the preferred operator is network and another for calls on other operators ' networks\n",
            "operators only need to learn how to use one device for multiple levels of applications including voice directed operations\n",
            "originally posted to the pcmag.com security blog security watch\n",
            "oriola kd is a spin off of finnish pharmaceutical group orion oyj is wholesale division\n",
            "other north rhine westphalia is to issue a benchmark 5 year fixed rate deal in euros\n",
            "other details were not provided\n",
            "our objective is to yield a significant part of our turnover in russia in a couple of years '' says solteq is managing director hannu ahola\n",
            "outotec is currently delivering a new oil shale processing plant for eesti energia in estonia based on enefit technology which has been developed jointly by eesti energia and outotec\n",
            "pa jpmorgan chase and co nyse: jpm and pohjoa bank are joint lead managers on the senior unsecured deal\n",
            "panostaja did not disclose the purchase price\n",
            "pharmaceutical market in belgium global research & data services published recently a market analysis about the pharmaceutical markets in belgium\n",
            "pharmaceutical market in poland global research & data services published recently a market analysis about the pharmaceutical markets in poland\n",
            "philips was not available to comment on the report\n",
            "pohjola and cooperative banks have continued to combine their branch office network\n",
            "pohjola will act as the manager of the issue and the bond will be listed on nasdaq omx helsinki ltd.\n",
            "ponsse will divide its sales and maintenance service network into six geographical areas\n",
            "poyry plccompany announcement 10 december 2010 at 4.10 p.. pursuant to poyry plc is stock option program 2004 63 792 new shares of the company have been subscribed since 27 october 2010 with stock options 2004b\n",
            "previously grimaldi held a 46.43 pct stake in the finnish company following the takeover bid launched in november 2006\n",
            "price talk is in the mid market swaps plus 105 bps area and the leads are barclays bnpp ubs and cba\n",
            "prior to the transaction whose financial terms have not been disclosed alma media owned 40% of kotikokki net\n",
            "production facilities 6 july 2010-finnish investment group neomarkka oyj hel: nembv said today that it will buy the former production facilities of kuitu finland ltd as part of negotiations on the option to invest in specialty cellulose fiber business\n",
            "products include consumer electronics devices such as mobile phones and their accessories set top boxes flat panel tvs as well as system solutions products such as infrastructure systems modules and other industrial segment products\n",
            "proha plc euronext:7327 announced today 19 may that its fully owned subsidiary safran software solutions as has agreed to sell its 49% share of safran north america llc to a sna holding as an investment group based in norway\n",
            "proha plc euronext:7327 announced today 19 may that its fully owned subsidiary safran software solutions as has agreed to sell its 49% share of safran north america llc to a sna holding as an investment group based in norway\n",
            "proline plus is available in both adjustable single and multichannel models and fixed volume single channel models in volume ranges from 0.1 micro litres to 10 ml\n",
            "protalix closed at $10.71 on friday on the american stock exchange giving a market cap of $827\n",
            "protalix is developing genetically engineered proteins from plant cells\n",
            "purchase it for the 12 mp snapper if nothing else\n",
            "r&d loan\n",
            "radiation and today is a full service house expert in radiation and nuclear safety issues\n",
            "raisio is the site of the main production plants as well as company headquarters\n",
            "rapala vmc corporation rapala is a finland based company engaged in the manufacture and distribution of fishing equipment and accessories\n",
            "rautalinko was resposnible also for mobility services and his job in this division will be continued by marek hintze\n",
            "recently the company decided to build a second identical plant at the same site due to be commissioned toward the end of 2008\n",
            "risto jalo chief executive of dormus print and also owner of the remainder of the company will keep his position after the acquisition\n",
            "rl nordic is a part of raiffeisen banking group austria and is a subsidiary to raiffeisen leasing gmbh in austria\n",
            "rockwell collins is a provider of flight deck cabin and information management solutions for business aircraft operators\n",
            "s business sectors are building construction infrastructure construction and technical building services\n",
            "salcomp manufacturing oy will pay 35 in cash to salcomp in connection with the implementation of the sale and transfer of the business\n",
            "sampo housing loan bank a unit of finland is sampo bank has priced its 1bn usd1.3 bn bond at 99.889% reuters reported\n",
            "san francisco marketwatch-nokia corp the world is largest cell phone maker is using the consumer electronics show in las vegas to introduce a high end thin folding phone according to a media report monday\n",
            "sanoma magazines international will invite other shareholders holding approximately 15% of the shares to sell their shares\n",
            "scanfil plc is a global contract manufacturer and systems supplier for communication and industrial electronics\n",
            "sdm offers general rental equipment aluminium scaffolding power generator and hoists to customers in the construction sector\n",
            "services supplier efore plc to streamline operations in finland and the us finnish electronic systems and services supplier efore plc omx helsinki: efo1v said on tuesday 3 february that it has initiated statutory negotiations regarding a streamlining of its operations in finland\n",
            "seventy three of those also have more extensive training in products built on the latest archestra technologies such as the wonderware system platform\n",
            "simultaneously alma media has purchased a 35% share of arena interactive a subsidiary of arena partners with a focus on mobile solutions development\n",
            "simultaneously with this merger plan another merger plan has been signed according to which suomen projektivuokraus oy a subsidiary of vtm rakennuskonevuokraamo oy would be merged with vtm rakennuskonevuokraamo oy\n",
            "singapore in may 2011 1 july 2010-finnish air carrier finnair oyj hel: fia1s said today it will open a daily route to singapore on 30 may 2011 as part of its growth strategy in asia\n",
            "so far as is known he did not sell shares that he owns personally\n",
            "solidium now holds 5.0 per cent of the shares solidium oy has acquired 5.0 per cent of the shares in tieto corporation for approximately 58\n",
            "some 3.8 $5.2 of the base acquisition price will be paid in cash and the rest through a subscription offering of a total of 850000 new ixonos shares\n",
            "some of the lay offs will be implemented using part time employment contracts\n",
            "sonoco products co. a u.s. packaging company said friday it bought the 75% of italy is demolli industria cartaria spa it did not already own\n",
            "sponda is a property investment company specialising in commercial properties in the largest cities in finland and russia\n",
            "st. petersburg oct 14 prime tass-finnish tire producer nokian tyres plans to invest about 50 euros in the expansion of its tire plant in the city of vsevolozhsk in russia is leningrad region in 2011 the company is president kim gran told reporters thursday\n",
            "stichting pensioenfonds abp: 4 118 122 shares representing 5.19% of the share capital and voting rights\n",
            "stockholm 3 march 2011 about cybercom the cybercom group is a high tech consultancy that offers global sourcing for end to end solutions\n",
            "stockmann and swedish sector company ab lindex entered into an agreement on september 30 2007 whereby stockmann or a wholly owned subsidiary of it will make a public tender offer for all of lindex is issued shares\n",
            "stora enso has also had meetings with the labor authorities employment and economic development centres and representatives of the government in order to find solutions\n",
            "stora enso oyj the largest papermaker in october said it would close four mills\n",
            "subscribers of china unicom the nation is second largest mobile phone operator after china mobile are expected to release pictures videos and blog on the internet via mobile phones as of march 2008\n",
            "sunrise resources operates in russian near shore development markets through its wholly owned russian subsidiary and has 80% of its personnel in russia\n",
            "swiss bank credit suisse international will act as an investor in the locomotive manufacturing plant the astana administration said\n",
            "talvivaara mining company plc talvivaara mining lse: talv a finland based nickel mining business has installed its second production line at its metals recovery plant on june 9 2010\n",
            "talvivaara mining company plc talvivaara mining company is an internationally significant base metals producer with its primary focus on nickel and zinc using a technology known as bioheapleaching to extract metals out of ore\n",
            "tampere science parks is a finnish company that owns leases and builds office properties and it specialises in facilities for technology oriented businesses\n",
            "target company: tieto corporation business identity code: date of change in holding: 22 january 2010 portion of the shares and votes: the current group holding of op pohjola group central cooperative opk is 2982 587 shares which represents 4.14% of the shares and voting rights\n",
            "technopolis has approximately 130 customer companies in jyvaskyla\n",
            "tecnomen headquartered in espoo finland develops messaging and charging solutions for telecomms operators and service providers worldwide\n",
            "tecnomen is solution can be used for prepaid and post paid billing for charging and rating of voice and video calls data traffic and any kind of content services in both mobile and fixed networks\n",
            "tecnomen is system features a new range of value added services for prepaid and post paid billing charging and rating of voice calls data traffic or any kind of content services in both mobile and fixed networks\n",
            "teliasonera s subsidiary the mobile operator emt in estonia has created a world s first mobile identification service which makes it possible to vote via a mobile phone\n",
            "teliasonera said about $100 will be invested in the next year in the region to bring mobile coverage to about 90% of nepal s population\n",
            "temporary lay offs affecting the entire workforce will also be implemented\n",
            "teollisuuden voima oyj the finnish utility known as tvo said it shortlisted mitsubishi heavy s eu apwr model along with reactors from areva toshiba corp. ge hitachi nuclear energy and korea hydro & nuclear power co.\n",
            "terms of the acquisition were not disclosed\n",
            "terms were not disclosed\n",
            "thanks to the development of a system that enables it to trace the origin of all the palm oil that it uses it knows exactly where and how its palm oil has been produced\n",
            "the 19200-square metre technology center is located near university of tampere in central tampere\n",
            "the 5000 megawatt wind farm being planned in raahe would be built offshore in front of ruukki is raahe works\n",
            "the acquired plant has an annual capacity of some 300000 tonnes and most of its production is sold to domestic customers\n",
            "the acquisition is expected to take place by the end of august 2007\n",
            "the acquisition of avc systemhaus and the majority stake in cableway will increase the number of teleste personnel by 250\n",
            "the acquisition was financed with $2.56 billion of debt arranged by goldman sachs & co.\n",
            "the airline was targeting travel agents tour operators and travel management companies to raise awareness first before targeting consumers he added\n",
            "the annual report contains the financial statements the consolidated financial statements the report by the board of directors and the auditor is report\n",
            "the annual report will be sent automatically to shareholders holding at least 2000 sampo plc shares\n",
            "the apple inc. iphone wo n't change the game plan for verizon communications inc. chief executive ivan seidenberg said wednesday\n",
            "the approximately 20000 dwt vessel has been ordered from india\n",
            "the arrangements do not apply to the group is units outside finland\n",
            "the bank of tokyo mitsubishi ufj ltd acted as agent for the loan\n",
            "the bank vtb24 provides mortgage loans to buy apartments in the complex at 11-13% per annum in rubles\n",
            "the biggest sellers in the chain is supermarkets in finland are organic pirkka tomatoes carrots eggs and meat products\n",
            "the bond has a value of 150 and a maturity of 4 years\n",
            "the bridge will be built to the south of the existing bridge spanning the strait\n",
            "the building will house for example respecta oy is jyvaskyla premises as well as other companies to be announced later says samuel koivisto director of technopolis operations in jyvaskyla\n",
            "the business goals for 2009 will realize with the temporary lay offs carried out in the summer of 2009 and with other savings measures\n",
            "the business units of the investlesprom group cover the full forest industry chain and the group owns forests sawmills paper and pulp mills and other processing plants\n",
            "the businesses to be divested offer dairy edible fats ready meal and ice cream packaging to multinational and local customers\n",
            "the casing comprises a first side casing member provided with the first side vat segment and a second side casing member provided with the second side vat segment at least the first side casing member being pivotable about a rotation axis\n",
            "the changes will take effect on 1 january 2010 and they are not estimated to have an impact on the number of employees\n",
            "the city will invite however a public procurement tender for the tailor made public furniture such as park benches litter receptacles public toilets as well as bus shelters street lights and other\n",
            "the combined value of the orders is almost 3\n",
            "the combined value of the orders is 45\n",
            "the combined value of the planned investments is about 30\n",
            "the companies aim to close the deal before the end of the year\n",
            "the company can not give up palm oil altogether however\n",
            "the company did not disclose the price of the acquisition\n",
            "the company distributes hiab is products as well as other products\n",
            "the company does not at present hold any of its own shares\n",
            "the company does not disclose the sum it applied for\n",
            "the company expects meat purchases to remain at about 8 kilos in 2011\n",
            "the company expects to open its first online shop in the us in the summer in 2011\n",
            "the company has decided to stop the operations of ruukki construction division in latvia and lithuania and concentrate the production and logistics in parnu estonia in 2009\n",
            "the company intends to launch housing development at the acquired land plots and to construct 000 square metres of housing per annum by 2011\n",
            "the company is headquartered in sievi finland and is listed on the nordic exchange in helsinki\n",
            "the company may at any time have in its possession one tenth of all its shares at the maximum\n",
            "the company operates power plants in the tyumen and chelyabinsk regions and in the khanty mansi autonomous district\n",
            "the company operates worldwide and employs in total approximately 47000 persons\n",
            "the company reiterates its outlook for 2009\n",
            "the company is board of directors will propose a dividend of 0.95 per share for 2008 at the annual general meeting scheduled to be held on march 23 2009\n",
            "the company is board of directors would propose a dividend of 0.15 per share for 2005\n",
            "the company is board of directors would propose a dividend of 1.00 per share for 2005\n",
            "the company is equipment rental portfolio consists primarily of tools for small and mid sized customers in the construction industry\n",
            "the company is model is based on developer contracting construction projects and customer focused project management\n",
            "the company said that the results of the third quarter do not include non recurring items\n",
            "the company says the measures are no longer needed\n",
            "the company serves approximately 3000 customers in over 100 countries\n",
            "the company serves customers in various industries including process and resources industrial machinery architecture building construction electrical transportation electronics chemical petrochemical energy and information technology as well as catering and households\n",
            "the company serves customers in various industries including process and resources industrial machinery architecture building construction electrical transportation electronics chemical petrochemical energy and information technology as well as catering and households\n",
            "the company was supposed to deliver machinery to a veneer mill in the tomsk region in russia\n",
            "the company will also shut one paper machine in finland and one in austria as well as two label paper machines in finland for up to 10 months helsinki based upm said yesterday\n",
            "the company will disclose further details including the anticipated transaction timetable and the name of the new investor within one week\n",
            "the company will issue an inaugural eurobond deal in the near future subject to market conditions\n",
            "the company will propose a dividend of 0.12 per share for 2008\n",
            "the compnay also said that it would lower the price of development projects by about one third compared with last november\n",
            "the construction project is scheduled to start in the second quarter of 2009 and the new building is scheduled to be in place by the end of 2010\n",
            "the contract also includes installation work in a new multistorey carpark for close on 1000 vehicles\n",
            "the contract comprises a log handling line a peeling line and a veneer drying and grading line\n",
            "the contract covers the supply of temporary heating equipment for lkab is new pellet plant in kiruna in northern sweden\n",
            "the contract has been allotted as per lowest price criteria\n",
            "the contract includes design construction delivery of equipment installation and commissioning\n",
            "the contract includes software licences application maintenance and training\n",
            "the contract incorporates a convergent charging rating solution for voice and data which includes internet gprs sms mms and wap\n",
            "the contract is for next year\n",
            "the contract will take effect in 2009 for a five or ten year period\n",
            "the contracts between raute corporation and muling kemian wood products co. ltd. which were announced on 3 november 2010 have taken effect\n",
            "the contracts of the employees 96 of whom are blue collar workers will be ended between march and august 2011\n",
            "the current lay offs are additional to the temporary lay offs agreed in december 2008 and in may 2009\n",
            "the deal also includes a ten year maintenance agreement\n",
            "the deal includes an option for cramo to buy out the minority stake in 2011\n",
            "the deal includes the entire personnel of planmill oy who will transfer to the new company as so called old employees\n",
            "the decision means temporary lay offs of fixed duration at the company is nastola and jyvaskyla units in southern and central finland respectively\n",
            "the decision of the french court relates to the claims raised by twenty one former aspocomp s.a.s employees the company said\n",
            "the divested stake represented about 2.7 shares in okmetic is capital\n",
            "the dividends payable annually shall be deducted from the share subscription price\n",
            "the duration of the contract is 37 months\n",
            "the duration of the lay offs per employee will vary from one to six weeks\n",
            "the ecb can mainly target inflation\n",
            "the efore plant at saarijarvi in central finland is one of the largest employers in the region\n",
            "the employee negotiations are to address measures needed to adjust the operations to the present production situation\n",
            "the energy shot is packed in a 100-millilitre bag with a screw cap\n",
            "the engine has an electrical output of 18321 kw making it the largest gas powered generating set in the world\n",
            "the estonian parliament was set to vote on amendments to the excise duty law on wednesday that would add 0.42 kroons to the price of a liter of diesel and 0.45 kroons to the price of a liter of gasoline from the start of 2010\n",
            "the executive group will participate in the adjustments with a fixed term 5% salary cut\n",
            "the exercise price of the option will be based on safran software solutions ' license and maintenance sales as well as the result of the company\n",
            "the facility will be used to refinance citycon is existing credit facility the company said\n",
            "the fair value of capman plc is own investments on 30 september 2008 amounted to 59.8\n",
            "the financial details of the acquisition were not disclosed\n",
            "the financial details of the transaction were not disclosed\n",
            "the financial statements and interim reports will be released around at 9.00 a.. finnish time on the given dates\n",
            "the financial statements release will be available after publishing on the company is internet pages at www.cargotec.com\n",
            "the finnish company has also reached arrangements regarding the working hours and annual holidays\n",
            "the finnish paints company acquired the remaining 49 pct that it did not own from ukraine is lgu for an undisclosed sum\n",
            "the finnish real estate investment company interavanti oyj said on monday 22 september that it has agreed to sell its 65% ownership in the finnish ticket service company lippupiste oy to cts eventim ag 561% and to the managing director of lippupiste oy\n",
            "the firm is headquartered in vantaa southern finland and has 16 employees\n",
            "the firm is services include copying printing cad modelling digital printing scanning sokopro project bank and courier services\n",
            "the first four of the new shop in shops will be opened this spring: on madison avenue in new york as well as in chicago los angeles and san francisco\n",
            "the fixed acquisition price amounts to nok 70 approximately 8.7 and additional price nok 15 1.8 at maximum\n",
            "the fixed term contract of mr. jarmo ukonaho the current general manager of incap is indian operations will finish by the end of the year\n",
            "the full midnighttrader extended hours trading analysis and news service is available in real time through comtex\n",
            "the full function pc weighs 1.25 kilograms and measures slightly more than two centimeters thin\n",
            "the government has instead proposed an exchange of the state is stake in lmt to teliasonera is stake in lattelecom\n",
            "the group reiterated its forecast that handset manufacturers will sell around 915 units this year globally\n",
            "the group is business sectors are building construction infrastructure construction technical building services and building products\n",
            "the group said it intends to initiate within this year the process of buyout of minority shareholders of ragutis with the aim of becoming the sole owner of the company\n",
            "the gypsii mobile social networking application is available in china with both chinese and english language support\n",
            "the handset maker did not disclose any financial details\n",
            "the hosting mobile terminal guides information flow between itself the participating terminals and optionally with network servers that may assist the hosting mobile terminal\n",
            "the huge bridge girders will be delivered to the site from our plant in ylivieska finland\n",
            "the idea of saving electricity in data transfer is still a new one\n",
            "the identity of the buyer is not yet known\n",
            "the insolvency act regulates the amount of debt that borrowers are permitted to write off\n",
            "the intent of the article was to focus attention on the fact that the development model that china had followed was very different than the model that india had followed\n",
            "the investment would be some 5\n",
            "the latest result included per share charges of 5 cents for stock compensation 1 cent for research and development and 1 cent for strategic investments\n",
            "the lay offs will start gradually and will last from one to six weeks\n",
            "the machinery now ordered will be placed in a new mill with an annual production capacity of 40 000 m3 of overlaid birch plywood\n",
            "the major part of the deliveries include different ac and cxe amplifier solutions and products by belgian dinh telecom a broadband solutions company acquired by teleste in the spring of 2007\n",
            "the major part of the deliveries include different ac and cxe amplifier solutions and products by dinh telecom a company acquired by teleste last spring\n",
            "the market share of volkswagen passenger cars in finland was 10.1% audi had a market share of 3.1% and seat is share was 0.9%\n",
            "the market value of one crane is some usd6 reported the finnish news agency stt\n",
            "the markets are almost completely controlled by three banks: nordea op bank group and sampo\n",
            "the maximum grade of the veneer yield is calculated based on the dimensions and grades of the veneer products as well as by iterating the places of the peeling axes and simulating the peeling process\n",
            "the maximum obligated total trades per day is isk 400000000 market value\n",
            "the medium term operative targets of the company remain unchanged\n",
            "the met is located in the central business district cbd of bangkok\n",
            "the most significant challengers in the market are logset and sampo rosenlew\n",
            "the name of the buyer was not disclosed\n",
            "the name of the newspaper publishing and printing division sanoma will be changed to sanoma news\n",
            "the negotiation has resulted in the reduction of 80 people in regular employment around half of which will be covered with pension arrangements\n",
            "the network test business is part of elektrobit is test and automation business segment and employs 39 people in finland and 22 people abroad mainly in the us and asia\n",
            "the new chain has 700 discount stores and 250 supermarkets\n",
            "the new company diapol s.r.l. would manufacture tools meant for glass and stone pre processing\n",
            "the new kroksberg railway tunnel will be built on a new section of track between harnosand and veda forming part of the line that follows the coast of the gulf of bothnia\n",
            "the new location is n't the only change wellmont has in store for its air transport service\n",
            "the new name of the sanoma division will be sanoma news\n",
            "the new shares will provide the shareholders with full shareholder rights\n",
            "the new units should become one of the largest ones within the company\n",
            "the notice in its entirety with other proposals from the nomination committee and the board will be published at least four weeks before 28 april on the company is website and in post och inrikes tidningar and dagens industri\n",
            "the number of class a shares remains unchanged at 9526089 shares\n",
            "the number of magazine and newspaper readers remained unchanged\n",
            "the number of permanent reductions of clerical workers is 22 employees of which 19 in finland\n",
            "the objective is that trading in the shares will commence on may 2 2007\n",
            "the online ice chart shows no ice in the area of estonia is sea ports on the coast of the gulf of finland\n",
            "the order includes a log handling line peeling line and drying line for the production of parquet base layer veneer for plyfa is hassela mill central sweden\n",
            "the order is a follow on to an 11 $16.1 deal made in july 2007\n",
            "the order is included in metso is fourth quarter 2007 order backlog\n",
            "the order is related to renewing the network of the telecommunications operator\n",
            "the orders are part of a long term development plan of latvijas finieris\n",
            "the orders consist in total of over 1600 panels of lift away weatherdeck hatch covers and they will be delivered for container vessels with capacities ranging from 2000 to 13300 teus\n",
            "the other deal is for process cranes to the russian steel mill pntz in pervorouralsky through an order placed by turkish construction company gama endustri tesisleri imalat ve montaj as\n",
            "the other two sellers were the finnish national fund for r&d sitra and oras invest oy which also sold half of their shareholdings leaving them with 3.8 pct and 3.2 pct of the company respectively\n",
            "the outsourcing agreement which covers equipment and depots in turku and tampere will run for five years cramo said on thursday\n",
            "the owners who have participated in the business operations of the company will continue in poyry is employment after the transaction\n",
            "the parties have therefore agreed to leave avena out of the deal\n",
            "the passenger tunnel is expected to be put into operation in 2009\n",
            "the permanent magnet generators and power converters are today the preferred solution in new wind turbine designs the company said\n",
            "the personnel reduction will be carried out in anjalankoski hollola jyvaskyla jarvenpaa karhula turku and valkeakoski units\n",
            "the personnel s expertise and high level of technology play a major role in exel composites operations\n",
            "the plant is expected to enter commercial operation by mid-2009\n",
            "the plant is expected to start production in the first half of 2007\n",
            "the plant will collect raw material from the baltic sea region\n",
            "the plant will go on stream in november 2008 and its estimated daily production will be 120000 litres of bioethanol\n",
            "the platen edges in contact with the band are provided with a seal having a protrusion directed towards the middle area of the platen and means are provided to exert and maintain a pressure in the volume defined by the platen the band and the seal ''\n",
            "the platform would continue to be the development framework for symbian and meego\n",
            "the point village designed by scott tallon walker will include a shopping center office premises a hotel and a cinema\n",
            "the port facilities ' throughput is 250000 teus and 7.5 tons of general cargo\n",
            "the power generated annually by loviisa covers about 10% of finland is electricity consumption\n",
            "the power supplies dc power systems and inverters designed and manufactured by efore and systems incorporating them are used in many different applications\n",
            "the presentation material can be viewed on the company is website in english after the conference\n",
            "the previous offer was 3.4% of voting rights and 12.3% of capital\n",
            "the price of gmo soy is 5% –7% lower than that of non gmo\n",
            "the prices of stainless steel also rose in europe\n",
            "the process products orders are for the installation of separation filtration equipment at three natural gas pipeline projects in china south america and saudi arabia\n",
            "the product advisory does not apply to any other nokia branded battery the company said\n",
            "the project also implies an underground parking lot for 56 vehicles\n",
            "the properties were purchased from swedish private equity real estate firm niam and goldman sachs ' whitehall street real estate funds\n",
            "the proposal that the board of directors will make at the annual general meeting is attached as a whole to this release\n",
            "the proposed consolidation activities will impact approximately 30 positions\n",
            "the purchase price was not disclosed\n",
            "the reduction notice applied to 17 people\n",
            "the reductions will be concluded by autumn 2010\n",
            "the reductions will be implemented immediately beginning in october 2009\n",
            "the reductions will be implemented mainly in the course of the first half of 2009\n",
            "the repo rate will gradually reach 2% at the end of 2010 according to nordea is economic outlook\n",
            "the report profiles 158 companies including many key and niche players including major nonwovens manufacturers such as ahlstrom corporation asahi kasei corporation buckeye technologies inc. ei\n",
            "the report will be emailed within 2 business days of an order\n",
            "the rme from telcontar enables the handset to calculate the best route and includes support for user defined routes feature navigability and multi modal routing such as via foot and ferry\n",
            "the sale of the food potato business is part of raisio is plan to streamline and clarify its business operations\n",
            "the sale price was not disclosed\n",
            "the sales price was not disclosed\n",
            "the second variant offers complete final finishing of any selected apartment with foreign high quality materials finland denmark germany france\n",
            "the secondary antenna can also be used for reception of the high power signal of the radar to calibrate the transmission channels of the radar ''\n",
            "the sellers include 40 shareholders including intellibis management employees and other investors\n",
            "the sellers were eoss innovationsmanagement and a group of private individuals\n",
            "the sellers were the founders of the company\n",
            "the serial bond is part of the plan to refinance the short term credit facility\n",
            "the share capital of basware corporation is 11720829\n",
            "the share capital of biotie therapies corp. constitutes 90211860 shares in the aggregate and the number of voting rights attached to the shares amounts to 90211860\n",
            "the share sale to foreign and finnish investors is expected to raise some euro300 us$380\n",
            "the share subscription period for stock options 2007a is between 1 april 2010 and 31 march 2012\n",
            "the shares represented 4.998% of total share capital and 2.14% of total voting rights\n",
            "the shares shall be acquired according to the rules of nasdaq omx helsinki and otherwise according to the rules related to acquisition of the company is own shares\n",
            "the shares subscribed will be eligible for trade on the following day from the registration\n",
            "the size of a cider bottle will remain unchanged\n",
            "the solution will now be expanded to include all ground staff tasks\n",
            "the start of the negotiations relating to glaston is efficiency program was announced in october\n",
            "the study is expected to provide proof of pharmacodynamic activity in humans corroborate the safety profile and establish dose ranges for further therapeutic studies\n",
            "the subject of the project is provide to the company like: software programming and consultancy services computer related services data services computer support and consultancy services internet services etc.\n",
            "the swedish player became majority owner of ucell in mid-2007\n",
            "the talks involved the food and ingredients divisions as well as group service functions the company said\n",
            "the technology park will be built near st. petersburg based pulkovo airport\n",
            "the technology will become available to businesses from the fourth quarter nokia said\n",
            "the tecnomen convergent charging solution includes functionality for prepaid and post paid billing charging and rating of voice calls video calls raw data traffic and any type of content services in both mobile and fixed networks\n",
            "the tekla structures 16 installation has been built according to microsoft is requirements for the windows 7 certification the company added\n",
            "the total number of voting rights is 74612523\n",
            "the total restructuring costs are expected to be about 30 of which 13.5 was booked in december 2008\n",
            "the total service concept also includes technology services with which raute supports its customers throughout the entire life cycle of their investments\n",
            "the total size of the complex is around 25000 m2 and the project will be constructed in stages\n",
            "the total value of the deliveries is some 65\n",
            "the total value of the order placed by aspo ' marine transportation subsidiary esl shipping oy is 60 usd 77.5\n",
            "the train is expected to cross the russian territory in 9 days reaching the vostochny port\n",
            "the transaction covers a building lot of 46763 sq and factory buildings of 19631 sq . since the autumn of 2007 when scanfil discontinued its production operations in oulu the facilities have been partly leased to other parties\n",
            "the transaction is expected to be finalized by dec 2009\n",
            "the transaction is subject to a final agreement between the parties approvals of their decision making bodies and approval by the finnish competition authority\n",
            "the transaction was announced on september 29 when pohjola insurance agreed to pay 80 usd 106.3 in cash for pohjantahti\n",
            "the turbines are expected to be launched by the end of 2012\n",
            "the use of validation rule base enables verifying that processing rule bases managed by different administrators fulfil some set requirements\n",
            "the value of the order is about 30\n",
            "the value of the order is around 100\n",
            "the value of the order is 2.5\n",
            "the value of the order is 4\n",
            "the value of the order is 700000\n",
            "the value of the order is nearly 400\n",
            "the value of the order is usd 2.2\n",
            "the value of the order is usd 2.3\n",
            "the value of the orders is about 25\n",
            "the value of the orders is about 70\n",
            "the value of the orders is over 10\n",
            "the value of the orders is over 25\n",
            "the value of the total investment is about 600\n",
            "the venture recently agreed to buy motorola is wireless networks business for $1.2 billion and to deploy lightsquared is national 4g network\n",
            "the vessels are the largest and fastest ropax vessels in the world that will be built by fincantieri\n",
            "the whitehall street real estate funds invest in real estate and real estate related assets principally through the acquisition of real estate companies real property and mortgage loans\n",
            "the volume of investments in the two phases of the project is estimated at usd 300 215.03\n",
            "the volumes are expected to increase during the next few years\n",
            "the world of glass is coming to egypt and we invite visitors from all around the world to attend glass world exhibition 2009 register now at www.glassworldex.com\n",
            "their names have not yet been released\n",
            "there are no substitutes to ac drives\n",
            "there did not seem to be enough hours in a day for pekkarinen\n",
            "there will be return flights from stuttgart every morning as well as evening departures on thursdays fridays and sundays\n",
            "therefore phase iii of the research will not be conducted by abbott\n",
            "these include software development for internet and mobile telephone content communications value added software financial services security applications systems integration and electronics '' ebrd informed\n",
            "these include software development for internet and mobile telephone content communications value added software financial services security applications systems integration and electronics\n",
            "these module products will be available for trials during 3q-07 and for volume deliveries during 4q-07\n",
            "these sections will be put into place to form the load bearing steel structure of the bridge '' says sami eronen senior vice president infrastructure and northern europe ruukki construction\n",
            "they can be used to control the speed of electric motors used by industry and municipal engineering and in power generation using renewable energy\n",
            "they will be sunk to a depth of some metres and fixed to the bottom mud by vacuum\n",
            "this amount will not be included in the pensionable salary\n",
            "this corrensponds to 4.628% of okmetic is share capital and voting rights\n",
            "this corresponds to 6.81% of okmetic is share capital and voting rights\n",
            "this includes a 39.5 change in the fair value of investment properties\n",
            "this will be done domestically and in neighboring markets both organically and through acquisitions\n",
            "this would be a huge process\n",
            "through the new production lines at the novator mill in veliky ustjug vologda oblast sveza will change its current 1.5 by 1.5 birch plywood production targeting the domestic market to produce 1.5 by 3.0 overlaid birch plywood for the global market\n",
            "through the nordic exchange omx offers access to approximately 80% of the nordic and baltic securities market\n",
            "tiimari is registered share capital is 16474755 shares as per today\n",
            "tikkurila a division of kemira group controls about 23% of the russian market in its field and owns st. petersburg paint producer tex.\n",
            "tn means that the handset supports teliasonera is telia navigator global positioning system service\n",
            "treatment products in usa canada mexico australia and brazil today global research & data services is going to publish several market analyses about the markets for water treatment products in some selected countries\n",
            "two of these contracts are for turntable anode vibrocompactors that will be delivered to gansu hualu aluminum co ltd and another unnamed costumer\n",
            "tyrvaan sanomat published twice a week by tyrvaan sanomat oy appears in sastamala and kiikoinen\n",
            "u.s.-based t corp. is in talks with scandinavian telecoms company teliasonera to sell its stake in uzbek cellular operator coscom an executive at coscom told interfax\n",
            "uncertainties still exist however\n",
            "under the contract ericsson will more than double the number of radio base stations in the elisa network over the coming year\n",
            "under the deal know it will pay sek90 usd12.8 8.6 in cash and stock\n",
            "under the plan which cses worked out together with public policy management institute ppmi and other partners buildings with a total area of 10000 square meters should be built on the territory in the first phase\n",
            "unilever is turun sinappi that is made in sweden holds 40% of the market\n",
            "union and company officials did not return calls yesterday\n",
            "upm is aim is to secure botnia is strategic development and investments\n",
            "upon completion of these transactions metso is stake will amount to more than 60%\n",
            "upon establishment the plan is directed to approximately 20 persons\n",
            "vacon recently announced plans to build its north american headquarters at 5 business park in chambersburg\n",
            "vaisala headquartered in helsinki in finland develops and manufactures electronic measurement systems for meteorology environmental sciences traffic and industry\n",
            "vaisala is present weather detector measures visibility up to 20 km as well as precipitation type and intensity\n",
            "water treatment products in australia today global research & data services is going to publish a market analysis about the market for chemical water treatment products in australia\n",
            "we are now taking marimekko there on a distinctly more significant scale\n",
            "what we think ?\n",
            "when the negotiations were started neste oil anticipated that 450 people would be affected\n",
            "when the product is manufactured in finland it is also packed in the country\n",
            "why not give your bedroom a cool makeover for summer\n",
            "with five different game modes co op tournaments 4 player split screen and multiplayer modes players can have as much fun as they would if they were actually fishing\n",
            "with sales of $12.7 billion over the last twelve months ending october 2010 and over 9200 stores in 35 states dollar general is the nation is largest small box discount retailer\n",
            "with the u.s. federal government putting a stake in the ground vendors and their customers are focused on meeting the deadline\n",
            "with this the company will exit the contract manufacturing service segment\n",
            "von koskull will oversee a new unit of nordea which brings together corporate merchant banking financial institutions and capital markets products divisions\n",
            "votorantim celulose e papel vcp is part of the votorantim group a major brazilian conglomerate\n",
            "yit acquired investment rights to a 10000 square metre residential project in yaroslavl and to a 16400 square metre project in moscow\n",
            "yit corporation sept. 24 2007 at 13:30 corporate release stock exchange release yit capital markets day in london sept. 26 2007 on wednesday september 26 2007 yit will hold a capital markets day for investors and analysts in london\n",
            "yit kausta will build commercial and residential highrises in virsuliskes area\n",
            "you 're not alone\n",
            "- munich 14 january 2008: bavaria industriekapital ag closed the acquisition of elcoteq communications technology gmbh in offenburg germany with the approval of the\n",
            "cash flow from operating activities before investments was 0.8 –1.2\n",
            "cash flow from operating activities before investments was 7.6 2.5\n",
            "christine idzelis eqt partners sheds salcomp swedish financial investor eqt partners is selling a majority of its stake in mobile phone charger manufacturer salcomp oyj to nordic investment company nordstjernan ab\n",
            "profit before taxes was 105.9 82.7\n",
            "compagnie de financement foncier is to issue a benchmark 10 year covered deal in euros\n",
            "the company continued the development of a fully human antibody in its vap-1 antibody program\n",
            "the profit after taxes was 57.7 11.1\n",
            "westpac banking corp is to issue a benchmark 3 year frn deal in euros\n",
            "1 april 2011-finnish machinery rental company ramirent oyj hel: rmr1v said today it has acquired the assets of sector player stavebni doprava a mechanizace sdm in the czech republic for an undisclosed sum\n",
            "18 march 2010 a leakage in the gypsum pond was detected today at the talvivaara mine\n",
            "7 march 2011-finnish it company digia oyj hel: dig1v announced today an agreement with mobile phone major nokia oyj hel: nok1v to acquire the commercial licensing and service business related to nokia is qt technology\n",
            "8600 and at the time of investment it is fully leased to several tenants\n",
            "a filter is used to pre process packets to determine if they need to be further processed by the processor of the network device\n",
            "a profit is still on target\n",
            "a spokeswoman for the italian fashion house declined comment on the settlement\n",
            "a total 73.7 will be provided as secured senior three year debt from the syndicate involving pohjola bank hel: poh1s the finnish arm of nordea bank ab sto: nda and sampo bank hel: samas\n",
            "a total of 140 jobs will be reduced at the raahe steel works\n",
            "a total of 15000 new citycon shares with a nominal value of 1.35 per share were subscribed between 17 and 23 march 2006 exercising the a b c options based on the company is stock option plan 1999\n",
            "abn: 59 087 901 620 now represent 5.10% of the voting rights and share capital of citycon oyj\n",
            "according to finnish aktia bank is managing director jussi laitinen the bank is aim is to triple the number of its customers in finland in the next five years\n",
            "according to finnish scanfil is founder and chairman of the board jorma j. takanen the company has to look for growth abroad\n",
            "after non recurring items of 177 profit amounted to 20\n",
            "after the acquisition basware is preliminary pro forma net sales for 2005 amount to 52.6 and preliminary pro forma operating profit amounts to 7.1\n",
            "after the sale outokumpu is share of the technology unit will be reduced to some 12-20%\n",
            "after the transaction danske bank becomes an equal player with nordic bank group nordea in the nordic countries\n",
            "ahlstrom headquartered in helsinki finland is a global company involved in the development manufacture and marketing of high performance fibre based materials\n",
            "ahlstrom headquartered in helsinki finland is a global leader in the development manufacture and marketing of high performance fibre based materials\n",
            "ahlstrom corporation anne pirila director financial communications distribution: helsinki stock exchange main media ahlstrom in brief ahlstrom is a leader in the development manufacture and marketing of high performance fiber based materials\n",
            "ahlstrom corporation seppo parvi cfo distribution: main media www.ahlstrom.com ahlstrom in brief ahlstrom is a global leader in the development manufacture and marketing of high performance nonwovens and specialty papers\n",
            "ahlstrom corporation stock exchange announcement 7.2.2007 at 10.30 a total of 56955 new shares of ahlstrom corporation have been subscribed with option rights under the company is stock option programs i 2001 and ii 2001\n",
            "aldata solution a global company engaged in supplier to consumer business process optimization has announced the details of its dollars for dinosaurs program\n",
            "alexandria va. march 20-patrik flykt and timo alakoski both of helsinki finland and tapio suihko and nadarajah asokan both of espoo finland have developed a method of mobility support of internet type protocol traffic in a communication system\n",
            "alexandria va. nov. 19-erkki aho elimaki finland has developed a method and apparatus in conjunction with a shoe press\n",
            "alexandria va. nov. 5-risto kontturi of rajamaki finland and jari ylinen of hyvinkaa finland have developed an automated transportation system with a user controlled transport selection\n",
            "all depends on financing\n",
            "almost two thirds of olvi is net sales come from outside finland\n",
            "also cba is to issue a benchmark 10 year fixed rate deal in euros\n",
            "amanda capital has investments in 22 private equity funds and in over 200 unquoted companies mainly in europe\n",
            "among other industrial stocks metso added 0.53 pct to 40.04 wartsila b was down 0.77 pct at 47.87 and rautaruukki k was 1.08 pct lower at 37.56 eur\n",
            "among paper issues stora enso r was little changed up 0.08 pct at 12.03 upm kymmene was 0.48 pct higher at 18.77 and real b added 0.50 pct to 3.99 eur\n",
            "an android app will be coming soon\n",
            "an apple spokeswoman said the company declined to comment\n",
            "analysts surveyed by thomson financial expected revenue of $69 for the quarter\n",
            "around 250 of these reductions will be implemented through pension arrangements\n",
            "around 50% of the world is ro ro fleet is over 25 years old and needs to be scrapped for environmental reasons\n",
            "as a consequence of the merger the number of administration personnel at the factories will be reduced by six\n",
            "as a result the number of personnel in finland will be reduced by 158\n",
            "as a result some 20 persons will no longer be needed\n",
            "as much biomass will be used as can be sourced locally with the rest of the plant is fuel needs met by peat\n",
            "aspo plc stock exchange announcement may 4 2006 at 10:00 a.. an increase in the share capital of aspo plc totaling 1125.60 was registered today\n",
            "aspo is group structure and business operations are developed persistently without any predefined schedules\n",
            "aspocomp group headquartered in helsinki finland develops interconnection solutions for the electronics industry\n",
            "based in helsinki finland ramirent has branches in 13 nordic central and eastern european countries\n",
            "based on the 2005 calendar year the combined company had 15.8 bn in pro forma annual revenues and is expected to start operations with 60000 employees\n",
            "bavaria industriekapital ag is 2006 revenues were 333 with an ebitda of 51\n",
            "biohit said that it will reduce the number of leased personnel by 10 and lay off 10 of its own personnel\n",
            "bm4 middle layer headbox will be equipped with a dilution control system\n",
            "boomerang boats had net sales of 4.1 and it made an operating profit of 0.4 in 2006\n",
            "by the end of 2006 the number of joint branch offices will total 170\n",
            "cameco typically prices sales contracts using a 40:60 ratio of fixed prices and spot prices\n",
            "capman the stockholm headquartered private equity firm has held a first close on its second private equity real estate fund as it continues its push into the property sector\n",
            "cargotec is business areas also include the container handling solutions business area kalmar and the marine cargo handling and offshore load handling solutions business area macgregor\n",
            "cargotec is sales totalled 3.4 billion in 2008 and it employs approximately 11000 people\n",
            "cargotec will also move hallberg ivarsson is service and installation business under the same roof with its service center for kalmar and macgregor solutions in gothenburg\n",
            "citigroup inc nyse: c deutsche bank nyse: db and pohjola bank are lead managers for the sale\n",
            "coffee will be served starting at 14:30 eet as well as after the event\n",
            "combined net sales in 2006 were $27 and ebitda was $13.7\n",
            "combined with the basware enterprise purchase to pay portfolio it provides a high level of automation for procurement and invoice workflows\n",
            "commenting on the deal shane lennon svp of marketing & product development at gypsii said: ?\n",
            "comparable net sales are expected to increase more than 10% in 2008 in line with group target\n",
            "componenta has production lines for similar sized products at karkkila in finland at weert in the netherlands and at orhangazi in turkey and these had a combined output of approximately 100000 tonnes and net sales of 135 in 2007\n",
            "componenta will also offer a five year subordinated loan for subscription by the public\n",
            "cs cabot is main consumers on the czech and slovak market are tires producers barum continental and matador continental\n",
            "curators have divided their material into eight themes\n",
            "currently 95% of trainers house is revenues are attributed to the finnish market\n",
            "currently the company uses eight similar reach stackers and four empty container handlers by konecranes\n",
            "currently alfred a palmberg is putting the finishing touches to one of finland is biggest ever re plumbing and bathroom refurbishment projects also in the district of vuosaari\n",
            "currently glaston employs approximately 1500 persons\n",
            "currently it operates a fleet of eight carriers as well as nine pushers and barges\n",
            "customers include hotels and restaurants as well as wholesalers and some retailers\n",
            "deliveries will start in the second half of 2007 and the start up of the mill is scheduled for 2008\n",
            "delivery is expected to take place later this month\n",
            "deutsche beteiligungs as well as a private equity fund it manages first bought 75% of mce in a secondary buyout from white plains n.y. financial investor andlinger & co. in 2007\n",
            "earnings per share eps in 2005 amounted to a loss of 1.26\n",
            "earnings per share eps in the first quarter amounted to a loss of 0.20\n",
            "economic development in china is no longer taking place only on the east coast and in the shanghai area vauramo says\n",
            "eero katajavuori currently group vice president human resources will take a year long sabbatical starting from october 1 2010\n",
            "elcoteq expects its net sales for the last quarter of 2010 to be on the level of the third quarter\n",
            "elcoteq is global service offering covers the entire lifecycle of products from product development to after market services\n",
            "enp newswire-22 march 2011 release date-21032011-a total of 13000 talvivaara mining company plc is new shares were subscribed for during the period between 1 january 2011 and 28 february 2011 under the company is stock option rights 2007a\n",
            "eq bank forecasts olvi is net sales at 67 in the second quarter of 2009 and operating profit at 6.4\n",
            "established in 1989 capman manages nordic buyout mezzanine technology life science and real estate funds with approximately 3 billion $4 billion in total capital\n",
            "152.4 of this was net interest income\n",
            "exel is board of directors will propose a dividend of 0.2 $0.3 per share for 2006 at the annual general meeting on april 19 2007\n",
            "financing of the project will come mainly from china\n",
            "finnish component supplier componenta corporation omx helsinki: cth1v said on monday 16 june that it is changing its pricing cycle due to the increase of raw material prices\n",
            "finnish construction company yit hel: yty1v said it had agreed to take over german facility engineering and facility systems firm caverion for 73 usd90.3\n",
            "finnish fibers and plastics producer suominen corporation omx helsinki: suy1v reported on wednesday 22 october an operating loss of 0.8 on net sales of 55.2 for the third quarter of 2008\n",
            "finnish neste oil that was previously on the list has fallen off the list completely\n",
            "finnish silicon wafer technology company okmetic oyj omx helsinki: okm1v said on wednesday 17 september that it will invest 6 in its sensor wafer business during 2009\n",
            "finnish silicon wafers maker okmetic oyj said on september 17 2008 that it will invest a total of 15 $21.3 in its sensor wafer business\n",
            "finnish sports equipment company amer sports said it has decided to lay off 370 workers from its salomon division in france\n",
            "fiskars is also engaged in the global supply of marine and energy equipment solutions and services through its associated company wartsila corporation\n",
            "fiskars r founded in 1649 is one of the oldest companies in the world and is the largest manufacturer of lightweight stainless steel scissors in the u.s.\n",
            "fl group is private equity division manages all operating companies including icelandair group fl travel group bluebird and sterling\n",
            "following the acquisitions panostaja will establish a new business unit which will focus on heat treatment of metals\n",
            "following the demerger the vice president of the group is pharmaceutical trade in finland jukka niemi will be appointed managing director of oriola in addition to his current responsibilities\n",
            "following the divestment fiskars is outdoor unit will comprise the brands gerber silva and buster and will focus on multi tools knives compasses mobile lighting pedometers and aluminium boats\n",
            "following the issue the number of shares in the swedish company will grow by 9%\n",
            "following the transaction tulikivi restructured its operations into the soapstone fireplaces business natural stone product business and ceramic products business units\n",
            "for 2009 net profit was 3 and the company paid a dividend of 1.30 apiece\n",
            "for 2009 net profit was 3 and the company paid a dividend of 1.30 apiece\n",
            "fortum is now considering taking part in nuclear energy projects outside of finland\n",
            "from 2003 on the emphasis of kyro is strategy has been on glaston is growth\n",
            "garmin fell 4.5% to $34.53 at 1:33 p.. in new york while google slid 0.7% at $576.50\n",
            "ge is building the facility with wind power developer invenergy wind llc\n",
            "glaston headquartered in tampere finland is a growing and international glass technology company\n",
            "group net sales in the third quarter of 2007 totaled 142.3 and operating profit 4.3\n",
            "gs engineering will install the valves at a liquefied natural gas lng plant it has built for uae lng extraction and gas plants operator gasco in ruwais uae\n",
            "guangdong october 26 sinocast nokia telecommunications dongguan branch entered into a letter of intent to open a nokia class in qingyuan polytechnic qingyuan city of guangdong province\n",
            "he joins technopolis from kone where he has held various positions within the group most recently as director of service business and business development for kone s middle eastern operations\n",
            "high winds also toppled three semi trailers on i-15 north of barstow\n",
            "hk ruokatalo is target is to know the consumers\n",
            "honkarakenne is customer in this project is one of the biggest real estate companies in kazakhstan according to the company\n",
            "however the production is almost entirely very labor intensive and based on small investments only\n",
            "in 2006 the company intends to invest significantly in expanding its distribution and maintenance network\n",
            "in 2007 etteplan had turnover of 125.2\n",
            "in 2007 the group is net sales stood at 42 and it had about 1445 employees\n",
            "in 2007 etteplan reported a turnover of 125.2\n",
            "in 2008 avc systemhaus had net sales of 10 usd 7.1\n",
            "in 2008 stockmann earned 3.398 lats in profit on 48.012 lats in turnover\n",
            "in 2010 sanoma magazines expects net sales to be at the 2009 level\n",
            "in addition the company is considering the start of production in russia\n",
            "in addition the company will reduce a maximum of ten jobs\n",
            "in addition the kazakh delegation will visit finland is sitra investment fund honkarakenne ltd and nokia headquarters to study teliasonera ltd jsc is activities\n",
            "in addition to its stake in megafon telecominvest currently owns 100% of shares in web plus and st. petersburg payphones 51% in telecom equipment producer peter servis and a number of other minor assets\n",
            "in addition to russia we now seek additional growth in ukraine\n",
            "in addition to software development the new design unit will provide for mechanical engineering and electronics design\n",
            "in addition to verification of an identity and digital signatures new state approved mobile id enables to cast votes in elections as well\n",
            "in april 2010 olvi is range of ciders will expand with a strawberry rhubarb and an apple pear cider in green bottles with a new shape\n",
            "in april june 2008 scanfil is net sales totalled 58.7 and operating profit 6.6\n",
            "in banking sampo a was unchanged at 14.24 and nordea rose 0.42 pct to 9.51 eur\n",
            "in finland alma media will focus on quality and developing chain operations\n",
            "in finland the five largest brands control 90% of the beer market\n",
            "in finland finnish pharmaceutical company orion corporation omx helsinki: ornav said on wednesday 7 january that it has concluded its personnel negotiations in finland and will reduce the number of personnel by 205\n",
            "in july it and quadriga capital sold their lewa gmbh pump making business to japan is nikkiso co.\n",
            "in november the finnish government decreased its ownership in the company further to 31.1% from 38%\n",
            "in sweden the agreement covers data communication services as well\n",
            "in the automobile space maruti is the most searched brand in cars\n",
            "in the autumn it plans to expand service to st. petersburg and moscow and launch service to yekaterinburg russia flying there three times a week\n",
            "in the beginning of the negotiations the estimated number of reductions was 50 at the maximum\n",
            "in the czech republic the profiling unit at ostrava will be closed and the machinery will be relocated to ruukki is bigger plants in hungary poland and romania by the end of the first quarter of 2009\n",
            "in the czech republic the smaller profiling unit at ostrava will be closed and the machinery will be gradually relocated to ruukki is bigger plants in hungary poland and romania by the end of the first quarter of 2009\n",
            "in the first quarter of 2008 sacanfil is net sales totalled 50.0 and its operating profit 4.7\n",
            "in the third quarter of 2007 net sales totaled 25.95 and operating profit 3.88\n",
            "incap contract manufacturing services pvt ltd a subsidiary of incap corporation of finland is acquiring the manufacturing unit of the tvs electronic ltd at tumkur near bangalore for rs40 crore\n",
            "inha works has invested in its product development and market research\n",
            "it comes complete with an lcd touch screen system for selection of your chosen function and prices start at around the pounds 4805 mark\n",
            "it grew in finland norway denmark and the baltic countries\n",
            "it includes options for additional 30 communal building sites as well as construction supervision works for all construction sites\n",
            "it is being developed by symbian the software licensing consortium led by nokia\n",
            "it is estimated that the consolidated turnover of kausta guder will reach lt 53 us$22.53 15.35 in 2007\n",
            "it is the first application in the market for invoice and purchase requisition approval with a mobile device\n",
            "it now owns 80565 shares in amer sports corporation equaling 0.11% of the company is share capital and voting rights\n",
            "it posted a turnover of 4.5 $6.1 and an operating profit of 1.5 $2.0 for 2006\n",
            "ixonos will finance the acquisition through a 3.8 $5.2 loan\n",
            "karachi sept. 14-ixonos a world leader in the development and integration of solutions for handheld devices announced that it is implementing a touch screen mobile user interface solution for the intel atom processor z6xx based smartphones\n",
            "kauko telko is centralized administration will be dissolved and appropriate parts of it will be transferred to operating activities and group administration by the end of the year\n",
            "kemira is r&d organization comprises approximately 750 people the company said\n",
            "konecranes has previously communicated an estimated reduction of about 1600 employees on group level in 2009\n",
            "l&t also acquired a 50 pct stake in local sector company salvor oy at the beginning of september 2007\n",
            "laavainen said benecol was well known in europe and the us where it had been in the market for 15 years\n",
            "latin america currently accounts for approximately 40% of sales at tecnotree company president and ceo eero mertano recently told bnamericas\n",
            "latvenergo has ordered a significant expansion to the tekla xpower network information system\n",
            "lcs is services cover the whole life cycle of software and information systems from process modelling and tailored software development to hosting services solution management maintenance and support\n",
            "lemcon has also signed a pre contract for the purchase of the park is entire 130-hectare site\n",
            "lieksaare oy has earlier been regarded under the control of saarelainen oy and the individual shareholders under the shareholder agreement\n",
            "liquid handling products include electronic and mechanical pipettes disposable tips as well as pipette maintenance and calibration services for research institutions healthcare and industrial laboratories\n",
            "adp news jan 13 2009-finnish industrial and environmental measurement equipment maker vaisala oyj omx: vaias said yesterday it will develop an operational reference radiosonde for climate change observations\n",
            "adpnews dec 23 2009-norwegian financial services group sparebank 1 gruppen as osl: sbgrp said its board of directors appointed today jarle haug managing director of its claims collection subsidiary sparebank 1 gruppen finans\n",
            "marathon estimates the value of its remaining stake in protalix at $27\n",
            "margin call of zanadvorov has given the chance to make such purchase under the credit of deutsche bank for usd 560\n",
            "marimekko is considering further measures in the matter\n",
            "marketing will use tikkurila is existing infra structure and local knowledge in russia\n",
            "metsaliitto will sell 1.1 b shares of neomarkka accounting for about 18.3 pct of neomarkka is equity and about 12.7 pct of the voting rights\n",
            "moreover konecranes and kito intend to transfer the hoist distribution business of konecranes ' japanese joint venture mhs konecranes to kito\n",
            "most of the growth in beer consumption took place in the far east latin america and africa\n",
            "most of the new substations support edge technology which enables faster data traffic\n",
            "most of the raw materials come from europe and the us and are paid in euros or us dollars while sales take place in rubles\n",
            "most recently he founded virent energy systems inc. an 80 person catalytic biofuels company where as president and ceo he led the company through multiple financings defined the company is market strategy and secured the company is first customers\n",
            "motorola accounted for 11.5% of the south korean handset market as of the end of april samsung held 55% and lg electronics 19% according to korea based atlas research group\n",
            "motorola inc. of the united states came second with shipments of 217.4 units for a 21.3% market share followed by south korea is samsung electronics co. with shipments of 118.0 units for an 11.6% share\n",
            "mr jortikka is president of the base metal division of outotec oyj in finland and is on the executive committee of outotec\n",
            "mr k.r. vasantha has been appointed managing director of incap contract manufacturing services pvt. ltd.\n",
            "mr. doring has been with eaton since 1989 and acted as the business unit manager for eaton is power controls business unit since january 2007\n",
            "mr. koistinen joins from nokia siemens networks where he has held various senior sales management and business development positions since 1997\n",
            "mr. mcdonald started the evening with his own set featuring hits from his solo career and his doobie brothers years and a selection of r&b cover songs that met with mixed results\n",
            "real corporation stock exchange announcement 29 september 2006 at 4.15 p.. kyro corporation and real corporation a metsaliitto group subsidiary have agreed on an arrangement which gives real option to purchase the kyroskoski natural gas powerplant from kyro\n",
            "neste oil will offer outplacement services to the 111 employees to be reduced\n",
            "news corp. is myspace.com web site will display submissions for the expanded broadband emmy awards as part of an effort to identify aspiring video artists\n",
            "niam offer financial investors a high return via investments in funds that in turn invest in all types of properties\n",
            "no changes regarding the virala oy ab s ownership of shares of tiimari has taken place\n",
            "no financial details of the deployment were disclosed\n",
            "no financial or pricing details were disclosed\n",
            "no planned closing date was provided\n",
            "no service pricing details were disclosed\n",
            "nordea bank ab publ holds 6.000 alma media shares representing 0.008% of share capital and voting rights\n",
            "nordea pankki suomi oyj is ownership in stonesoft corporation has decreased below 1-20\n",
            "nordea will coordinate the syndicated loan\n",
            "nordstjernan has used its option to buy another 22.4% stake of salcomp is shares and votes\n",
            "n viro operates processing facilities independently as well as in partnership with municipalities\n",
            "okmetic closed its plant in espoo in early 2004 and all production lines from the site were moved to okmetic is plants in vantaa finland and texas usa\n",
            "okmetic has a global customer base and sales network production plants in finland and the us and contract manufacturers in japan and china\n",
            "on preliminary estimate the hotel will operate under the brand novotel\n",
            "one of the largest projects of the magazine division of sanomawsoy sanoma magazines international in 2006 became launch of the russian magazine gloriya\n",
            "operating profit of operations in finland in the period under review totaled 11.3 remaining at the 2005 level\n",
            "op pohjola group is capital adequacy ratio under the act on credit institutions stood at 12.1% and tier 1 ratio at 12.1%\n",
            "our customers include companies in the energy and process industry sectors in particular\n",
            "our key geographical markets are europe russian federation middle east south africa and japan\n",
            "our tools are specifically designed with the needs of both the business users and ict experts in mind\n",
            "outotec is delivery covers the engineering supply and construction of a circulating fluid bed calcination plant with a capacity of 1600 tons of alumina per day\n",
            "ova press has a 60% stake in the joint venture while imsm holds a 40% stake\n",
            "panostaja owns a 68.77 pct of share capital and the voting rights of suomen helasto shares following an exchange of shares which was carried out on may 30 2007\n",
            "panostaja plc today acquired the entire share capital of suomen graafiset palvelut ltd a provider of printing services\n",
            "paper company real calculated that if 100000 biscuit cartons are made using a 25gsm lighter board the co2 saved over the course of 12 months would be equal to that generated by driving 1000 km by car\n",
            "paper stocks were among the biggest fallers with stora enso down 2.30 pct to 14.01 real down 2.86 pct to 5.09 and upm kymmene 1.14 pct lower at 19.10 eur\n",
            "part of the reductions will be made through retirement arrangements\n",
            "payment for acquired shares will be made in cash and the price per share will be 1 plus an administration fee\n",
            "pct lower at 4442.10\n",
            "pharmaceutical market in czech republic global research & data services published recently a market analysis about the pharmaceutical markets in czech republic\n",
            "pharmaceutical market in italy global research & data services published recently a market analysis about the pharmaceutical markets in italy\n",
            "pharmaceutical market in netherlands global research & data services published recently a market analysis about the pharmaceutical markets in netherlands\n",
            "previously it projected the figure to be slightly lower than in 2009\n",
            "previously the company expected its 2008 financial performance to remain at the same level as in 2008\n",
            "profit after taxes totaled 12.1\n",
            "quartal oy now owns 2094063 shares in satama interactive plc which represents 519 per cent of the share capital and voting rights\n",
            "renesas mobile europe ltd has approximately 470 employees in oulu\n",
            "rihko said the sale will enable the company to concentrate on its grain based business\n",
            "rihko started to manage raisio is benecol business in summer 2006 after heading tobacco company altadis ' european operations\n",
            "rim has revamped the blackberry os ui with the 6.0 version of the mobile operating system\n",
            "rimi supermarket is the key customer in magistral center\n",
            "rimvesta is now controlled by the estonian owned real estate development company ell nekilnojamas turtas which a member of merko the largest construction group in the baltic countries\n",
            "risto raty tekla is executive vice president said that tekla structures and archicad will cover the entire design and documentation workflow throughout a construction project\n",
            "rohwedder group is an automotive supplies telecommunications and electronics industry provider for customers in europe north america and asia\n",
            "rosa is one of the best known duckburg illustrators\n",
            "rsa is shares closed at 156.9 p at the time of going to press\n",
            "rubin says he expects capman to announce additional transactions in 2009\n",
            "russia is video international group holds a controlling stake in russian media ventures\n",
            "s outokumpu technology business will begin trading on the nordic exchange in helsinki starting oct. 10 becoming the sixth company to list on that exchange this year the company said friday\n",
            "salo finland 29 august 2006-benefon has today announced its plans to further strengthen its in house technology platform by licensing the complete mobile software platform opna from its long standing technology partner pollex\n",
            "sampo group that has become a major shareholder in nordea owns trygvesta is main competitor if p & c insurance\n",
            "scanfil holdings include 100% of contract electronics manufacturer scanfil ems group\n",
            "since the registration of the shares subscribed in a directed share issue the new number of panostaja shares and voting rights is 41733110\n",
            "stora enso is business in north america has annual capacity of about 3 tons and employs about 4350 people\n",
            "stora enso will receive a 19.9 pct equity interest in the combined company\n",
            "stora is due to release its fourth quarter and 2009 full year earnings on feb. 4\n",
            "storengy is the gdf suez company that is dedicated to the underground storage of natural gas\n",
            "strand associates is expanding its madison corporate headquarters with space to add about 100 employees to the engineering firm\n",
            "talentum acquired a 47.5 pct stake in varesvuo partners in 1997 and the remaining in 2002 and 2005\n",
            "technopolis st. petersburg is telecommunications university and the russian support fund for legislative initiatives signed a protocol of intent in may of this year to set up a technopark in st. petersburg on the base of the st. petersburg telecommunications university\n",
            "technopolis has finnish operations in oulu vantaa espoo lappeenranta jyvaskyla and tampere and is also preparing to expand its operations to russia\n",
            "technopolis has set aside a plot of land measuring 4.6 hectares to build the park mikkonen said\n",
            "tekla group is net sales for 2006 were approximately 50 euros and operating result 13.6 euros\n",
            "teleste expects to start the deliveries at the end of 2009\n",
            "thanks to its extensive industry and operations experience cybercom offers strategic and technological expertise to these markets: telecom industry media public sector retail and banking and financial services\n",
            "the 3c expo is a signature show in dongguan which is supported by the dongguan municipal government every year featuring computer accessories software communication and network products\n",
            "the acquired business main asset is a mobile authentication and signing solution branded as tectia mobileid which provides authentication to web e mail ssl vpn ms sharepoint tectia secure solutions and other applications and resources\n",
            "the acquisition is part of ramirent is central and eastern european growth strategy\n",
            "the acquisition is part of ramirent is strategy to strengthen its position in selected locations\n",
            "the agreement includes application maintenance and support services\n",
            "the agreement includes the entire process of managing mercator is supply chain in all regions where the company is currently present\n",
            "the americas represents 25% of gemalto is billing and latin america is one of the fastest growing regions for the company\n",
            "the annual value of the contracts is estimated at usd 2 over the next three years\n",
            "the area will also include some central buildings and honkarakenne has started negotiations on their delivery\n",
            "the bank also expects additional costs related to the dash 8-q400 jets which the group shelved in october 2007\n",
            "the bank is leasing arm nordea liising ended the year with a profit of 4.4 euros\n",
            "the board established a remuneration committee with following members:-sari baldauf chairman tapio hintikka heikki westerlund in addition the board decided to appoint a nomination committee at a later stage\n",
            "the bond with a maturity of five years is part of the bank is domestic bond program\n",
            "the bridge is part of the highway 14 development project\n",
            "the building will house product development and test laboratories\n",
            "the business area is net sales were slightly over 2 in 2006\n",
            "the business development initiatives in north america are headed by lynn shanahan\n",
            "the business is organised as of february 1 2011 in a way that production of design services is combined into one entity etteplan operations\n",
            "the business transfer will take effect from 1 january 2007 and in connection with this 47 employees will transfer from elisa to daxtum as continuing employees\n",
            "the center will be built in the kapuli district of mantsala beside the hanko mantsala porvoo road near the new direct rail link between lahti and jarvenpaa\n",
            "the changes in readership were not significant\n",
            "the closing of such transaction took place today\n",
            "the closing of the transaction is scheduled to take place on january 10 2008\n",
            "the combined capital of these funds is expected to be 100 -150\n",
            "the combined company had pro forma net sales of 140 $188.9 and an operating profit of 13 $17.5 for 2006\n",
            "the commission found evidence of several meetings to discuss the cartel including one in a brussels restaurant in november 1997 at which the companies discussed price increases\n",
            "the committee proposes the following remuneration: a monthly remuneration of 5000 for the chairman 3500 for the deputy chairman and 2500 for the other board members\n",
            "the companies will divest to upm fray bentos pulp mill and forestal oriental a company specialising in eucalyptus cultivation\n",
            "the company which has 2.8 bn in assets counts among its five largest shareholders finnish insurers ilmarinen 4.34% and varma 0.70% as well as the finnish state pension fund ver 0.61%\n",
            "the company also equipped the sculptural complex rabochy i kolkhoznitsa a worker and a collective farmer in moscow with snow melting system\n",
            "the company also said that the deployment of the danish 4g network continues and it expects to cover 75% of the danish population in 2011\n",
            "the company decided at the end of 2008 to temporarily shut down its ammonia plant in billingham and extend the maintenance period at its ince facility\n",
            "the company did not distribute a dividend in 2005\n",
            "the company expects its net sales for the whole 2009 to be at previous year levels\n",
            "the company expects its net sales for the whole of 2007 to be 950 -1 000\n",
            "the company had net sales of 10.8 in 2008 and today has approximately 120 employees in finland estonia and poland\n",
            "the company had net sales of 19.8 and a pre tax profit of 1.8 in 2005\n",
            "the company has 120 employees and annual sales of approximately 16\n",
            "the company has an annual turnover of 32.8\n",
            "the company is involved in the the sale of financial products including insurance mortgages car and personal loans financial brokerage and equipment finance leasing\n",
            "the company plans to increase the unit is specialist staff to several dozen depending on the market situation during 2010\n",
            "the company reported net sales of 302 $441.6 and an operating margin of 16 pct in 2006\n",
            "the company is set of services include digital printing printing preparation offset printing after treatment services and send out services\n",
            "the company is transportation business is conducted through florida rock & tank lines which is a southeastern transportation company concentrating in the hauling by motor carrier of liquid and dry bulk commodities\n",
            "the company said that 80% of the shares of the holding company will be sold to meadville holdings limited a hong kong listed parent company of the meadville group\n",
            "the company said that it has agreed to a 160 unsecured credit line from lenders\n",
            "the company said that previously eb delivered a custom solution for lg electronics and now is making it commercially available for other mobile terminal vendors as well as to wireless operators\n",
            "the company said that the operations will be sold to a newly established company cps gmbh where the present management of the plastics business is a co owner\n",
            "the company will use the assets for strengthening its balance sheet and financial position\n",
            "the composite body is coated with a hard coating layer produced by thermal spraying and the coating is ground ''\n",
            "the connectivity unit has more than 100 e invoice customers and the number of annual transactions stands at nearly one\n",
            "the contract includes an option to deliver an additional 75 ascs in the next phases of the project\n",
            "the contract is worth some 1\n",
            "the contract value amounts to 2.4\n",
            "the credit covers approximately 70% of the ship is price\n",
            "the customer is cooperative retailer osuuskauppa suur savo\n",
            "the customer is local company etera mutual pension insurance co and the principal tenant of the unit will be media company alma media corp hel: aln1v\n",
            "the customer is then forwarded to the site and unknown to him logged in with the first number\n",
            "the deal includes all rental equipment and related merchandise the rental contract of the depot and two employees the company said\n",
            "the deal is in line with etteplan is strategy to operate as a partner of global customers and provide industrial technology design services\n",
            "the decision reflects the underutilisation of the line which produces nonwovens used in medical and wipes applications as well as for the automotive industry\n",
            "the decision will have to be made whether the group agrees to the import of estonian meat and meat products to finland the paper added\n",
            "the devices also contains finnair is own application for compiling customer feed back and ideas for product development\n",
            "the devices would be launched in the chinese market in late 2006 the company said\n",
            "the diameter protocol is developed according to the standards ietf rfc 3588 and ietf rfc 3539\n",
            "the divested activities had net sales of 145.1 in 2009 and an operating profit of 8.9\n",
            "the divested company is part of tietoenator is business area government manufacturing & retail\n",
            "the dividend will come on top of the 0.45 on a shares and 0.43 on k shares it has already paid on last year is accounts\n",
            "the division also includes joint sales marketing and controlling functions for these units\n",
            "the ea reng group posted sales of approximately 84 kroons for 2007\n",
            "the ebrd is using its own funds to provide a 21.6 a loan while the b portion of 10 euros has been syndicated to two finnish commercial banks nordea bank finland plc and pohjola bank plc.\n",
            "the ebrd is using its own funds to provide a 21.6 a loan while the b portion of 10 euros has been syndicated to two finnish commercial banks nordea bank finland plc 7.7 euros and pohjola bank plc 2.3 euros\n",
            "the ebrd is using its own funds to provide a 21.6 a loan while the b portion of 10 euros has been syndicated to two finnish commercial banks nordea bank finland plc 7.7 euros and pohjola bank plc 2.3 euros\n",
            "the economic development and trade ministry and industry and energy ministry along with the kostroma regional administration and the russian lumberman and timber exporters union has been carrying out work to acquire investment for the construction of a pulp and paper mill in neya since 2003\n",
            "the electricity requirement of networks will grow with the new mobile generation\n",
            "the employment contracts of 14 of the employees will end in march 2009 as a result of the company is previous employer employee talks\n",
            "the energy sector accounted for approximately 33% and the steel industry for about 57% of the transportation volume\n",
            "the enterprise value of maritim food as has been determined as approximately 15\n",
            "the equipment will be made at vaahto is plant in hollola in finland and delivery is scheduled for the first quarter of 2009\n",
            "the estimated annual value of the frame agreement is about 50\n",
            "the estimated value of the deal is usd 9.2\n",
            "the 17 contract includes both design and construction works\n",
            "the executive said that countries such as brazil chile argentina and mexico will lead the adoption in the business ethernet services segment while brazil and mexico will be the early adopters of carrier ethernet for mobile backhaul\n",
            "the expanded company will continue to be called newpage\n",
            "the expanded plant is scheduled to be operational by the middle of october 2009\n",
            "the expansion is to be finalized in the autumn of 2009\n",
            "the expansion will be delivered in the fourth quarter of 2006\n",
            "the facility consists of a seven year bullet term loan of 200 $292.4 and a 150 $219.3 five year revolving credit facility\n",
            "the facility will have a lettable area of some 19000 sq . the plot for the plant located in the ratasmaki business park will be purchased from the city of forssa\n",
            "the figure does not include food exports from finland\n",
            "the figure includes the change in the fair value of the property portfolio 26.2\n",
            "the final outcome of the rights offering is to be reported around 23 october 2009\n",
            "the firm builds components for mobile phones and other communications products\n",
            "the goal is significant expansion in finland and in the northern baltic region\n",
            "the government started the sell off last month putting an 8% stake in teliasonera on the auction bloc\n",
            "the group posted net sales of 35.3 $46.5 and an operating profit of 760000 $1.0 in 2005\n",
            "the group is net sales in 2007 were 683.6\n",
            "the group is turnover in 2006 was 39.2 and operating profit was 3.9\n",
            "the liquid handling segment offers laboratory equipment and accessories including mechanical and electronic pipettes and disposable tips used in the research institutions universities and hospitals as well as in the pharmaceutical food and other industries under the biohit brand\n",
            "the manufacture of cpps will be undertaken at the existing export oriented unit eou at wartsila is factory at khopoli near mumbai\n",
            "the manufacturing will begin in pietarsaari in the beginning of the year 2009 and the delivery will take place in october 2009\n",
            "the markets expect heineken to sell hartwall as a whole or in parts\n",
            "the merger between the two telecoms operators was expected to result in the world is fourth largest telecoms operator\n",
            "the most significant capital expenditure items were in the global enterprise resource planning erp project product development and production machines\n",
            "the move will be carried out by transferring hkscan is production related property plant equipment as well as its holdings in subsidiaries and associate companies in the country to hkscan finland\n",
            "the net sales of healthcare trade business in 2009 were 145.1 155.2 and operating profit 8.9 7.9\n",
            "the net sales of the power plants business were 710.3 in 2005\n",
            "the new shares entitle their holders to dividends for fiscal 2006\n",
            "the newly created position has been established to strengthen amer sports ' management in strategic planning and execution\n",
            "the newspaper is best sales asset is high quality journalism and journalistic content\n",
            "the non recurring costs caused to talentum is premedia business area by the restructuring will amount to 2.0 $2.7 and will be included in the company is financial results for the second quarter of 2007\n",
            "the ongoing project where tekla structures is being used is the vashi exhibition centre being developed by insteel engineers pvt ltd iivrcl infrastructures & projects ltd & cidco\n",
            "the operations to be sold include manufacturing units in finland france poland and turkey as well as sales units in germany and lithuania\n",
            "the options might include a partial or total divestment of their shareholdings in ovako\n",
            "the orange handled scissors from fiskars are part of the permanent design collection of the museum of modern art in new york as well as the philadelphia museum of art\n",
            "the order also covers design services hardware software licences as well as maintenance services over six years\n",
            "the order also includes extensive maintenance work of a shoe press delivered by vaahto in 2001\n",
            "the order consists of outsourced application management support and planning for tecnotree and third party applications\n",
            "the order includes 48 ship cranes that will be delivered for 12 container feeders to be built at wenchong shipyard in china\n",
            "the order values at 6.9 and it consists of design services and hardware and software licences\n",
            "the orders also include a few high power drives for the control of seismic compressors\n",
            "the orders are for 26 machine room less kone monospace elevators which would be installed during 2006\n",
            "the oulu plant employs approximately 120 people\n",
            "the percentages of shares and voting rights have been calculated in proportion to the total number of shares registered with the trade register and the total number of voting rights related to them\n",
            "the per share subscription price of the shares subscribed with the option rights was 1.35\n",
            "the plant is scheduled for completion in late february 2007 with hand over of some areas in january two other suppliers of nokia aspocomp group oyj and perlos have announced their plans to establish plants within the nokia complex together they will invest rs 365 crore\n",
            "the polish business employs about 1000 people and it had net sales of about 70 in 2007\n",
            "the portfolio comprises of 118000 m2 of leasable space with a vacancy rate of roughly 5% let to around 140 tenants of which two of the largest are the swedish government and ericsson\n",
            "the production capacity can be tripled without any major additional investments the company said\n",
            "the program which was started in the summer of 2007 was originally estimated to last approximately two years\n",
            "the proposal of the shareholders to elect mr. hannu krogerus to the board is based on his long and unrivalled experience and knowledge of all matters related to elcoteq\n",
            "the remainder of its revenues will come from technology agreements with other firms interdigital said\n",
            "the remaining amount will be funded through debt the danish bank said\n",
            "the reorganisation will be carried out by transferring hkscan corporation is production related property plant and equipment in finland as well as its holdings in subsidiaries and associates to hkscan finland oy a holding company wholly owned by hkscan corporation\n",
            "the report contains category level company and brand share as well as distribution share information for 2007 and 2008\n",
            "the result before taxes was a loss of 25.0 euros\n",
            "the results will enable the preparation of a conceptual plant design and capital estimates\n",
            "the retail chain launched in 2007 does not correspond to profit and sales forecasts of the company\n",
            "the russian gas giant invested another 46 litas in the company in late 2004 and now owns 99.5% of its stock capital which amounts to 86.936 litas\n",
            "the second company acquired is sweden is reftele maskinservice ab whose business is mainly field services and spare parts manufacturing with 10 employees and 1.2 sales a year\n",
            "the segments through which the company operates are frozen food business seafoods vegetable oil business grain trading and other business operations\n",
            "the selling consortium includes funds managed by oko bank is venture capital unit bio fund management and finnish industry investment a government owned investment group\n",
            "the solution is demonstrated on a tablet developed by aava mobile as a multi window system which enables the use of several applications simultaneously for example the viewing of messages and calendar side by side\n",
            "the solution will be installed in the usa to support the north american operations of the customer\n",
            "the staff reduction will start immediately glaston added\n",
            "the stockmann department store will have a total floor space of over 8000 square metres and stockmann is investment in the project will have a price tag of about 12\n",
            "the studies are expected to start in 2008\n",
            "the swedish buyout firm has sold its remaining 22.4% stake almost eighteen months after taking the company public in finland\n",
            "the swedish maritime administration has closed the furusund channel which viking line normally charters en route to stockholm\n",
            "the tanks will be delivered to a company which is currently building a chemical tank farm in antwerp northern belgium\n",
            "the tekla structures product box if needed is now made from recycled material\n",
            "the terms of the transactions remained undisclosed\n",
            "the through service of fesco is a telling example of strengthening the relationship between logistics companies and operators at the international level\n",
            "the total capacity of the factory will be approximately 100 engines a year\n",
            "the total emissions reduction from 1999 to 2017 will be thus 41%\n",
            "the total floor area of the plant expansion is 29000 square metres\n",
            "the total headcount reduction will be 50 persons the company said\n",
            "the total investment in 2006 and 2007 is expected to amount to about 75\n",
            "the total investment in the company will be 58 of which wartsila is share will be 29\n",
            "the total investment of the project will be approximately 36\n",
            "the total value of the agreement is usd4.0 the company said\n",
            "the total value of the contract is some 8\n",
            "the total value of the deal is usd 29\n",
            "the total value of the project is about 53 including the plots that will be transferred to atria\n",
            "the total value of the project is estimated to be over 3.0 $4.4 of which the services will be over 2.0 $2.9 and third party licences more than 1.0 $1.5\n",
            "the total value of these two contracts is over 21\n",
            "the transaction is planned to be financed with a 40 market based loan granted by standard chartered bank hong kong\n",
            "the transaction value is cad 15 approximately 10\n",
            "the unit is clients are mainly in the field of specialist convenience goods as well as in the textile shoe and furniture businesses\n",
            "the value of the contract is about 27\n",
            "the value of the contract is about 1.0 . poyry headquartered in vantaa finland provides consulting and engineering services to the energy forestry and infrastructure & environment sectors\n",
            "the value of the contract is 25\n",
            "the value of the contract is in total usd12\n",
            "the value of the contracts is about 3.3\n",
            "the value of the deal has not been disclosed\n",
            "the value of the deal is estimated at between sek25 and sek50\n",
            "the value of the deal was not disclosed\n",
            "the value of the multi year agreement is over 2 a year\n",
            "the value of the three year contract is estimated at 40\n",
            "the value of this kind of order amounts usually between 2 and 3\n",
            "the web marela application handles invitations to quote quote comparisons agreements purchases invoice inspections inventory management and deliveries\n",
            "the venture which will be 51% owned by kemira and 49% by ivrcl will operate an inorganic coagulant manufacturing facility to be built in vishakapatnam vizag in the state of andhra pradesh and to kick off operations in the second half of 2011\n",
            "the workforce will be reduced also in the amsterdam office in the netherlands\n",
            "the works will include the laying of natural stone pavements and the installation of underground heating and surface water drainage systems\n",
            "there have not been previous share subscriptions with 2004 stock options\n",
            "these new units will be built at cargotec is state of the art manufacturing facility in san antonio texas usa which started operations in 2009\n",
            "these share transactions are part of the company is strategy of relinquishing assets that are not part of its core business\n",
            "these six agreements are the company is first customer acquisitions in india since taking over tvs electronics ' contract manufacturing facility in jun 2007\n",
            "this could be any of us at any time '' she said\n",
            "this order when delivered will bring the total output of electricity in italy generated by wartsila equipment to more than 1300 mw\n",
            "this rating from a.. best is the highest among the cis countries central and eastern europe\n",
            "this wood lacquered clock comes with a stripy hand crocheted cover\n",
            "tikkurila acquired a majority stake in kolorit paints in the autumn of 2004\n",
            "to see a slide show of all the newest product releases from fiskars\n",
            "total value of the contract is about 10\n",
            "trading under the name velta uk a former uponor brand the company has been uponor is long term partner in supplying velta branded systems particularly for the commercial and industrial building sector in the uk and internationally\n",
            "tulikivi manufactures heat retaining soapstone and ceramic fireplaces as well as natural stone products and utility ceramics\n",
            "under finnish law parliament grants licences to build nuclear power plants\n",
            "under the agreement larox will transfer 10 employees within engineering and documentation related to delivery projects and product maintenance in finland to etteplan as of january 1 2007\n",
            "under the agreement benefon is forthcoming range of twig integrated gps navigation and mobile phone devices will use the jointly developed web based tracking and location technology in both consumer and commercial applications\n",
            "under the terms of the agreement bunge will acquire raisio is keiju makuisa and pyszny duet brands and manufacturing plants in finland and poland\n",
            "under the transaction agreement metsaliitto will purchase 24.7% of metsa botnia is shares from upm and 3% from real\n",
            "underground parking facilities will also be built on the basement floor\n",
            "unit prices for straddle carriers vary between 700 000 and 900 000 the company added\n",
            "unlisted british biologicals makes b and d proteins and other disease specific supplements that cover diabetes hepatitis asthma and other cardiovascular ailments\n",
            "upm is the biggest producer of magazine paper in europe with a market share of over 30 pct and it is likely to say that prices in the segment were at best flat during the quarter analysts said\n",
            "upon completion of the deal panostaja will establish a new business area within the group to focus on heat treatment of metals\n",
            "vacon aims to establish its presence in the solar energy business in various parts of the world towards the end of 2010 said olli teva marketing director renewable energy applications\n",
            "vaisala is board of directors will propose a dividend of 0.85 $1.24 per share at the company is annual general meeting\n",
            "vaisala is expertise in lightning data and information systems is based on extensive experience and investment in r&d\n",
            "valmet automotive reports net sales of 85 and operating profit of 8\n",
            "we bring a new committed leadership and business and strategic know how to the company that we buy\n",
            "we look forward to take part in the future development of the company '' says tomas billing president of nordstjernan\n",
            "veidekke headquartered in oslo norway is a scandinavian construction and property development group with some 6350 employees in norway sweden and denmark with an annual turnover of nok16.4 bn\n",
            "while the company did not indicate the level of investment in the unit it said that has purchased the equipment of nokia corporation is mobile phone r&d laboratory in jyvaeskylae\n",
            "why not subscribe to the magazine ?\n",
            "vianor sells tires for cars and trucks as well as a range of other car parts and provides maintenance services\n",
            "viking line and stx finland said on monday that there were plans to build a 240 ferry that would be launched on the turku stockholm route in spring 2013\n",
            "with the government exempting certain stainless steel products from anti dumping duties finland based outokumpu today said it will look to enter into supply pacts with the indian railways soon\n",
            "with the new arrangement customer responsibilities will become mainly regional\n",
            "with this acquisition the wireless modem unit and its approximately 1100 employees were transferred to renesas electronics corporation\n",
            "you will hear the latest insights and updates on citycon is strategy as well as the latest news from all the business units\n",
            "the personnel reductions will primarily affect those working for the parent company in the diagnostics business or in production and logistics in the liquid handling business\n",
            "in the asia pacific region visa wave is available in malaysia taiwan and south korea and will be expanded to japan and southeast asia this year jung added\n",
            "in the third quarter of fiscal 2008 efore swung to a net loss of 400000 versus a net profit of 200000 for the corresponding period of fiscal 2007\n",
            "konecranes oyj kcr1v fh fell 5.5% to 20.51 euros the biggest fall since june\n",
            "meanwhile minority shareholders expecting teliasonera to retain the bid sell shares now\n",
            "net sales for the financial year 2006 are expected to amount to about 20 and the operating result ebit is expected to be a loss as announced before\n",
            "operating loss totaled 25 compared to a profit of 63 in the corresponding period in 2005\n",
            "production levels have been agreed with producers a long time ago so a fall in consumption will lead to losses\n",
            "return on investment roi was 4.1% compared to 43.8% in the first half of 2008\n",
            "ssh communications security corp stock exchange release october 14 2008 at 2:45 pm the company updates its full year outlook and estimates its results to remain at loss for the full year\n",
            "the sale will result in a capital loss of 5 for solidium which obtained tikkurila shares in march 2010\n",
            "the fair value of investment properties was 2 251.0 1 281.4\n",
            "a total of 16.5 passenger ship journeys took place in the northern baltic sea in 2007 slightly down from 16.5 in 2006\n",
            "finnish media group talentum has issued a profit warning\n",
            "finnish shipping company finnlines ' pretax loss totalled 6.5 in the third quarter of 2009 compared to a profit of 0.3 in the third quarter of 2008\n",
            "in finland the city of forssa has said it will not pay compensation to food industry companies hk ruokatalo and atria for the lye leak into tap water that occurred in march 2008\n",
            "acando ab acanb ss fell 8.9% to 13.35 kronor the lowest close since dec. 11\n",
            "according shipping company viking line the eu decision will have a significant financial impact\n",
            "according to ceo matti perkonoja of the parent company hkscan the company is performance in the first quarter of 2010 has remained clearly below the level of the corresponding period in 2009\n",
            "at some point in 2010 all separate company names such as palmberg tekmanni lemcon forssan betoni suonenjoen betonituote among others will disappear\n",
            "cencorp is net sales in the first quarter is estimated to be 0.9-1.2 as compared to 4.5 in the first quarter 2008\n",
            "diluted earnings per share eps stood at 0.25 versus 0.42\n",
            "earnings per share eps amounted to a loss of 0.05\n",
            "earnings per share eps amounted to a loss of 0.38\n",
            "earnings per share eps amounted to a loss of to 0.06\n",
            "earnings per share were at loss of 0.24\n",
            "expense ratio was 102.6% compared to 92.9% in the corresponding period in 2005\n",
            "finnish automation solutions developer cencorp corporation omx helsinki: cnc1v issued on thursday 18 september a profit warning for the third quarter of 2008\n",
            "finnish automation solutions developer cencorp corporation omx helsinki: cnc1v reported on thursday 6 november an operating loss of 1.3 on net sales of 11.9 for the period january to september 2008\n",
            "finnish communication electronics components supplier scanfil oyj tuesday said sales in the first half of 2006 will be 15% lower than during the same period a year ago\n",
            "finnish forest industry group stora enso oyj issued on thursday 20 march a profit warning for the first quarter 2008\n",
            "finnish home decoration and arts and crafts retailer tiimari plc omx helsinki: tii1v reported on monday 18 august an operating loss of 3.3 on net sales of 33.9 for the period january june 2008\n",
            "finnish technology company raute corporation omx helsinki: rutav issued on tuesday 23 september a profit warning for the financial year 2008\n",
            "in q1 of 2009 the company is operating loss totalled 0.3 compared to a profit of 3.6 in q1 of 2008\n",
            "in the reporting period eps stood at 0.07 versus 0.11\n",
            "last year 8.3 passengers flew the airline down 4% from 2007\n",
            "loss after financial items totalled 9.7 compared to a profit of 1.3 in the corresponding period in 2008\n",
            "loss for the period totalled 15.6 compared to a profit of 6.3 in 2008\n",
            "myllykoski with one paper plant in finland one in the us and three in germany had revenues of 286 in the first half of 2010 and an operating loss of 12 reuters said\n",
            "net loss in the same period in 2009 was euro18.6\n",
            "nokia siemens networks has struggled to make a profit in the past two years\n",
            "operating loss amounted to 0.9 in the first half of 2006 compared to a profit of 0.5 in the first half of 2005\n",
            "operating loss of the pulp & paper machinery unit was over 3 in september 2007-august 2008 compared to a profit of 3.7 a year earlier\n",
            "operating loss totaled 0.3 compared to a profit of 2.2 in the corresponding period in 2007\n",
            "operating loss totaled 0.8 compared to a profit of 0.5\n",
            "operating loss totalled 12.7 compared to a profit of 17.7 in the first half of 2008\n",
            "operating loss totalled 3.2 compared to a profit of 7.2 in the third quarter of 2008\n",
            "operating loss totalled 4.0 compared to a profit of 8.6 in the second quarter of 2008\n",
            "operating loss totalled 5.2 compared to a loss of 3.4 in the corresponding period in 2008-2009\n",
            "operating profit before non recurring items was 8.3 in the first nine months of 2008 compared to 8.4 in the corresponding period in 2007\n",
            "pretax loss totaled 117 compared to a loss of 65 in the corresponding period\n",
            "pretax loss totalled 162.3 compared to a profit of 253.5 in 2007\n",
            "pretax loss totalled 49.9 compared to a loss of 15.4 in the corresponding period in 2008\n",
            "pretax profit totaled 4.9 compared to 5.2 in the first quarter of 2005\n",
            "publishing sweden is operating loss was 1.1 in q1 of 2009 compared to a profit of 0.6 a year ago\n",
            "raisio is malting capacity was in full use in 2008\n",
            "raw materials prices have surged in the past year fueled in part because of the rapid industrialization of china india and other developing nations\n",
            "rivals say qualcomm has fewer patents on 3g phones than on earlier versions and should lower its rates\n",
            "the company reported today an operating loss of 0.1 on net sales of 4.5 for the first quarter 2008\n",
            "the company is annual loss amounted to eek 18 compared to a profit of eek 7.3 in 2008\n",
            "the fair value change of investment properties was 15.8 compared to 22.9 in the third quarter of 2009\n",
            "the impact of cableway to teleste is net sales in 2009 is estimated to be 4\n",
            "the stock was hit by the profit warning of finnish rival rautaruukki oyj omx: rtrks\n",
            "finnish forest machinery manufacturer ponsse has issued a profit warning\n",
            "cerberus capital management lp backed printing paper maker newpage corp. has posted mixed second quarter results casting a cloud over its planned initial public offering\n",
            "finnish electronics manufacturing services ems company elcoteq se posted a net loss of 66.4 $91.2 for the first half of 2007 compared to a net profit of 7.1 $9.8 for the same period of 2006\n",
            "finnish laboratory liquid handling and diagnostic test systems developer biohit oyj omx helsinki: biobv issued on tuesday 3 june a profit warning for the financial year 2008\n",
            "finnish retail software developer aldata solution oyj reported a net loss of 11.7 $17.2 for 2007 versus a net profit of 2.5 $3.7 for 2006\n",
            "finnish textiles and clothing group marimekko oyj posted a net profit of 7.99 $10.4 for 2006 compared to 8.4 $10.9 for 2005\n",
            "in 2009 stora enso is net loss was 879.7 compared to 673.4 in the previous year\n",
            "in january june 2010 diluted loss per share stood at 0.3 versus 0.1 in the first half of 2009\n",
            "in october upm reported a third quarter net loss of euro86 $110 compared with a net profit of euro120 in 2007\n",
            "operating loss amounted to 0.7 compared to a profit of 0.8 in the second quarter of 2005\n",
            "operating loss before non recurring items was 0.9 compared to a profit of 11.5 in 2008\n",
            "operating profit margin was 8.3% compared to 11.8% a year earlier\n",
            "operating profit was 1.6 in 2005 compared to 5.9 in 2004\n",
            "operating result showed a loss of 2.9 while a year before it showed a profit of 0.6\n",
            "performance in 2006 was impacted by the consolidation trend in the telecom sector and the overall and structural changes in the contract manufacturing market in telecommunications technology and industrial electronics\n",
            "salcomp oyj the finnish maker of mobile phone chargers monday posted a 1.49 loss in the second quarter compared with a 1.70 profit in the same period the previous year\n",
            "scanfil has also issued a profit warning\n",
            "scanfil issued a profit warning on 10 april 2006\n",
            "the operating loss amounted to 0.8 compared to a profit of 3.9 a year earlier\n",
            "the period end cash and cash equivalents totaled 6.5 compared to 10.5 in the previous year\n",
            "the poorest index figure was given to finnish power company fortum 4.5\n",
            "the tightened competition situation in the production automation market has affected net sales during 2006 cencorp said\n",
            "tietoenator was down 1.13 pct to 18.38 extending recent lows after last week is second quarter report dealers said\n",
            "operating profit excluding restructuring costs grew to 44.5 from 31.7 while operating profit including restructuring costs showed even larger growth to 38.5 from 7.4\n",
            "having a china based operation will not only enable us to fully leverage our resources and expertise in wireless solutions but also strengthen our capability to offer industry leading products for our customers in china ''\n",
            "cost cutting measures which have produced around 70 of savings over the past nine months have dampened the airline is loss finnair said\n",
            "the groups is turnover for the full fiscal year is expected to show a slight increase from the previous fiscal year\n",
            "the talks are aimed at restructuring operations and cutting costs\n",
            "consolidated operating profit excluding one off items was 30.6 up from 29.6 a year earlier\n",
            "ebit excluding non recurring items was estimated to increase from 2009\n",
            "in february 2011 new wording of identity documents act that makes mobile id a state approved electronic document as of february 1st 2011 entered into force\n",
            "lean system supports change management and component purchasing extremely well\n",
            "operating profit excluding non recurring items increased by 27% to 81.9 from 64.4 in the corresponding period in 2008\n",
            "the planned ethanol and energy production plant can operate in correlation with a waste treatment unit or a paper mill\n",
            "this transaction will also rationalize our pulp and paper industry related solutions\n",
            "cash flow from business operations totalled 0.4 compared to a negative 15.5 in the first half of 2008\n",
            "cash flow from operations totalled 2.71 compared to a negative 0.83 in the corresponding period in 2008\n",
            "cash flow from operations totalled 7.4 compared to a negative 68.6 in the second quarter of 2008\n",
            "ebit excluding non recurring items totalled 67.8 up from 38.1\n",
            "finnish energy company fortum oyj said on november 13 2007 it was granted an environmental permit to build a biofuel fired combined heat and power chp plant in vartan harbor in eastern stockholm\n",
            "following the transaction lundbeck has worldwide rights for nalmefene excluding north america mexico turkey and south korea\n",
            "nokia was up 0.12 pct to 16.70 after kicking off the morning in negative territory\n",
            "return on investment was 5.0% compared to a negative 4.1% in 2009\n",
            "the district court of helsinki dismissed all charges as the court of first instance in 2005\n",
            "thus the method will cut working costs and will fasten the planning and building processes\n",
            "by cutting the number of plants the group will trim fixed costs\n",
            "results are expected late in 2006\n",
            "the copying republication or redistribution of afx news content including by framing or similar means is expressly prohibited without the prior written consent of afx news\n",
            "the company reported a profit of 800000 ($1.2 )on the sale of its varesvuo partners sub group and a loss of 400000 $623000 caused by the sale of its program production subsidiary oy filmiteollisuus fine ab\n",
            "so far norwegian norske skog has reduced the staff levels by 1000 people and plans to reduce production by 200000 tons in 2008 while finnish swedish stora enso is to cut staff by 1700 people and production by 500000 tons\n",
            "the extracted filtrates are very high in clarity while the dried filter cakes meet required transport moisture limits (tmls)for their ore grades\n",
            "25 march 2011-finnish electronics contract manufacturer scanfil oyj hel: scf1v said today its plan to merge wholly owned scanfil ems group with ojala yhtyma oy has hit a snag as shareholders of the domestic rival rejected the deal\n",
            "as part of its new strategy finnish biohit is planning to incorporate its diagnostics business into a separate limited company\n",
            "finnish benefon denies claims made in the press that the company is giving up its mobile handset business\n",
            "after the split the number of k shares will be 9 540 000 and the number of a shares 26 885 540\n",
            "all reproduction for further distribution is prohibited\n",
            "as a consequence the works council had withdrawn its petition to suspend the reorganisation\n",
            "during the negotiations a reduction of 21 persons has taken place through natural redundancy or termination of fixed term contracts\n",
            "established in 1987 the srv group is a private finnish construction concern with operations in finland the baltic countries and russia\n",
            "in this case the effect would be negative in finland\n",
            "initial estimated total value of the contract was 250 000 euros excluding vat\n",
            "it would be premature to talk about dates volume and the investment procedure '' he said\n",
            "mr clausen however refused to comment the option that nordea would consider buying into citadele bank\n",
            "nokia and capcom announced that resident evil degeneration will be released on n gage later this year\n",
            "nokia will certainly disagree with qualcomm is views on the patent situation\n",
            "olli pekka kallasvuo was elected as vice chairman of the board\n",
            "olli pekka laine has been appointed as the chairman and erkki pehu lehtonen as the vice chairman of the board\n",
            "outokumpu is steel mill in tornio in finland is the suspected source\n",
            "possible personnel reductions concern approximately 104 people\n",
            "risk exposure by non life insurance moving 12-month expenses by function in non life insurance excluding expenses for investment management and expenses for other services rendered non life insurance investment portfolio by allocation\n",
            "secure your files online like filling out a tax return making a backup is boring\n",
            "that is what i go to bed worrying about every night ' he said\n",
            "the challenge for the company however is finding new sources of raw material said risto rinne ceo of neste oil\n",
            "the company initially estimated that it would cut up to 30 jobs\n",
            "the company will try to adapt the operations through temporary lay offs of different duration working hour arrangements training and development efforts\n",
            "the effect may remain short lived however\n",
            "the ipad application joins the iphone app as part of monster is range of mobile applications for job hunting\n",
            "the issue came up in connection with discussion with local municipalities concerning the sale of water to industrial facilities\n",
            "the number of bodily injury cases quadrupled in 2000-2006\n",
            "the purchase price will be paid in cash upon the closure of the transaction scheduled for april 1 2009\n",
            "the size of the extension 18.5% of which already has been let will have a gross area of about 2830 sq 30460 sq ft\n",
            "the symbian foundation plans to revise its procedures for testing and signing software after digitally signing a trojan for its symbian mobile phone operating system by mistake\n",
            "the terms and conditions of the stock option scheme 2008 are available on the company is internet pages www.sanoma.com\n",
            "the third applicant fortum was dropped\n",
            "tieto is service is also used to send process and receive materials related to absentee voting\n",
            "trading code: eli1v number of shares: 99483 price share: gratuitous after the transfer elisa holds a total of 10435023 own shares\n",
            "15 september 2010-finnish electrical components maker salcomp oyj hel: sal1v announced today the launch of its latest twist charger platform\n",
            "a total of 1800000 stock options were issued in the 2003 stock option scheme\n",
            "a worm set to activate friday will corrupt documents using the most common file types including ''\n",
            "finnish airline finnair is starting the temporary layoffs of cabin crews in february 2010\n",
            "finnish energy company fortum has set itself new stricter target limits for short term carbon dioxide emissions from its heat and electricity production\n",
            "finnish food workers ' union sel plans to hasten its collective bargaining with a two day strike that would begin on 7 april 2010 in finland\n",
            "finnish honkarakenne that specialises in the building of log houses is planning to use pine from russian karelia\n",
            "finnish konecranes is again trying to acquire italian fantuzzi a manufacturer of gantry cranes and reach stackers\n",
            "finnish real is kyro mill is starting negotiations to cut staff\n",
            "finnish nordic aluminium is starting employer employee negotiations in finland that concern all staff groups\n",
            "finnish stockmann group is mail order unit hobby hall has launched a trial marketing campaign in russia\n",
            "finnish suominen flexible packaging is cutting 48 jobs in its unit in tampere and two in nastola in finland\n",
            "in finland media group talentum will start personnel negotiations to cut staff in parent company talentum and publishing unit talentum media\n",
            "according to laavainen raisio is food marketing used to be reactive and inconsistent\n",
            "according to the prosecutor the share transactions were carried out after hk ruokatalo had proceeded in the negotiations concerning the acquisition of swedish meats\n",
            "according to tiimari consumers are advised to cut away the rabbits bow tie that contains the formadehyde and dispose of it\n",
            "all other charges were dismissed\n",
            "alpina sports is a lebanon new hampshire usa based distributor of e.g. alpina ski shoes and skis exel ski poles start ski waxes and now also peltonen cross country skis\n",
            "among the biggest christmas sellers were a 35 satin bow shift dress styled on outfits worn by victoria beckham and a 75 paris hilton prom dress\n",
            "among the scandinavian companies present in st. petersburg is also named the swedish concern ncc which implements projects in the field of asphalt production road and housing construction project swedish krona\n",
            "an international conference call and audio webcast concerning the financial result january march 2010 will begin at 14.00 eet\n",
            "another problem is cola flavoured long drinks\n",
            "antniemi refuted a report by the finnish daily turun sanomat as if the company was reorganizing its operations in the baltic countries\n",
            "applying for summer work is seen as laborious and stressful\n",
            "arcelormittal chief executive officer lakshmi mittal has already cut output at some furnaces\n",
            "as a part of the plan the board of directors decided to transfer a maximum of 330000 shares held by the company in a share issue against payment directed to aspo management oy a holding company acquired by the management\n",
            "as a result 12 people will be made redundant and a total of 67 persons are laid off temporarily\n",
            "as a result it has started negotiations with the banks on provisional amendments concerning the covenants and other credit terms\n",
            "as a result of these negotiations the company has decided to make 45 people redundant on financial and production grounds\n",
            "as production of other products will continue normally temporary lay offs concern simultaneously at most 80 employees\n",
            "atria said its offer would give the swedish company continued ownership and control of its slaughtering and cutting operations\n",
            "aug. 17 2010 curbed delivered by newstex-and now the latest from racked covering shopping and retail from the sidewalks up\n",
            "bertrand sciard has been the vice chairman of the board of directors of aldata solution since april 2007\n",
            "bovine slaughtering and cutting at the kuopio facility will be transferred to the kauhajoki slaughterhouse\n",
            "chief executive officer olli pekka kallasvuo is changes on tuesday mark the third time in nine months the company has reshuffled executives and operations as nokia loses ground to apple is iphone and rim is blackberry\n",
            "cuts equivalent to the costs of about employees are the target the company said\n",
            "eb announced in its stock exchange release on november 18th 2008 that j.t. bergqvist has resigned from the chairmanship and membership of the board of eb\n",
            "finland based international machinery rental company ramirent plc omx helsinki: rmr1v said on friday 9 may that its president and ceo kari kallio has informed the board of his intention to retire in year 2009\n",
            "finnish electrical components maker salcomp oyj hel: sal1v announced today the launch of its latest twist charger platform\n",
            "finnish soapstone processing and fireplaces maker tulikivi oyj said on february 26 2007 it would cut less than 20 jobs from its fireplace sales organization production facilities and its subsidiary kermansavi oy\n",
            "finnish suominen flexible packaging ltd owned by local textile company suominen corporation group hel: suy1v said today that it would start employee negotiations concerning its entire personnel in finland\n",
            "finnish vaahto group that provides paper making technology and process machinery is starting negotiations concerning the temporary lay offs of all 140 employees at the company is plants in hollola and tampere in finland\n",
            "fortum is looking to invest in several new production units including a new waste fired unit at its brista combined heat and power chp plant and a biofuels based production unit at vartan chp plant\n",
            "get midnighttrader in realtime: this report is delayed\n",
            "global life science industry is strictly regulated by international and national authorities\n",
            "he said he has been losing five families a month to the economy as many make alternative arrangements to save money\n",
            "his resignation will take effect immediately\n",
            "huhtamaki is rigid plastic consumer goods operations which are mainly in europe will be separated into a new reporting segment as of 1 january 2009\n",
            "in addition the production personnel of the sport division have been given a temporary lay off warning\n",
            "in december amer announced the dismissal of ceo roger talermo who had headed the company since 2006\n",
            "in europe the paper industry is situation is paradoxical\n",
            "in parallel teliasonera has decided to conduct a compulsory acquisition\n",
            "in sweden there is an oversupply of pharmacies\n",
            "incap furniture is presently negotiating staff cuts\n",
            "initially the company said a maximum of 15 people would be made redundant in the parent company and about 15 in its subsidiaries\n",
            "it is a disappointment to see the plan folded\n",
            "it is the most awkward thing to use if you 're holding the phone with one hand\n",
            "jul. 18-police are looking for a man who they say terrorized three males at gunpoint on east maple avenue this afternoon shooting one of them and kidnapping another\n",
            "jussi pesonen member of the sampo board since 2006 will renounce his seat in sampo board\n",
            "kesko has previously published a stock exchange release concerning the deal on 7 february 2007\n",
            "korhonen was dismissed from her post of editor in chief of the group is newspaper lapin kansa in december 2008\n",
            "last year upm cut production closed mills in finland and slashed 700 jobs\n",
            "less than ten people will face pension agreements\n",
            "adp news-jan 27 2009-finnish industrial machinery company vaahto group ltd oyj hel: wat1s said today that its subsidiary vaahto ltd would cut 15 jobs in finland\n",
            "adpnews-dec 1 2009-finnish cutlery and hand tools maker fiskars oyj abp hel: fisas said today that it will make redundant a total of 18 office and management staff members of its subsidiary iittala group ltd.\n",
            "adpnews-dec 30 2009-finnish investment group neomarkka oyj hel: nembv said today that it will furlough employee in its unit reka cables ltd for less than 90 days starting in january 2010\n",
            "more than 14000 customers were left powerless\n",
            "mr. kari stadigh will carry on as chairman of the board and mr. matti arteva as vice chairman\n",
            "neste oil s refineries have a combined crude oil refining capacity of approximately 260000 barrels a day\n",
            "new chairman of the board of directors mr chaim katzman will give a presentation and answer questions\n",
            "nokia has inaugurated its manufacturing plant near chennai on 11 mar 2006\n",
            "nokia is requesting that the companies stop making and selling the mobile phones and pay monetary damages and costs\n",
            "on 20 march 2006 stora enso refused to comment the news in any way\n",
            "panostaja oyj is board also decided at its organisational meeting held upon completion of the agm to implement the agm decision concerning board member fees paid as shares in such a way that shares are transferred on a quarterly basis on the date following publication of the quarterly annual report\n",
            "rapala fishing frenzy 2009\n",
            "residents access to the block is planned to be from aleksandri street\n",
            "russian media ventures ' minority shareholder peter hervy denied the plans to sell ova press the daily said\n",
            "russian officials inspected the damage and gave the vessel permission to continue to tallinn at around 4.30 a.. the norwegian registered t sten nordic was carrying 11000 tons of gas oil and was manned by a filipino crew\n",
            "sanoma announced the stock option scheme 2008 on 19 december 2008\n",
            "scanfil will execute the temporary lay offs by mid october 2009 and the job cuts by march 2010\n",
            "shock phase ' consumers have once again started to plan and implement building projects\n",
            "short term licenses for the games cost as little as $3 while purchasing a game outright can cost as much as $10 or $15\n",
            "so mr. galvan made savings adjustments of his own buying less liquor and watching portion sizes\n",
            "some 250 people of whom more than 200 are workers will be retiring from the raahe works between 2008 and 2011\n",
            "swot analysis is just one method of categorization and has its own weaknesses\n",
            "the adjustments concern staff in both the specialty papers and the fiber composites segments\n",
            "the appointments will be in force until the new ceo has been appointed\n",
            "the authorisation is in force until the end of the next annual general meeting and repeals the authorisation to acquire own shares given by the general meeting held on april 4 2007\n",
            "the authorization is in force for a period of 18 months from the resolution by the general meeting\n",
            "the business had gross written premiums of 152.4 91.5 in 2000 a net combined ratio of 133% and 175 staff in total with offices in the uk germany and benelux\n",
            "the chilled meat products category led the meat fish and poultry market in finland accounting for a share of 31.4%\n",
            "the company can be split into two parts over the coming months with essent owning and operating production and supply and enexis owning and operating the grid\n",
            "the company has a continuous need for alloys such as nickel ferro chrome molybdenum and manganese in its production said talvivaara\n",
            "the company is reportedly searching for a replacement for ceo olli pekka kallasvuo\n",
            "the company plans to close two of the three lines at the plant where some 450 jobs are under threat\n",
            "the contract also includes cutting and edging wagon parts at ruukki is steel service centres in seinajoki and raahe both in southwestern finland from where they will be delivered to vr for welding and assembly\n",
            "the copying republication or redistribution of afx news content inculding by framing or similar means is expressly prohibited without the prior written consent of afx news\n",
            "the cosmetics collection includes an eye shadow face powder lip gloss mascara and accessories\n",
            "the e7 smartphone will be available for rs35 000 per handset across india '' nokia india vice president & managing director d shivakumar told reporters\n",
            "the employer employee talks concerned about 500 people that is the whole staff in finland\n",
            "the exercise originated in finland in the early 1930s as a training method for cross country skiers\n",
            "the first phase of the logistics complex envisages the completion of some 70000 sq of logistics premises and the gatehouse building in november 2008\n",
            "the gross area of eight houses will be 12167 m2\n",
            "the gross area of the innova 2 project will be about 10000 sq 107600 sq ft\n",
            "the incident happened at 2:30 p.. on avenue 192 at road 196\n",
            "the interim report for the first quarter is published on may 8 2009\n",
            "the largest restructuring is planned for italy where negotiations on about 40 job cuts are to be initiated today the company noted\n",
            "the layoff talks were first announced in august\n",
            "the machines will cease production by the end of february 2007\n",
            "the measures result from weak demand in the shipbuilding industry\n",
            "the mill is raw material need will increase by 100000 m3 of wood\n",
            "the negotiations concern personnel of cencorp corporation and singulase oy as whole in finland and in sweden the company said\n",
            "the negotiations will concern the plant is department producing winded roving that employs 10 people\n",
            "the new apartment block is going up very close to the city center explained chairman of the board of as yit ehitus priit sauk\n",
            "the plant will be fired with a combination of spruce bark chipped logging residues or milled peat\n",
            "the production is to be liquidated before june 2009 and 325 employees loose their jobs\n",
            "the project will be a 2 x 600 mw coal fired power plant located some 420 km south of hanoi the company said\n",
            "the prosecutor is also demanding outokumpu pay a fine of 800000 at most\n",
            "the redesigned crushing circuit has been in operation since the start of september and its overall production rate on a weekly basis is in excess of an average of 40000 tonnes a day\n",
            "the resignation will be in effect immediately\n",
            "the scheme for teliasonera and altimo is practically identical except that it involves the merger of their stakes in vimpelcom and kyivstar\n",
            "the share subscription period for c options will commence on 1 september 2008 and expire on 31 march 2011\n",
            "the share subscription period will expire on 30 september 2007\n",
            "the subscription period of amer sports ' 2002 warrant scheme will end on 31 december 2007\n",
            "the terms and conditions of stock option scheme 2004 are available on the group is website\n",
            "the transaction included also the transfer of the lease agreement concerning manufacturing premises and employment agreements related to these operations\n",
            "the utility will also provide services related to electricity management such as hedging trades and risk management and reporting\n",
            "they are also upset that some of the machinery and work is taken over to poland\n",
            "they will cover all forest industry is units and employees in finland and concern temporary and permanent lay offs\n",
            "this is bad news for the barbeque season\n",
            "this is due to the postponement of the decision making of projects in the negotiation phase from the earlier estimation\n",
            "tornio works employs 2300 of whom more than 1800 have been in the scope of the fixed period or part time temporary layoffs in april october period\n",
            "we are adjusting to the present situation by cutting our capacity and costs without however jeopardising our asia strategy over the longer term\n",
            "when cruising the revs fall as less engine output is required\n",
            "when the web user clicks on the link contained in the mail he finds himself on a bogus site that imitates that of his bank and which retrieves his personal banking data\n",
            "viking line has canceled some services\n",
            "z. bavelloni is long standing md dino bavelloni has retired at the end of 2005\n",
            "30 november 2009-finnish office furniture maker martela oyj hel: maras said today that it will make redundant three people and other nine will be laid off permanently from the company is office staff and factory workers\n",
            "4 january 2011-finnish media company alma media corporation hel: aln1v said today its online recruitment service monster oy will partner with local newspaper publisher suomen lehtiyhtyma in listing job advertisements\n",
            "a 2001 agreement expired earlier this month\n",
            "a few months ago teva vice chairman phillip frost and marathon venture capital fund tase: mara sold protalix shares\n",
            "after chuck smith was laid off on may 30 from his $90000 housing consultant job he and his wife had to cut spending in half for their family of six having to rely on his wife is income about the same as his alone\n",
            "after the split the company would have 26885540 series a shares and 9540000 series k shares\n",
            "after the transaction herttaassa is holding in alma media has fallen below the flagging limit of 5%\n",
            "and ogden reportedly will shell out $4.2\n",
            "at 3:37 p.. eastern time a block of 2400 contracts changed hands at a bid price of $0.45\n",
            "belarus oao lidskoe pivo brewery based in the grodno region reported a 1.1% decrease in output to 1.045 decaliters in january march 2010 a representative in the administration of the company told\n",
            "boomeranger boats oy specialises in boat building and designs manufactures and sells customised rigid inflatable boats rib primarily for the baltic sea market\n",
            "cramo is manager jarmo laasanen said hiring of equipment and machinery in lithuania differs from the other baltic countries in that in lithuania still many public structures such as roads bridges airports and shops are being built\n",
            "currently the quarterly applied surcharges differ significantly from the actual market prices\n",
            "filmiteollisuus fine ab will be transferred to talentum oyj in the form of a subsidiary\n",
            "finnish bank alandsbanken said monday it will buy the swedish operations of iceland is troubled kaupthing bank for 414 kronor $49.5 in cash\n",
            "fortum also has a blocking stake in northwestern tgk-1\n",
            "he found him again however after the driver was involved in a two car accident\n",
            "helsinki afx salcomp the mobile phone charger manufacturer said it has appointed markku hangasjarvi as its new ceo following the resignation of mats eriksson\n",
            "hk ruokatalo produces many turkey products such as cold cuts\n",
            "however the brokers ' ratings on the stock differ\n",
            "however the suspect stole his burgundy nissan altima\n",
            "in finland snow storms brought trees down on power lines cutting off electricity for some 2000 households\n",
            "in the spring 2006 a total of 386530 stock options 2002 b were annulled\n",
            "information system supplier sentera up 24.51 pct was the next most heavily traded share after sysopen digia a software house acquired 77.4 pct of the company this morning for just under 33 eur\n",
            "it is very difficult to become a google analytics channel partner\n",
            "layoffs will also take place at the suomussalmi and kuhmo plants this autumn as a result of codetermination negotiations held there\n",
            "metso estimates the need for personnel reductions to amount to 25 people\n",
            "most of the layoffs will be in finland\n",
            "most of the permanent layoffs will be in the plywood and sawn timber sectors of the finnish company is operations at several domestic mills where earlier this year it temporarily laid off some 1200 workers to save costs\n",
            "motorola the world is second largest maker of cell phones unveiled the new phone tuesday in a bid to resurrect its ailing handset business\n",
            "mursula said they tried to gather macro economic perspective to see how malaysia was doing\n",
            "niklas skogster has been employed by the abb group in various positions concerning the development of operations\n",
            "paper companies were in negative territories with stora enso r shedding 1.62 pct to 12.73 upm kymmene down 0.80 pct at 18.64 and real b 0.18 pct lower at 5.57 eur\n",
            "rautaruukki aims to find work from the group is other locations for those who have been made redundant\n",
            "temporary layoffs in these units have already started\n",
            "the beers differ slightly from mainstream beers\n",
            "the company operates a u.s. division in lisle ill.\n",
            "the company says it is difficult to estimate the market situation for the whole year 2009\n",
            "the contract also includes cutting and edging wagon parts at ruukki is steel service centres in seinajoki and raahe from where they will be delivered to vr for welding and assembly\n",
            "the current reference grade instruments are challenging to operate due to their high price and complexity for routine use\n",
            "the deal covers stockmann auto oy ab is sales and after sales services concerning volkswagen and audi in helsinki espoo and vantaa\n",
            "the difference can be explained by the fact that two shipping companies have stopped operating in the gulf of finland\n",
            "the dollar fell though against the pound and the yen\n",
            "the dual fuel engines of the vessel can operate on liquefied natural gas lng with low emissions\n",
            "the emerging markets that raisio has chosen to enter so far are marked by relatively low per capita food consumption\n",
            "the employer together with health personnel supports quitting and pays part of the cost of nicotine treatments\n",
            "the equipment is designated to bollore africa logistics terminal societe d'exploitation du terminal de vridi setv in abidjan ivory coast and the delivery is scheduled to start in march 2010\n",
            "the evidentiary hearing in the investigation is scheduled for april 21-may 1 2008\n",
            "the finnish food concern atria is about to acquire two estonian meat processing companies woro kommerts and vastse kuuste lihatoostus reported the official website www.investinestonia.com\n",
            "the floor area of the yliopistonrinne project will be 7900 sq and the building is gross area will total 12800 sq . a total 25.1% of the facilities have been let\n",
            "the floor area of the yliopistonrinne project will be 7900 sq 85030 sq ft and the building is gross area will total 12800 sq . a total 25.1% of the facilities have been let\n",
            "the measures result from the statutory joint negotiations with employees which started in february and concerned all operations in the country\n",
            "the ntsb said investigators are set to conduct sight distance tests on july 18 using trains similar to those involved in the accident\n",
            "the number of salaried employees and group administration employees to be dismissed from the sievi units is 17\n",
            "the pine oil project is related to the upgrade of the chemical recovery plant of upm at its pulp mill in kymi southern finland\n",
            "the product range includes marinated olives cold cuts and pates for example\n",
            "the statutory negotiations at headquarters are part of this decrease\n",
            "the talks concerned about 160 people in finland and the initial estimate was for about 35 redundancies fiskars said\n",
            "the terms and conditions of the year 2003 stock option scheme were published in a stock exchange release on 31 march 2003\n",
            "the total number of filling stations has been on the decrease recently\n",
            "these restrictions do not apply to statutory dividends\n",
            "this action follows personnel negotiations concerning elcoteq se finnish branch elcoteq finland oy and elcoteq design center oy\n",
            "unbelievably the company that makes them fiskars corporation was formed in 1649 when a dutch merchant named peter thorwoste was given a charter to establish a blast furnace and forging operation in the small finnish village of fiskars\n",
            "we have also cut our price projections for paper and packaging '' an analyst with goldman sachs said on a note on monday\n",
            "why put up costly cell phone towers in thinly populated areas when a few balloons would do ?\n",
            "viking line has also been forced to alter its timetable so that ferries traveling from stockholm to helsinki finland only depart at night\n",
            "yakima created the position for him after emerging from economic downturns of its own\n",
            "zip '' experts warned tuesday\n",
            "finnish industrial group ruukki group has brought counter action against finnish metal company rautaruukki in the dispute concerning the names of the companies\n",
            "this one was at one time targeted for june 5 but if we had to guess it is been pushed back maybe we 're crazy but we feel like it has n't leaked enough to meet that date at this point\n",
            "border guard service has banned the mooring of the company car shipping ferry on its test travel at the railroad car terminal of the russian port as the border checkpoint is not yet ready\n",
            "20 october 2010-finnish environmental management company lassila & tikanoja oyj hel: lat1v or l&t said monday it expects its operating profit excluding non recurring items for the whole 2010 to be slightly lower than in 2009\n",
            "according to finnish petrol station chain st1 is managing director kim wiio the company was forced to make purchases with rising prices in the first half of 2008 and now consumer prices are going down almost daily due to competition\n",
            "according to the latvian business register uponor latvia closed in red with lvl 99000 139538.17 usd 194556.48 on turnover of lvl 2.346 for 2009\n",
            "finnair said that the cancellation of flights would cause daily losses of x20ac 2.5 us$3\n",
            "food sales totalled 323.5 in october 2009 representing a decrease of 5.5% from october 2008\n",
            "operating profit excluding non recurring items totaled 5.4 compared to 5.5 in the corresponding period in 2007\n",
            "raute reported a loss per share of 0.86 for the first half of 2009 against eps of 0.74 in the corresponding period of 2008\n",
            "the air traffic of finland has been in stoppage since then\n",
            "the hack had been extra nefarious because the tweets activated without being clicked on it was enough for web surfers to move their mouse cursors over them\n",
            "the move was triggered by weak demand for forestry equipment and the uncertain market situation\n",
            "the situation of coated magazine printing paper will continue to be weak\n",
            "a high court in finland has fined seven local asphalt companies more than lion $117 for operating a cartel\n",
            "the estonian electronic components factory elcoteq is running out of material because of the closure of air traffic\n",
            "all the ferries had run into trouble just outside the stockholm archipelago made up of more than 20000 islands\n",
            "and u.s. energy executives say high steel prices are threatening energy exploration\n",
            "as capacity was cut with 1.4% the passenger load factor was down 7.8 percentage points\n",
            "at present the trade mark pit produkt is little known outside the north west of russia\n",
            "during the strike finnair estimates to incur a net loss of between 2 and 2.5 per day\n",
            "earnings per share eps dropped to 0.21 from 0.31\n",
            "emsa deputy chairman of the board juri lember told bns on wednesday that this was the first time he heard about the strike as the swedish side had not informed the estonian union yet\n",
            "finnair is passenger load factor which measures the number of sold seats as a share of all available seats dropped by 1.3 percentage points to 76.7% in september\n",
            "frost sold shares for $19 at $6.06-7.12 per share compared with friday is high of $11.33 and low of $10.14\n",
            "full year operating result for 2008 was 3.6 negative\n",
            "glaston is net profit for the third quarter of 2007 dropped to 2.4 $3.5 from 3.5 $5.1 for the corresponding period of 2006\n",
            "in q1 of 2009 the company is result before taxes from continuing operations excluding non recurring items totalled –0.4 compared to –0.1 in the corresponding period in 2008\n",
            "kone said in court papers that the union action delayed repairs to elevators at the federal courthouse on jan. 21 and the saltonstall state office building on jan. 23\n",
            "l&t is net profit for the whole 2010 dropped to 36 from 45 for 2009\n",
            "lassila & tikanoja is operating profit excluding non recurring and imputed items for the second quarter was 11.3 down from 13.8 a year ago\n",
            "last year is third quarter result had been burdened by costs stemming from restructuring in the us\n",
            "many of the commercial vessels had got stuck in the narrow bay of bothnia where the ice is thicker and around the aaland islands\n",
            "net cash flow from operating activities was a negative 3.1 compared to 23.3 in the corresponding period in 2009\n",
            "net cash from operating activities was a negative 0.3 compared to 30.9 in 2009\n",
            "net sales dropped by 6% year on year to 11.9\n",
            "net sales have been eaten by the weak us dollar\n",
            "nordic banks have already had to write off sizable loans in latvia with swedbank nordea dnb nor and seb reporting combined losses in excess of $1.35 billion in the period 2007 to 2010 against a backdrop of near economic meltdown in latvia\n",
            "nordic walking was first used as a summer training method by cross country skiers\n",
            "okmetic expects its net sales for the first half of 2009 to be less than in 2008\n",
            "on top of that the us commerce department published worse than expected construction spending figures for november\n",
            "operating loss landed at 39 including one offs and at 27 excluding one offs\n",
            "operating profit excluding non recurring items totaled 0.2 down from 0.8 in the corresponding period in 2006\n",
            "operating profit excluding non recurring items totalled 1.0 down from 1.6\n",
            "operating profit excluding non recurring items totalled 2.2 down from 2.7 in the corresponding period in 2008\n",
            "operating profit excluding non recurring items amounted to 40.6 down from 57.3 year on year\n",
            "operating profit excluding non recurring items was 7.8 compared to 11.2\n",
            "reported operating margin was a negative 5.9%\n",
            "stora chief executive jouko karvinen has described the russian tariff hikes as a threat to the future of the forest products industry in finland\n",
            "swedbank is shares have been hardest hit of the swedish banks by the ongoing international financial crisis\n",
            "the currency effect had a 3.0 pct or 20 $31.3 negative impact on the revenue\n",
            "the finnish company previously said its operating result will be lower than the break even posted a year earlier\n",
            "the maritime administration said the ships had ignored warnings about the icy conditions\n",
            "the offer deemed too low by finnlines ' board stands until 4 pm tomorrow\n",
            "the period is sales dropped to 30.6 from 38.3 according to the interim report released today\n",
            "the recent troubles simply make neteller cheaper\n",
            "the union filed a grievance over the company is overtime assignment policies\n",
            "therefore the company is 2005 result will remain weaker than that of 2004\n",
            "vaisala is net profit for the third quarter of 2007 dropped to 3.0 $4.3 from 6.8 $9.8 for the same period of 2006\n",
            "a survey conducted by taloustutkimus for sampo life shows that companies are badly prepared to losing key staff members\n",
            "agricultural newspaper maaseudun tulevaisuus had 318000 readers representing a decrease of 6%\n",
            "at 1411 cet arcelormittal had lost 7.26% to 17.38 on euronext paris coming at the lead of the blue chip fallers\n",
            "cash flow from operations in january december 2008 was a negative 18.1 compared to 39.0 in the corresponding period in 2007\n",
            "eps dropped to 0.2 from 0.3\n",
            "kiosk and cinema operations have suffered in particular\n",
            "kone shares dropped 4.1% to x20ac 43 us$55.77 in helsinki\n",
            "return on capital employed roce was a negative 2.3% compared to 11.3% in 2007\n",
            "stora enso is target has been cut to 4.85 from 5.55 and holmen is target to sek 135 from sek 150\n",
            "the dismissed staff members will now take the matter to court unless it can be settled outside\n",
            "the eu commission said earlier it had fined thyssenkrupp united technologies corp is otis schindler ag and kone oyj a total of 992.3 for alleged cartel activity in the lift market going back twelve years\n",
            "the one dark spot on the horizon however was the company is performance in the finnish bottled water market\n",
            "the period is sales dropped to 30.6 from 38.3 according to the interim report released today\n",
            "yit lodged counter claims against neste oil totaling some 25 primarily based on work carried out under the contract and additional costs incurred due to prolongation of the project\n",
            "these financing arrangements will enable the company to ensure in line with its treasury policy that it has sufficient financial instruments at its disposal for its potential capital requirements\n",
            "according to karhinen op pohjola is an exciting enterprise because the cooperation will bring huge opportunities for customers and the company itself\n",
            "based upon its unique fiber expertise and innovative approach the company has a strong market position in several business areas in which it operates\n",
            "efficiency improvement measures 20 january 2010-finnish stationery and gift retailer tiimari hel: tii1v said today that it will continue to improve its operational efficiency by focusing on its profitable core operations\n",
            "efore is results for the last quarter showed an even faster improvement as the company managed to better source its components\n",
            "technical indicators for the stock are bullish and s&p gives nok a positive 4 stars out of 5 buy ranking\n",
            "the broker highlights cargotec as its preferred stock in the sector as it is a pure play on global cargo and container handling and it expects it to play an active role in further consolidating the industry\n",
            "the restructuring creates a more efficient organization with increased operational focus and stable profitability and leads to more efficient production said bo annvik head of specialty stainless\n",
            "elcoteq has a proven track record in electronics manufacturing services ems and a global factory network coupled with modern manufacturing equipment and consistent systems and processes\n",
            "previously the company also delivered about 70% of the steel used in oasis of the seas allure of the seas ' sister ship completed last year\n",
            "the main strength of the cooperation project lies in merging the know how of two large companies\n",
            "the dutch broker noted that nokian tyres reported a good first quarter in 2006 above or in line with consensus\n",
            "the nokian tyre proves its high safety excellently in the important driving qualities stability with mark 1.4 handling 1.5 and braking on wet road with 1.9\n",
            "the respondents praised finnair is reliability finnishness and understanding of its target group\n",
            "this ideally placed them in a position to tap into the potential of clean technology\n",
            "the long standing partnership and commitment enable both parties to develop their respective operations and esl shipping will also have the opportunity to update its fleet and improve its efficiency\n",
            "thanks to his wide contact network and good knowledge of market and business environment he will give a great contribution to the further development of our indian operations '' tells incap is president & ceo juhani hanninen\n",
            "a comprehensive range of cut to length and slitting services will allow ruukki in particular to serve light engineering customers who relocate their production to the st. petersburg area\n",
            "creating interfaces that are more similar to interactions in the real world can enable experiences that are more natural and intuitive in the same way that modern games and movies are more immersive through the use of realistic 3-d graphics\n",
            "fiskars will be undertaking community projects throughout the uk and they are also on the lookout for local volunteers who are interested in helping out with the selected restoration projects\n",
            "internet business news -_ m2 communications ltd as part of a drive to protect users of its internet banking service barclays bank has announced that it is to recommend f secure internet security to its customers\n",
            "tieto was looking for an energy solution which would best support the idea of sustainable development and we were happy to be able to provide such a solution saysjouni haikarainen vice president fortum\n",
            "according to rautaruukki the company wants to promote the use of emission free energy sources\n",
            "atria chose the delight to attract consumers in the age group to its atria fresh range of microwaveable meals\n",
            "i use natural fibers to make the clothes more comfortable to allow your skin to breathe and to be eco friendly\n",
            "in addition a good biological durability is achieved ''\n",
            "the newly completed allure of the seas and its identical sister ship oasis of the seas which was completed last year are the world is largest cruise ships\n",
            "the recruits who have completed the k retailer trainee program are qualified to start a career as independent retailers in k stores\n",
            "wins 98% acceptance 23 december 2009-finnish industrial machinery company metso oyj hel: meo1v said today it will complete its takeover offer for textile company tamfelt oyj abp hel: tafks after acquiring 98% of its shares and votes\n",
            "a light bright and pretty addition to your life it will also keep a few pennies in your bank account\n",
            "all amer sports companies develop and manufacture technically advanced products that improve the performance of active sports participants\n",
            "at the same time i am delighted by the fact that we were able to accomplish the organization with our own team members\n",
            "in addition we will launch a versatile online service to complete the traditional printed newspaper mr. valkama says\n",
            "stora enso said delight was suitable for a wide range of applications including food cosmetics home decoration and leisure products\n",
            "we are very proud to be able to use this kind of innovative mobile service for voting in elections\n",
            "the board further said the company omitted to tender for a substantial part of the works and as such they had rightfully been found non responsive by the evaluation team\n",
            "continuing operations turned an operating loss of 0.1 a slight improvement from a loss of 0.2 a year earlier\n",
            "earnings per share were higher at 0.48 against 0.37 a year before and ahead of market consensus of 0.40 eur\n",
            "the company said it estimates to make a slight profit thanks to cost cutting measures\n",
            "the previously concluded adaptation measures concerning other staff were adequate for the time being and the planning operations continue as before at the plant the company said\n",
            "the previously concluded adaptation measures concerning the other personnel are adequate for the time being raute said\n",
            "29 september 2010 finnish waste management and recycling company lassila & tikanoja expands its operations in russia by introducing its recently completed recycling plant in the city of dubna near moscow\n",
            "the 10000-odd square metre plot that stockmann has bought for the nevsky center shopping center is located on nevsky prospect st petersburg is high street next to the vosstaniya square underground station in the immediate vicinity of moscow station\n",
            "the court found telecominvest is arguments convincing\n",
            "the other actions include the cutting of the expensive weekend shifts the freezing of the production bonus system and by a general cost cutting program\n",
            "typically the transmission power level can be decreased when the interference noise is above a predefined value\n",
            "bioheapleaching makes extraction of metals from low grade ore economically viable\n",
            "sukhraj dulai of the 2900 block of boni sue court a cul de sac on the city is north side started the vehicle and went inside his house about 8 a.. tuesday leaving the garage door open\n",
            "the negotiations concern 246 salaried and senior salaried employees and are scheduled to be completed in six weeks\n",
            "typical end uses include roof structures floorings walls and ceilings non visible structures in vehicles packaging and boxes construction site structures fencing and shelters and formwork with a limited number of concrete pourings\n",
            "we offer challenging and interesting employment for over 20000 people in 20 countries throughout europe\n",
            "we offer our clients integrated management consulting total solutions for complex projects and efficient best in class design and supervision\n",
            "1 block lamp harri koskinen is light was introduced in 1996 and has been a bestseller ever since\n",
            "amer which bought salomon from adidas in october said the job cuts are aimed at boosting competitiveness\n",
            "however this increases signaling traffic which wastes network resources and allows fewer smartphones to connect\n",
            "m2 communications disclaims all liability for information provided within information on on the world wide web\n",
            "rosen was cautious about being too optimistic inregard to the second half of the year\n",
            "the eb tough voip field phone is equipped with an integrated speaker ethernet and shdsl connectivity and enables several innovative applications\n",
            "the first ship has been delayed and is estimated to be completed in spring 2010\n",
            "finnlines estimated in its annual general meeting that 2008 will be financially a tough year due to large investments\n",
            "17 march 2011-goldman sachs estimates that there are negative prospects for the norwegian mobile operations of norway is telenor asa osl: tel and sweden is teliasonera ab sto: tlsn in the short term\n",
            "to ensure low operational cost for radio networks the bts modules can be configured software upgraded and diagnosed remotely\n",
            "based on the first quarter result existing order backlog and new order prospects the company expects that full year sales will contract by 25% from 2008 the gross margin will stay at a healthy level and the operating profit margin will be lower than in 2008 due to lower sales volume\n",
            "key shareholders of finnish it services provider tietoenator oyj on friday rejected a hostile 1.08 billion $1.67 billion offer from buyout shop nordic capital giving new life to a possible counter offer from blackstone group lp and norwegian telecom telenor asa\n",
            "he answers questions on how many visitors conversations gets how big the team is and what the problems are when setting up social media channels\n",
            "stores 16 march 2010-finnish stationery and gift retailer tiimari hel: tii1v said yesterday that it will cut a total of 28 jobs in its units tiimari retail ltd and gallerix finland ltd as a result of the closure of shops\n",
            "according to chairman michael hornborg the organizations has merely criticised raisio is weak performance\n",
            "as a result the russia is import restrictions on finnish dairy companies will be canceled on 6 august 2010\n",
            "finnish forestry company upm kymmene and waste management company lassila & tikanoja said on jan. 30 they were planning to produce ethanol and energy from commercial and industrial waste\n",
            "only the driver was left in the car with the suspect who was kidnapped and forced at gunpoint to drive to durham\n",
            "pge belchatow runs the 4.44 gw belchatow coal fired power plant and fortum has intentions to start a ccs demonstration project jointly with teollisuuden voima oyj tvo-another finnish utility at the their jointly owned 565 mw meri pori coal fired facility\n",
            "the chain has been trying to cut its own costs pressuring vendors such as fitness equipment manufacturer precor to slash prices\n",
            "biotie north american licensing partner somaxon pharmaceuticals started a phase ii iii clinical study in patients suffering from pathological gambling and a pilot phase ii study in nicotine addiction smoking cessation\n",
            "he wore a black beanie type cap and a black jacket\n",
            "the administrators have indicated a need for 900 job cuts at the irish insurer over the next 15 months\n",
            "the products have a low salt and fat content\n",
            "the total need for staff cuts corresponds to about 300 man years\n",
            "according to product manager lassi hietanen building a power plant that burns mixed waste in helsinki may not be a good idea because this reduces the production of combined power plants using natural gas\n",
            "according to scanfil demand for telecommunications network products has fluctuated significantly in the third quarter of 2006 and the situation is expected to remain unstable for the rest of the year\n",
            "finnair believes the strike will cause it daily net losses in excess of 2 due to canceled reservations and passenger re routing\n",
            "helsinki thomson financial shares closed little changed with cargotec and huhtamaki dropping sharply on disappointing second quarter reports\n",
            "the airline estimated that the cancellation of its flights due to the closure of european airspace and the process of recommencing traffic have caused a the company a loss of 20 including the costs of stranded passengers ' accommodation\n",
            "the announcement comes two weeks before a key licensing agreement expires between between the two companies which are embroiled in a disagreement over royalty payments for texas instrument chips which use qualcomm patented technology\n",
            "in finland op pohjola is staff union is boycotting the group is insurance sales tasks because the company has refused to take the sale of insurance into account in determining wages\n",
            "ruukki group calculates that it has lost 4 in the failed project\n",
            "samsung currently occupies third place and lost ground during the quarter dropping by 1.8% to an 11.1% share overall\n",
            "the baltimore police and fire pension which has about $1.5 billion lost about $3.5 in madoff ponzi scheme\n",
            "altogether finnair has canceled over 500 flights because of the strike\n",
            "operating result excluding one off items totaled 9.1 compared to 10.6 in continuing operations excluding one off items in 2004\n",
            "dealers said the share was largely hit by investor disappointment about a refining margin of just 9.48 usd per barrel for the quarter and the performance of its shipping unit which saw ebit drop to 5 from 20 a year amid a fall in volumes and tanker rates\n",
            "making matters more difficult the company said it has been grappling with higher oil and gas prices which have pushed up the cost of energy raw materials and transportation\n",
            "finnair was able to operate most of its leisure flights despite the strike\n",
            "the business idea of budget sport is to offer customers a wide range of high quality sports equipment and clothing at low prices the company said\n",
            "one of the headboxes will be equipped with a modern consistency control system to ensure cross machine profile of the plasterboard\n",
            "one of the headboxes will be equipped with a modern consistency control system to ensure cross machine profile of the plasterboard company said in a statement received by lesprom network\n",
            "small investors have voiced fears that the shares will end up with risk investors\n",
            "the result will also be burdened by increased fixed costs associated with operations in china and restructuring costs in japan\n",
            "as part of the transaction real and sappi have also signed a long term agreement on the supply of pulp and bctmp and other smaller services and supplies\n",
            "sales were down 14 per cent in finland and up 27 per cent abroad where sales were lifted by the strong growth in sales in russia and lithuania\n",
            "in asia earlier japan is nikkei index fell 0.62% and hong kong is hang seng index rose 0.56%\n",
            "4 february 2011-finnish privacy and security software developer tectia oyj hel: tec1v said wednesday it has set up two strategic business units managed security and mobile authentication\n",
            "operating profit for the 12-month period decreased from 2.9 while turnover increased from 24.5 as compared to the financial year 2004\n",
            "operating profit for the 12-month period decreased from 28.2 while net turnover increased from 313.42 as compared to the financial year 2004\n",
            "operating profit for the 12-month period decreased from 5.4 while net sales increased from 62.0 as compared to the financial year 2004\n",
            "operating profit for the 12-month period decreased from 9.6 while net sales increased from 69.0 as compared to 2005\n",
            "operating profit for the six month period decreased from 111.9 while sales increased from 1 275 as compared to the corresponding period in 2006\n",
            "operating profit for the six month period decreased from 21 while net sales increased from 436.9 as compared to the corresponding period in 2007\n",
            "operating profit for the three month period decreased from 1.65 while net sales increased from 14.6 as compared to the corresponding period in 2005\n",
            "in the first half of 2008 the bank is operating profit fell to 11.8 from 18.9 while net interest income increased to 20.9 from 18.8 in the first half of 2007\n",
            "operating profit for the 12-month period decreased from 157.5 while net sales increased from 634.3 as compared to 2007\n",
            "operating profit for the 12-month period decreased from 17.9 while net sales increased from 58.3 as compared to 2007\n",
            "operating profit for the nine month period decreased from 19.9 while net sales increased from 155.7 as compared to the corresponding period in 2007\n",
            "comparable operating profit for the quarter decreased from 510 while sales increased from 860 as compared to the third quarter 2007\n",
            "earlier today geberit is finnish rival uponor oyj cut its full year sales growth forecast to 6 pct from 10 pct blaming tough conditions in germany and the us as well as currency factors\n",
            "in the fourth quarter of 2009 atria is net loss shrank to 1.2 from 5.9 and net sales contracted to 340.4 from 361.1\n",
            "operating loss totalled 0.3 down from a profit of 5.1 in the first half of 2009\n",
            "operating loss totalled 0.9 down from a profit of 2.7\n",
            "pretax loss totaled 1.2 down from a profit of 2.1 in 2004\n",
            "the group is operating loss was 0.8 down from a profit of 2.5 in 2004\n",
            "the finnish national carrier said net loss in april through june was euro26 down from a net profit of euro13 a year earlier\n",
            "it generated an operating loss of 96.3 down from a profit of 43.9\n",
            "the highest growth would be in china while weakening demand would continue in north america upm said\n",
            "upm said the move will lower net profit by x20ac 385 us$520 in the second quarter mainly due to impairment charges\n",
            "marubeni has participated in ghg green house gas emission reduction projects overseas obtained emissions credit from its projects and has provided these to japanese clients\n",
            "the two companies will also partner in further developing raiso is cholesterol lowering brand benecol\n",
            "below are consolidated unaudited results for amanda capital under ifrs reporting standards\n",
            "below are unaudited consolidated results for aspocomp group under ifrs reporting standards\n",
            "aspocomp group oyj stock exchange release december 15 2006 at 4:50 pm according to the disclosure received today by aspocomp group oyj the share of henrik nyberg in aspocomp group oyj is share capital and votes has decreased below 5%\n",
            "sales fell abroad but increased in finland\n",
            "since the association is data do not cover sales figures from about 100 small local breweries and sales of imported beer products the actual market shares of its members are smaller than those given in the report\n",
            "at 1.33 pm the omx helsinki 25 was 0.30 pct lower at 2463.67 and the omx helsinki was down 0.37 pct at 8537.42 on volume of 256 eur\n",
            "at 12.01 pm the omx helsinki 25 was down 0.66 pct to 3143.57 and the omx helsinki was 0.67 pct lower at 10530.74 on 253 turnover\n",
            "compared with the ftse 100 index which fell 35.2 points or 0.6% on the day this was a relative price change of 0.6%\n",
            "elcoteq se is europe is largest contract electronics maker and has set up a unit in bangalore in association with avista advisory of mumbai\n",
            "helsinki afx-kci konecranes said that franklin resources inc is share of voting rights in the finnish cranes company fell last week to 4.65 pct from more than 9 pct in october 2005\n",
            "in january august 2009 imports by sea in container lorry and trailer units fell by 27.7% and exports by 28.6% from the corresponding period in 2008\n",
            "liora is got a brand new bag\n",
            "the airline is share price closed down slightly at x20ac 12.51 $15us 0.74 in helsinki\n",
            "the omx helsinki 25 ended 0.47 pct lower at 3150.55 and the omx helsinki was down 0.21 pct at 10736.42 on 1.523 bln turnover\n",
            "the podcast sees harple provide the low down on gypsii is platform which takes someone is location and demographic information to produce a contextual index of the world around them\n",
            "when this information was released on 5 september 2008 nokia is american depositary shares fell by 8%\n",
            "among other finnish shares traded in the us stora enso closed 0.33 pct lower at 12.11 upm kymmene was up 0.28 pct at 18.10 and metso was down 0.13 pct at 31.06 eur\n",
            "finnish construction company yit is reducing the number of start ups of market financed residential units in 2007 to about 2300 from the previously announced 2700\n",
            "at 10.33 am huhtamaki was the market is biggest faller 8.69 pct lower at 11.35 while the omx helsinki 25 was 0.32 pct higher at 3332.41 and the omx helsinki was up 0.47 pct at 11687.32\n",
            "at 12.59 pm the omx helsinki 25 index was 0.32 pct lower at 2694.81\n",
            "at the close the omx helsinki 25 was 0.01 pct lower at 3067.64 points and the omx helsinki was down 0.05 pct at 10321.46 points on over 1.343 bln of turnover\n",
            "body the credit falls due february 24 2014\n",
            "capacity will ease at its seikku sawmill in pori and alholma sawmill in pietarsaari and result in 60 people being laid off for around six weeks starting mid may it said\n",
            "however two of the previously ordered sets will start producing electricity at the end of october 2010 it said\n",
            "sales in local currencies decreased by 0.5% while the number of subscribers rose by 12.7 to a total of 147.6 at the end of fourth quarter the company said\n",
            "the company confirmed its estimate for lower revenue for the whole 2009 than the year ago 93.9 usd 137.3 as given in the interim report on august 5\n",
            "the company expects its net sales for the whole 2009 to remain below the 2008 level\n",
            "the measures result from decreased demand in technical design and product information\n",
            "the omx nordic 40 omxn40 index comprising the 40 most traded nordic stocks on the nasdaq omx exchange closed down 0.87% at 1064.14 points on thursday\n",
            "the repurchases shall decrease the distributable capital and reserves\n",
            "net sales for the period are expected to fall well below that of last year and the result after non recurring items is expected to be in the red\n",
            "budapest august 10 mti finnish electronics maker elcoteq will lay off 700 workers at its plants in pecs s hungary at the end of september because of falling orders communications director for elcoteq is local unit zoltan krippl told mti on monday\n",
            "earnings per share eps in 2005 decreased to 0.66 from 1.15 in 2004\n",
            "finnair is tallinn based subsidiary aero as carried 23335 passengers a decline of 60.8% on routes between helsinki and the baltic capitals and within southern finland\n",
            "helsinki afx kesko corp is expected to report a lower second quarter eps today due to tax charges but other earnings lines are seen higher year on year analysts said\n",
            "adpnews aug 3 2009-finnish media group ilkka yhtyma oyj hel: ilk2s said today its net profit fell 45% on the year to 5.9 usd 8.4 in the first half of 2009\n",
            "operating profit for 2009 lower than outlook published earlier\n",
            "operating profit for continuing operations fell to 48.3 from 72.4 in the first half of 2007\n",
            "revenue for the quarter totaled 27.4 billion down 2% from 28.1 billion in the fourth quarter in 2008\n",
            "sampo bank is market share of lending was 13.6% down from 14.4% in the first quarter of 2008\n",
            "sanoma news ' advertising sales decreased by 22% during the year\n",
            "26 october 2010-finnish environmental management company lassila & tikanoja oyj hel: lat1v or l&t said today its net profit declined to 20.9 for the first nine months of 2010 from 27.6 for the same period a year earlier\n",
            "finnish electronics contract manufacturer scanfil reports net sales of 241.2 in 2006 down from 321.6 in 2005\n",
            "finnish electronics contract manufacturer scanfil reports net sales of 58.9 in the second quarter of 2007 down from 62.4 a year earlier\n",
            "finnish exel composites a technology company that designs manufactures and markets composite profiles and tubes for various industrial applications reports its net sales decreased by 0.6% in the second quarter of 2010 to 19.2 from 19.3 in the corresponding period in 2009\n",
            "finnish geosentric is net sales decreased to 939000 in january march 2009\n",
            "finnish kemira is net sales decreased to 1259.6 in january june 2009 from 1425.1 in january june 2008\n",
            "finnish plumbing and heating systems supplier uponor is net sales from continuing operations decreased by 9.4% in 2008 to 949.2 from 1047.4 in 2007\n",
            "finnish plumbing and heating systems supplier uponor is net sales in continuing business operations decreased to 249.1 in july september 2008 compared to 262.1 in the third quarter of 2007\n",
            "finnish scanfil a contract manufacturer and systems supplier for communication and industrial electronics reports net sales of 108.7 in the first half of 2008 down from 111.1 a year earlier\n",
            "finnish scanfil a systems supplier and contract manufacturer to the communications sector and the electronics industry reports its net sales totalled 94.7 in the first half of 2010 down from 99.5 in the first half of 2009\n",
            "finnish scanfil a systems supplier and contract manufacturer to the communications sector and the electronics industry reports net sales of 49.6 in the first quarter of 2009 which are only a per cent smaller than in the corresponding period in 2008\n",
            "finnish shipping company finnlines of the grimaldi group reports its net sales decreased to 241.8 in january june 2009 from 384.0 in the corresponding period in 2008\n",
            "cargo traffic fell 1% year on year to 8561 tonnes in september 2009\n",
            "cash flow after investments amounted to 45 down from 46\n",
            "coca cola was the market leader of manufacturers with a market share of 36.9% down 2.2% from the corresponding period in 2004-2005\n",
            "comparable operating profit decreased to 13.8 from 17.1 in the corresponding period in 2005\n",
            "consolidated operating profit from continuing operations decreased by 62.3% to 51.2 from 135.7 in 2007\n",
            "consolidated pretax profit decreased by 69.2% to 41.0 from 133.1 in 2007\n",
            "device volume in the area decreased by 21% to 2.7 units\n",
            "diluted earnings per share eps declined to 0.78 from 1.76\n",
            "diluted earnings per share eps fell to 0.63 from 1.71\n",
            "down to 5.9 h1 '09 3 august 2009-finnish media group ilkka yhtyma oyj hel: ilk2s said today its net profit fell 45% on the year to 5.9 in the first half of 2009\n",
            "earnings per share eps amounted to 1.37 down from 2.30\n",
            "earnings per share eps in 2005 decreased to 1.87 from 1.89 in 2003\n",
            "earnings per share eps in the first half of 2007 amounted to 0.29 down from 0.40 year ago\n",
            "finnair is total traffic decreased by 8.7% in terms of revenue passenger kilometres\n",
            "finnish business software group affectogenimap oyj said its net profit halved to 1.2 $1.5 in the first nine months of 2006 from 2.2 $2.8 in the same period of 2005\n",
            "finnish financial software solutions developer basware oyj said its net profit fell to 884000 $1.2 for the first quarter of 2007 from 2.0 $2.7 a year earlier\n",
            "finnish glass technology company glaston oyj abp net profit decreased to 2.6 $3.8 for the first nine months of 2007 from 7.8 $11.4 for the same period of 2006\n",
            "finnish management software solutions provider ixonos oyj net profit decreased to 369000 $575000 for the first quarter of 2008 from 669000 $1.0 for the same period of 2007\n",
            "finnish media company talentum oyj is net profit decreased to 2.5 $4.0 for the first quarter of 2008 from 3.0 $4.7 for the same period of 2007\n",
            "finnish metal products company componenta oyj net profit went slightly down to 25.1 $40.2 for the first half of 2008 from 25.4 $40.7 for the same period of 2007\n",
            "in a separate announcement to the helsinki stock exchange atria revealed that the company is third quarter profits declined from 13.9 in the third quarter of last year to 12.7 in this year is q3\n",
            "in the fourth quarter of 2008 net sales decreased to 121.4 from 165.5 in the fourth quarter of 2007\n",
            "insurer axa par: cs slid by 5.35% to 14.15 after citigroup and ing slashed their targets on the stock\n",
            "adp news-feb 11 2009-finnish wood products technology supplier raute oyj hel: rutav said today its net profit decreased to 4.7 usd 6.1 for 2008 from 6.6 for 2007\n",
            "adp news-feb 12 2009-finnish construction company lemminkainen oyj hel: lem1s said today its net profit decreased to 63.5 usd 81.1 for 2008 from 80.6 for 2007\n",
            "adp news-feb 4 2009-finnish broadband data communication systems and solutions company teleste oyj hel: tlt1v said today its net profit decreased to 5.5 usd 7.2 for 2008 from 9.4 for 200\n",
            "adp news-jan 22 2009-finnish mobile phones maker nokia oyj omx: nok1v said today its operating profit decreased to 5 billion usd 6.5 bn for 2008 from 8 billion for 2007\n",
            "adpnews-may 4 2010-finnish cutlery and hand tools maker fiskars oyj abp hel: fisas said today its net profit declined to 12.9 usd 17 in the first quarter of 2010 from 17 in the correspond\n",
            "adpnews-oct 21 2009-finland based it consultancy tieto oyj hel: tie1v said today its net profit plunged to 29.4 usd 43.9 for the first nine months of 2009 from 58.7 for the same period o\n",
            "market share decreased on the route between helsinki in finland and tallinn in estonia by 0.1 percentage points to 24.8%\n",
            "net profit in the three months through march 31 fell to x20ac 103 us$165 from x20ac 131 a year earlier the finnish company said\n",
            "net sales decreased to 220.5 from 470.0 in the corresponding period in 2009\n",
            "net sales decreased to 91.6 from 109 in the corresponding period in 2005\n",
            "net sales fell by 33% from the third quarter of 2008 to 130.5\n",
            "net sales fell by 5% from the previous accounting period\n",
            "net sales of kyro is main business area glaston technologies a manufacturer of glass processing machines decreased to 161.5 from 164.1 in january september 2005\n",
            "operating profit decreased to 16 from 21.1 in 2008\n",
            "operating profit fell from 7.9 in the second quarter of 2005 to 5.1 in the second quarter of 2006\n",
            "operating profit fell to 15.1 from 24.6 in 2006\n",
            "operating profit fell to 23.26 from 32.86\n",
            "operating profit fell to 38.1 from 55.3 in 2007\n",
            "operating profit fell to 6.2 from 8.5 in the third quarter of 2007\n",
            "orion is net profit for the third quarter of 2007 decreased to 36.5 $52.1 from 40.3 $57.5 a year earlier\n",
            "pretax profit decreased by 37% to 193.1 from 305.6\n",
            "pretax profit decreased to 33.8 from 40.8 in the fourth quarter of 2005\n",
            "pretax profit totaled 9.0 down from 36.3 in 2007\n",
            "prices and delivery volumes of broadband products decreased significantly in 2005\n",
            "profit for the period fell to 1.6 from 7.5 in january september 2008\n",
            "profit for the period totalled 0.8 down from 1.1 in the corresponding period in 2008\n",
            "profit for the period totalled 1.1 down from 1.6 in the third quarter of 2008\n",
            "revenue in the quarter fell 8% to 2.4 billion compared to a year earlier\n",
            "srv lowered its net sales estimate for the whole of 2008 due to uncertainties in housing sales\n",
            "stora enso oyj said its second quarter result would fall by half compared with the same period in 2007\n",
            "subscription sales decreased slightly\n",
            "the company confirmed its estimate for lower revenue for the whole 2009 than the year ago 93.9 as given in the interim report on 5 august 2009\n",
            "the company said that the fall in turnover had been planned\n",
            "the department store division is sales fell by 8.6% to 140.2\n",
            "the fair value of the company is investment properties went down to 2.768 billion at the end of 2009 from 2.916 billion a year earlier\n",
            "the fair value of the company is investment properties went down to 2.769 bn at the end of september 2009 from 2.878 bn a year earlier\n",
            "the group is order portfolio decreased from 42.9 in to 33.3 in 2-2008\n",
            "the net sales decreased to 49.8 from 59.9\n",
            "the sales of the tiimari segment fell by 4.0% year on year to 3.3 in june 2010\n",
            "finnish electronics contract manufacturer scanfil had net sales of 52.2 in the first quarter of 2007 down from 60.1 a year before\n",
            "alma media is operating profit amounted to 11.9 down from 15.0 a year earlier\n",
            "commission income decreased to 3.8 compared to 4.6 in the third quarter of 2007\n",
            "commission income fell to 4.6 from 5.1 in the corresponding period in 2007\n",
            "export declined by 6% to 16.4 liters\n",
            "exports of goods fell by 59% and imports by 16.7%\n",
            "finnish developer and manufacturer of mobile phone chargers salcomp plc omx helsinki: sal1v on wednesday 19 november lowered its full year net sales estimate\n",
            "finnish investment group norvestia oyj said its net profit fell to 23.5 $30.6 in 2006 from 33.5 $43.6 in 2005\n",
            "group ebit for the first half was 13.6 us$17.8 falling short of the 22.5 it posted for the same period of 2009\n",
            "however its market share shrank to 47.59 per cent from 48 per cent a year earlier\n",
            "however the company saw its net profit for the third quarter down to 1.4 from 1.5 for the corresponding period of 2009\n",
            "however the company saw its net profit for the third quarter down to 1.4 from 1.5 for the corresponding period of 2009\n",
            "however the net sales declined to 803.6 from 1.2 billion\n",
            "in food trade sales amounted to 320.1 a decline of 1.1%\n",
            "in january november 2009 the group is sales totalled 7801.7 which was a drop of 12.6% from the same period of 2008\n",
            "in july september 2009 konecranes ' sales decreased to 368.7 from 520.4 in july september 2008\n",
            "in sales volume coca cola is market share has decreased by 2.2% to 24.2%\n",
            "in september alone the market declined by 10.2% year on year to 19.28 liters\n",
            "in the baltic countries development of operations and reorganisation continued and non recurring items related to the takeover process lowered earnings\n",
            "in the baltic countries sales fell by 40.2% and in russia by 23.2% in terms of euros and by 10.7% in terms of local currency\n",
            "in the baltic countries sales fell by 42.6%\n",
            "nokia s u.s. shares were 3.3% lower at $12.73 by 1750 gmt\n",
            "nokia shares hit 13.21 euros on friday down 50% from the start of the year in part because of the slow introduction of touch screen models\n",
            "operating profit decreased to 11.2 from 16.6\n",
            "operating profit decreased to nearly 1.7 however\n",
            "operating profit fell to 20.3 from 74.2 in the second quarter of 2008\n",
            "operating profit in the fourth quarter fell to 33 from 39 a year earlier\n",
            "operating profit totaled 3.8 down from 4.5 in the corresponding period in 2005\n",
            "operating profit totaled 6.7 down from 7.2 in the corresponding period in 2005\n",
            "operating profit totaled 9.4 down from 11.7 in 2004\n",
            "operating profit totalled 1.22 down from 3.56 in the first quarter of 2008\n",
            "operating profit totalled 30.2 down from 43.8 a year earlier\n",
            "operating profit totalled 9.0 down from 9.7 in the first half of 2008\n",
            "operating profit totalled 9.6 down from 42.0 the year before\n",
            "operating profit was –0.1 down from 1.3\n",
            "profit for the period was 10.9 down from 14.3 in 2009\n",
            "revenue was slightly down at x20ac 495 $634 compared to x20ac 497 a year earlier\n",
            "sales at the tiimari business went down by 8% to 11.8 while gallerix stores saw 29% growth to 2\n",
            "sales by seppala diminished by 6 per cent\n",
            "talentum is net sales in september were smaller than expected\n",
            "the company is previous estimate was for a lower revenue than the year ago 93.9\n",
            "the company is profit totaled ls 578100 in h1 2007 down 30.9% year on year\n",
            "the company said that sales in the three months to the end of march slid to 86.4 us$113.4 from 91.2 last year\n",
            "the operating margin came down to 2.4% from 5.7%\n",
            "the operating margin of aker yards cruise & ferries division went down from 8.3% to 6.4% in the first quarter of 2007\n",
            "the terms of the aforementioned funding are considerably below the bank is current cds levels in the market and have a maturity ranging from 1 to 7.5 years\n",
            "the total capital of funds managed by the bank decreased by 28% to 284 by the end of september 2008\n",
            "upm stock fell 3% to 12.49 $17.24 in early afternoon trading in helsinki\n",
            "yit is baltic sales in the first three quarters of 2008 totaled 106.2 euros representing a drop of 29% year on year\n",
            "according to the company its operating profit excluding non recurring items in the fourth quarter of 2009 was significantly better than expected and also better than the figures for the fourth quarter of 2008\n",
            "the apartment block will be well located in easy reach of the city center and close to both a school and kindergarten\n",
            "the share issue derogating from the pre emptive right of the shareholders and comprising some six new shares at market price will be offered for subscription by shareholders holders of capital notes and by professional clients\n",
            "the antibody administered at repeated doses of up to 8 mg kg was generally well tolerated and the pharmacokinetic characteristics of btt-1023 in psoriasis patients were consistent with those observed in a previously completed study in rheumatoid arthritis ra patients\n",
            "the antibody given at repeated doses of up to 8 mg kg was generally well tolerated and the pharmacokinetic characteristics of btt-1023 in psoriasis patients were consistent with those observed in a previously completed study in rheumatoid arthritis ra patients\n",
            "adpnews sep 28 2009-finnish silicon wafers maker okmetic oyj hel: okm1v said it will reduce the number of its clerical workers by 22 worldwide as a result of personnel negotiations completed today\n",
            "demand for fireplace products was lower than expected especially in germany\n",
            "currently the company foresees its pre tax profit to remain below the 2009 level when it reached 700000 usd 934000 compared with previous projections of a slightly better pre tax profit\n",
            "however the orders received during the period under review fell by 17% quarter on quarter from the 213 recorded in the second quarter of 2010\n",
            "the announcement pushed freenet shares down 6.3% or 0.71 in frankfurt trade to 10.65 as investors gave up hope united internet ag and drillisch would pursue their own takeover and breakup of freenet\n",
            "danske bank a s danske dc jumped 3.7% to 133.4 kroner rebounding from yesterday s 3.5% slide\n",
            "our superior customer centricity and expertise in digital services set us apart from our competitors\n",
            "according to the company in addition to normal seasonal fluctuation the market situation has weakened during autumn 2008\n",
            "changes in the market situation and tougher price competition have substantially reduced demand for bread packaging manufactured at the kauhava plant according to the company\n",
            "in the building and home improvement trade sales decreased by 6.3% totalling 154.1\n",
            "in the building and home improvement trade net sales totalled 1173 down from 1566 a year earlier\n",
            "in the building and home improvement trade sales decreased by 22.5% to 201.4\n",
            "finnish suominen corporation that makes wipes nonwovens and flexible packaging expects changes in the market situation to reduce sales of suominen is nonwovens and wet wipes from the previously estimated volumes\n",
            "the hull of the vessel was built one block at a time and ruukki delivered the plate material for each block as construction progressed\n",
            "the net sales of the whole fiscal year 2008 will be lower than in 2007 and operating profit is estimated to be negative\n",
            "sales at the unit slumped last year after the industry was hit by poor snowfall in the major resorts in the winter of 2006-07\n",
            "the steelmaker said that the drop in profit was explained by the continuing economic uncertainty mixed with the current drought in bank lending resulting in a decline in demand for its products as customers find it increasingly difficult to fund operations\n",
            "nokia is share price fell less than one percent to 18.70 euros $25.41 in helsinki while siemens shares fell 1.02% to 90.19 euros $122.57 in frankfurt\n",
            "operating profit in the fourth quarter went down to 3 from 4.2 for the corresponding period of 2009 as it included costs of growth projects\n",
            "upm kymmene corp. the world is largest maker of magazine paper on tuesday reported a 19-percent profit drop as lower paper prices higher costs and a strong hurt revenue\n",
            "in finland the launch of tie in sales of 3g mobile phones did not cause a dramatic rush in mobile retail outlets during the first few days\n",
            "as such the space has blond wood floors unlike the rest of the store and a notably scandinavian vibe\n",
            "the winner does not have to be present to win\n",
            "bosse added that trygvesta does not have the financial strength to acquire the entire unit\n",
            "finnish meat company atria can no longer promise a sufficient amount of domestic beef to its customers\n",
            "thanks to the internet consumers compare products more than previously and finnish companies are not competitive\n",
            "because expenditures must be justified to pass budget approval hurdles we believe our rop model can help make it easier for it and it security practitioners to make the business case for acquiring enabling security technologies and related control activities\n",
            "due to the rapid decrease in net sales personnel reductions have been carried out on a wider scale than initially expected\n",
            "operating profit excluding non recurring items decreased to 6.2 from 16.8 in 2007 representing 2.3% of net sales\n",
            "finnish waste management and cleaning group lassila & tikanoja oyj l&t net profit went down to 32.2 $47.7 for 2007 from 35.3 $52.3 for 2006\n",
            "qualcomm estimated a first quarter profit between 46 and 50 cents a share excluding certain items below the analyst estimate of 61 cents a share\n",
            "finnish swedish stora enso does not understand the decision issued by a federal judge in brazil concerning stora enso is associated pulp company veracel\n",
            "nevertheless the development can not be allowed to ruin the print newspaper which continues to be sanoma news ' main medium\n",
            "besides as there is no depositor preference in finland senior debt and deposits rank on a par which is also taken into consideration the agency added\n",
            "operating margin however slipped to 14.4% from 15.1% dragged down by a poor performance in enterprise solutions\n",
            "the 2015 target for net sales has been set at 1bn and the target for return on investment at over 20%\n",
            "it holds 38% of outokumpu is shares and voting rights but in 2001 lawmakers gave it permission to reduce the stake to 10%\n",
            "as a result of these transactions the aggregate holdings of burrill life sciences capital fund l.p. has decreased below 5 per cent of the total number of shares and votes of the company\n",
            "have notified that as a result of the company issuing 14432000 new shares in the directed offering the joint holdings of pequot has decreased below to 9.63% of total number of shares and votes in the company\n",
            "mobile communication and wireless broadband provider nokia inc nyse: nok today set new financial targets and forecasts for nokia and the mobile device industry and also for nokia siemens networks and the mobile and fixed infrastructure and related services market\n",
            "external net sales from the printing business fell by 43.7% partly due to the termination of the printing contract between ilkka yhtyma is printing house i print oy and sector player hss media ab in december 2009 and the fall in printing prices\n",
            "seven month sales of ragutis which is controlled by the finnish brewery olvi declined by 11.2% to 15.41 liters and the company held 9.89% of the market\n",
            "the omx helsinki index was 0.33 pct lower at 9364.80 while the omx helsinki cap portfolio index was down 0.34 pct at 5029.25\n",
            "the omx helsinki index was down 0.34 pct at 8256.02 on turnover of 813.191 eur\n",
            "repeats sees 2008 operating profit down y y reporting by helsinki newsroom keywords: tecnomen results\n",
            "comparable operating profit totaled 4.7 down from 5.1 in the corresponding period in 2005 representing 7.4% of net sales\n",
            "in finland is hobby hall is sales decreased by 10% and international sales fell by 19%\n",
            "hobby hall is sales decrease 26 pct due to implementing a new information system that involved changing in the principal of posting sales\n",
            "in the baltic states the company reports net sales of 11.9 down from 14.2 and an operative ebit of –2.2 down from –1.7\n",
            "operating profits in the half were 0.8 down from 0.9 as glisten invested in the brand and the management team\n",
            "sales in finland decreased by 2.0% and international sales decreased by 9.3% in terms of euros and by 15.1% in terms of local currencies\n",
            "the company said that its comparable operating profit for the january june period fell short of last year is corresponding performance\n",
            "operating result for the 12-month period decreased from the profit of 0.4 while turnover decreased from 5.6 as compared to 2004\n",
            "helsinki thomson financial shares in cargotec fell sharply in early afternoon trade after the cargo handling group posted a surprise drop in april june profits which overshadowed the large number of new orders received during the three months\n",
            "london marketwatch share prices ended lower in london monday as a rebound in bank stocks failed to offset broader weakness for the ftse 100\n",
            "rinkuskiai is beer sales fell by 6.5 per cent to 4.16 litres while kauno alus ' beer sales jumped by 6.9 per cent to 2.48 litres\n",
            "operating profit fell to 35.4 from 68.8 in 2007 including vessel sales gain of 12.3\n",
            "net sales of the paper segment decreased to 221.6 in the second quarter of 2009 from 241.1 in the second quarter of 2008 while operating profit excluding non recurring items rose to 8.0 from 7.6\n",
            "sales in finland decreased by 10.5% in january while sales outside finland dropped by 17%\n",
            "global covid-19 death toll exceeds 4\n",
            "reports 67208 new covid-19 cases 2330 deaths.\n",
            "china reports 23 new covid-19 cases versus 19 the day before\n",
            "india records 91702 new covid-19 cases over past 24 hours.\n",
            "sharply raises covid-19 death toll prompting call for wide review\n",
            "uk businesses call for help as pandemic restrictions extended\n",
            "schools in england struggle to contain rising covid variant\n",
            "tokyo warned locals pose greater covid risk to olympics than visitors\n",
            "hong kong risks its global finance status over covid isolation\n",
            "wizz air warns of full year losses as pandemic bites\n",
            "restaurant owners blame labour shortages as they cut services\n",
            "identifies new coronavirus variant as infections surge\n",
            "reports 62480 new covid-19 cases.\n",
            "uk failing to plan for impact of climate change despite warnings\n",
            "french president emmanuel macron slapped in face two people arrested.\n",
            "cheaper electric car batteries pose waste risk warns supplier.\n",
            "chip shortage to last until at least mid-2022 warns manufacturer.\n",
            "germany failed to cut dangerous air pollution ecj rules.\n",
            "sri lanka faces ecological disaster as burning container ship starts to sink\n",
            "covid charity under scrutiny over faulty ventilators\n",
            "reopening hospitality in england fails to boost retail footfall in may\n",
            "hsbc to take $3 billion in losses on sale of troubled french bank\n",
            "3.5 black american households have a negative net worth new study finds.\n",
            "covid-19 catastrophe could make global shortages even worse\n",
            "airline and bank websites go down in another major internet failure\n",
            "the chipmaking factory of the world is battling covid and the climate crisis\n",
            "uk car output hit as semiconductor shortage continues to plague auto sector\n",
            "reports 21 new covid-19 cases vs 14 a day earlier\n",
            "china industrial profit growth slows amid high raw material prices\n",
            "the pain might not be over for tech stocks\n",
            "personal spending stagnated in may as prices increased\n",
            "indonesia reports highest rise in covid-19 cases in over three months\n",
            "china banking regulator warns of global asset bubble risks\n",
            "france fell into recession in q1 revised gdp data shows.\n",
            "us consumer confidence falls as job income prospects ebb.\n",
            "coronavirus hit on german economy bigger than expected in first quarter\n",
            "thailand says its tourism industry may not recover until 2026\n",
            "malaysia business groups fear full lockdown will be devastating\n",
            "says virus is rapidly spreading in india rural areas\n",
            "india seven day covid-19 average at new high\n",
            "indonesia q1 gdp shrank 0.74% in line with expectations.\n",
            "india records world biggest single day rise in covid cases\n",
            "suicide bombing at indonesian catholic church wounds 14\n",
            "us factory production unexpectedly declines during severe winter\n",
            "hong kong unemployment climbs to highest since march 2004\n",
            "malaysia khazanah 2020 profit down 60% as divestment gains fall\n",
            "toshiba ceo losing support among employees poll finds.\n",
            "egg supply tightens in poland as eu bird flu crisis hits industry\n",
            "banks lost us$300 in 'fraudulent loans' to hin leong\n",
            "poor countries could lose $1.4 trillion from tourism collapse this year. blame vaccine inequality\n",
            "china is facing its worst power shortage in a decade. that a problem for the whole world\n",
            "northwest heat wave deaths rise\n",
            "pollster lee carter on rising crime in us cities\n",
            "domestic terrorism a 'very serious problem' across the nation\n",
            "biden calls on congress to reform us gun laws\n",
            "energy experts explain why texas is facing power shortages again\n",
            "nyc comedy club owner on struggling to reopen\n",
            "hotel industry struggling with 'labor crisis'\n",
            "brazil covid deaths rise by 2966.\n",
            "taiwan reports further rise in covid-19 cases\n",
            "french daily covid-19 infections rise to 13947.\n",
            "brazil covid-19 deaths rise above 230000.\n",
            "stock futures turn negative ahead of labor data\n",
            "inflation may be worse than originally expected\n",
            "pandemic unemployment fraud may be up to $400b\n",
            "the housing market tells the whole story\n",
            "gold bugs stay firm amid surging covid-19 in asia\n",
            "swisscom turns to aws for enterprise it 5g core on cloud\n",
            "panasonic offloads tesla stake for $3.6bn\n",
            "venture capital companies target retail investors for funds\n",
            "bank risk officers put climate at top of agenda\n",
            "the arrival of digital currencies is getting closer\n",
            "a new phase in the financial cycle\n",
            "hedge funds expect to hold 7% of assets in crypto within five years\n",
            "australia pm scott morrison in singapore for leaders' meeting\n",
            "britain takes step to classifying 'green' investments\n",
            "biden electric vehicle plan includes battery recycling push\n",
            "queen elizabeth to meet joe biden in person after g-7\n",
            "biden cybersecurity order mandates new rules for government software\n",
            "us government top fuel supplier work to secure pipelines as closure enters fourth day\n",
            "us and chinese trade experts among the wto chief new deputies\n",
            "global military spending rises 2.6% in 2020 despite pandemic hit\n",
            "new finance minister lawrence wong not likely to rock fiscal policy boat\n",
            "bank of japan will set guidelines when time comes to sell etfs says kuroda\n",
            "singapore to set up s$120 maritime decarbonisation centre\n",
            "myanmar junta chief to attend asean summit\n",
            "australia to spend a$539.2 on hydrogen carbon capture projects\n",
            "uae overtakes china in us$17b us treasuries buying spree\n",
            "china births may fall below 10 annually in next five years\n",
            "wristbands to track visitor movements at hybrid business event\n",
            "microsoft to invest us$1b in malaysia to set up data centres\n",
            "musk set to invest up to us$30b in starlink\n",
            "australian government sells a$14b in new 2032 bond\n",
            "data is changing the way offices are run\n",
            "apple will increase its spending in the us by 20%\n",
            "microsoft to buy artificial intelligence firm nuance for us$19.7b\n",
            "xiaomi plans us$15b foray into electric cars\n",
            "intel to spend us$20b on new us chip plants\n",
            "bytedance unit to acquire video games studio moonton technology\n",
            "intel chairman planning up to us$1b health tech spac ipo\n",
            "uber to buy remaining stake in online grocer cornershop\n",
            "saudi group buys mumzworld in landmark mid east deal\n",
            "uk johnson to visit india at end of april\n",
            "philippines says rice importers may shift to cheaper indian grains\n",
            "toshiba to buy back 6% of shares pay special dividend\n",
            "tyson foods to launch plant based food in asia pacific\n",
            "nestle updating nutrition and health strategy\n",
            "apple to open more stores even as pandemic drives online sales\n",
            "tiktok begins testing in app shopping to challenge facebook\n",
            "ocbc cycle to feature a mix of on site and virtual events\n",
            "amazon buying mgm for us$8.45 billion\n",
            "alibaba leads us$400 investment in vietnam retail giant\n",
            "dbs starts trading on london metal exchange\n",
            "slower population growth ageing need not be alarming: economists\n",
            "south east asian marketers spend us$244 to acquire users as demand for fintech apps rise in 2020\n",
            "biden bipartisan senators reach deal on $953b infrastructure compromise\n",
            "jpmorgan buys stake in robert kraft sports data company\n",
            "former president trump visits southern border\n",
            "president biden announces bipartisan infrastructure bill\n",
            "eu investigates google conduct in digital ad tech sector\n",
            "biden meets with financial regulators to talk climate change\n",
            "biden calls on congress to reform us gun laws\n",
            "putin will be 'assessing' biden during meeting\n",
            "biden putin geneva meeting to focus on cyber hacking tensions\n",
            "apple investing $430b in us north carolina campus first on east coast\n",
            "greek turkish foreign ministers to meet in ankara in april\n",
            "today market: what investors are most concerned with\n",
            "us adds 559000 jobs in may as unemployment falls to 5.8%\n",
            "uk records zero covid deaths for first time in over a year\n",
            "uk employment picks up as restrictions ease\n",
            "indian airline boss prospers in pandemic by pivoting to healthcare\n",
            "porto property weathers the storm\n",
            "indian doctors protest against guru who claims yoga can defeat covid\n",
            "top builder says the housing boom is not over just yet\n",
            "amazon wants to make your life easier. here how it changing grocery shopping\n",
            "retail sales fell last month. but stores are still expecting a strong year\n",
            "six big stocks post exciting fast gains in this 'dull' market\n",
            "3 dividend stocks you can safely hold for decades\n",
            "uk coronavirus vaccines have weakened link between infections and death says scientist\n",
            "the u.s. economy is still improving\n",
            "rising interest rates are a good sign for stocks\n",
            "american manufacturing is roaring back\n",
            "there no reason to worry about inflation in 2021\n",
            "the ipo market has never been hotter than it is right now\n",
            "south korean companies offer employees covid-19 vaccines at work\n",
            "singapore bangladesh urged to collaborate on enhancing connectivity\n",
            "eurozone business growth at 15-year high as demand unleashed\n",
            "uk to go easy on firms with unpaid taxes during pandemic\n",
            "hong kong jobless rate falls third straight month to one year low\n",
            "uk manufacturers report swift recovery more investment\n",
            "uk economy grows 2.3% in april as lockdown eases\n",
            "us weekly jobless claims fall to the lowest level in nearly 15 months\n",
            "european companies plan to invest more in china after pandemic\n",
            "singapore unemployment situation keeps improving in april for citizens residents\n",
            "q1 business investment booms in boost to economy\n",
            "indonesia sets up new ministry to make country more investor friendly\n",
            "hong kong ends longest recession in decades\n",
            "more aid arrives in india as it struggles with covid\n",
            "us economy accelerates in q1 and jobless claims edge lower\n",
            "us consumer confidence hits post pandemic high\n",
            "south korea q1 gdp beats expectations on investment export bounce\n",
            "eurozone economy picks up as manufacturing booms\n",
            "singapore corruption related reports fall to lowest in 5 years\n",
            "uk unemployment falls again under government jobs shield\n",
            "how a smart digital payment system helps 6000 smes boost productivity\n",
            "google pledges us$7b investment to create jobs in the us\n",
            "australia unemployment drops to 5.8% as recovery strengthens\n",
            "lg display posts strong q1 profit on panel price boost\n",
            "sony q4 profit doubles helped by gaming movies and other content\n",
            "factory activity extends growth in feb input costs soar: pmi\n",
            "uk pm johnson says optimistic about fully reopening in june\n",
            "us import prices post biggest gain since 2012\n",
            "how michigan is bouncing back after a tough year\n",
            "us economy expanded by 6.4% in first quarter pointing to fastest growth in years\n",
            "summer job market for teens is sweet\n",
            "stock futures poised for gains to end the week\n",
            "u.s. equity futures were trading higher the morning after the s&p 500 notched another record high despite a surge in consumer prices in may\n",
            "china us commerce chiefs to cooperate on handling differences beijing says\n",
            "stock investors celebrate red hot five quarter run\n",
            "investor sees 'incredibly strong earnings' in june payrolls report\n",
            "exclusive: industrialist nikhil merchant leads race for acquiring reliance naval\n",
            "rogers misses quarterly revenue estimates\n",
            "exclusive: tycoon nikhil merchant leads race for acquiring reliance naval\n",
            "bp to open fuel station in india amid record prices\n",
            "petrochina: resolutions passed at the first extraordinary general meeting of 2021 and appointment of directors\n",
            "china merchants port: interim dividend for the six months ended 30 june 2021\n",
            "emperor international: profit alert\n",
            "rupee and bond update october 22 2021: reliance securities\n",
            "stocks in news: ril tvs motor macrotech developers yes bank and more\n",
            "youthful thunder hope to build on effort vs. rebuilding rockets\n",
            "stocks in news: reliance industries icici bank tech mahindra mcx and more\n",
            "rupee and bond update october 25 2021: reliance securities\n",
            "reliance industries q2 review accelerated growth ambition to drive performance: icici direct\n",
            "reliance industries q2 review business momentum gathers speed: prabhudas lilladher\n",
            "stocks in focus on october 25: reliance industries tata consumer products asian paints steel stocks to nbfcs and more\n",
            "new zealand insurance stress test highlights reliance on reinsurance\n",
            "draftkings dispute: nominated post\n",
            "announcement of the operating data from january to september of 2021\n",
            "overseas regulatory announcement announcement on resolutions of the board of directors\n",
            "overseas regulatory announcement announcement on resolutions of the forty third meeting of the ninth session of supervisory committee\n",
            "nykaa ipo strong growth potential: reliance securities\n",
            "iob observes vigilance awareness week 2021\n",
            "citing climate new york nixes two natural gas power plant plans\n",
            "iconix lifestyle india acquires ip rights of british brand lee cooper for india\n",
            "announcement of annual results for the year ended 31 july 2021\n",
            "how to boost customer experience with omnichannel delivery notifications\n",
            "inside information third quarterly report of 202110-27\n",
            "reliance steel & aluminum (rs) ceo jim hoffman on q3 2021 results earnings call transcript\n",
            "appointment of vice chairman and redesignation of non executive director etc form 6-k\n",
            "how much more are we paying for homes that offer cleaner energy?\n",
            "odisha electricity regulatory commission directs reliance infrastructure ltd to pay the outstanding dues amounting to rs 4234-crore to gridco\n",
            "general announcement::partial repurchase and cancellation of senior notes\n",
            "japan looks to renewables role of nuclear power elusive\n",
            "clouds gather as delegates descend on glasgow for cop26 summit\n",
            "uk johnson urges china xi to move faster on climate goals\n",
            "reliance jiophone next goes on sale on diwali for rs 6499\n",
            "reliance worldwide co. limited (otcmkts:rllwf) short interest up 133.1% in october\n",
            "people in u.s. far less active in 2021 than in pre industrial revolution 1820 study says\n",
            "blasting the zombie out of water saving technology\n",
            "putnam investments llc decreases stake in reliance steel & aluminum co. (nyse:rs)\n",
            "planning to buy jiophone next? check out these phones by xiaomi realme before you buy\n",
            "what is real price of jiophone next: is it rs 1999 or rs 6499 or do you pay more\n",
            "kwasi kwarteng warns uk must end reliance on importing energy\n",
            "more britons exposed to financial shock than before covid\n",
            "china to make protein for livestock from carbon monoxide\n",
            "change of non executive director and changes in the composition of board committees\n",
            "cuba vietnam: on the road to vaccine self reliance\n",
            "third quarterly report of 20212021-11-01\n",
            "discloseable transaction in relation to the provision of loan facilities to an independent third party\n",
            "china to make protein for livestock from carbon monoxide\n",
            "cop26 aims to shut out coal for good but india is building 28 new coal fired power stations\n",
            "as trade bottlenecks weigh on economy liberals urged to help reshape supply chains\n",
            "reliance worldwide co. limited (asx:rwc) insider christine bartlett buys 10000 shares\n",
            "poll results of the extraordinary general meeting and the class meeting held on 2 november 2021 and the election of the chairman of the board of supervisors (in pdf)\n",
            "track and trace: 4 reasons companies hesitate to adopt reusable packaging and a way to solve them\n",
            "aqr capital management llc grows stake in reliance steel & aluminum co. (nyse:rs)\n",
            "seaport res ptn analysts raise earnings estimates for reliance steel & aluminum co. (nyse:rs)\n",
            "indian shares end lower as losses in metals reliance weigh\n",
            "caterpillar inc.: files form 10-q fqe 30 –1-\n",
            "cooper standard reports third quarter results –3-\n",
            "virtual event on november 9: how backup power solutions ensure reliability and resilience in the nation electric grid\n",
            "reliance steel & aluminum co. (nyse:rs) holdings lifted by paloma partners management co\n",
            "(1) appointment of vice chairman of the boad and chief executive officer (2) appointment of executive director\n",
            "uk gears up to produce rare earth magnets cut reliance on china\n",
            "reliance steel & aluminum co. (nyse:rs) shares bought by prudential financial inc\n",
            "schonfeld strategic advisors llc acquires new position in reliance steel & aluminum co. (nyse:rs)\n",
            "coal powered balkan countries pollute more than whole of eu\n",
            "adjustment to the exercise price of the outstanding share options\n",
            "soaring oil prices could push for clean energy faster\n",
            "four takeaways from the 2021 school election results in minnesota\n",
            "third quarterly results announcement for the nine months ended 30 september 2021\n",
            "grant of awards under the share incentive plan\n",
            "repurchase of senior notes\n",
            "perficient announces pricing of $330 private offering of 0.125% convertible senior notes form 8-k\n",
            "china shenzhen urges lenders to reduce reliance on property loans\n",
            "could hydrogen be a better choice for green automobiles?\n",
            "china shenzhen urges lenders to reduce reliance on property loans\n",
            "china shenzhen urges lenders to reduce reliance on property loans\n",
            "mukesh ambani not moving to london or anywhere else says reliance after buying james bond mansion for rs 600 crore\n",
            "stoke park deal: reliance denies report of ambani family moving to london\n",
            "youths urged to acquire entrepreneurial skills for self reliance\n",
            "reliance exits north america shale gas business\n",
            "general announcement::voluntary announcement repurchase and resale of non public domestic corporate bonds due 2023\n",
            "reliance eagleford upstream holding lp signs agreement for the sale of its assets in the eagleford shale play in texas usa\n",
            "climate benefits from modest dips in oil demand likely underestimated\n",
            "indian agency seeks documents from future on disputed amazon deal\n",
            "future retail seeks to defer shareholder meet for reliance deal\n",
            "future amazon case: frl moves sc to seek stay on emergency arbitrator order\n",
            "list of directors and their roles and function (h shares)\n",
            "voluntary announcement entering into the equity transfer agreement (h shares)\n",
            "(1) resignation of non executive directors (2) proposed appointments of executive directors and (3) change in the composition of board committee (h shares)\n",
            "partial repurchase and cancellation of the 2022 bonds\n",
            "latent view analytics ipo niche presence with robust opportunity: reliance securities\n",
            "india ril exits north america shale gas business\n",
            "balancing technology and personal interactions\n",
            "euronext to ditch london stock exchange by 2024\n",
            "allow stabilisation fund to grow\n",
            "investor presentation q2 fy2022\n",
            "reliance steel & aluminum co. (nyse:rs) shares bought by metropolitan life insurance co ny\n",
            "bofa securities 2021 india conference\n",
            "reliance global group reports 54% increase in revenue for the third quarter of 2021\n",
            "10 nov 2021-change in director information\n",
            "twitter bulks up subscription strategy with us launch and ad free news\n",
            "press release: synlab delivers strong 9 2021 –3-\n",
            "coas lauds hit efforts to attain self reliance\n",
            "telecom department allots license and spectrum to vodafone idea limited and reliance jio infocomm for 5g testing in gujarat\n",
            "appointment of executive vice president2021-11-11\n",
            "announcement on the poll results of the 2021 third extraordinary general meeting2021-11-11\n",
            "notice of extraordinary general meeting\n",
            "announcement date of board meeting\n",
            "piac tells government to allow stabilisation fund to grow\n",
            "why analysts expect reliance jio to cut jiophone next smartphone price\n",
            "rupee and bond update november 11 2021: reliance securities\n",
            "rbi initiates insolvency proceedings against reliance capital at nclt mumbai\n",
            "general announcement::additional information to the interim results for the six months ended 30 september 2021\n",
            "pros: four ways businesses can use artificial intelligence to triumph in 2022\n",
            "rbi files application to initiate insolvency proceedings against reliance capital\n",
            "reliance power defaults on interest payment to banks\n",
            "amazon charges sellers fees that are high enough to offset losses from prime a new report says\n",
            "mukesh ambani 'believes' in blockchain tech bullish on cryptocurrencies\n",
            "infinity forum: q&a session with mukesh ambani cmd reliance industries limited\n",
            "emperor international: us$250000000 4.50% notes due september 2023-purchase and cancellation of part of the notes\n",
            "general announcement::inside information\n",
            "macy reliance on stores for e commerce weighs on mulled split\n",
            "post 5g rollout india to have most advanced digital infra: mukesh ambani\n",
            "century international: change of company website address\n",
            "jio starts offering up to 20% cashback on select prepaid plans: full list details\n",
            "nifty it s&p bse sme ipo top gainers on nse bse this week\n",
            "copeland capital management llc purchases 3766 shares of reliance steel & aluminum co. (nyse:rs)\n",
            "general announcement::update on 10.5% senior notes due 2021\n",
            "trends announced the launch of its new store in gunupur town of rayagada district in odisha\n",
            "indian salesmen threaten supply disruptions in protest against reliance\n",
            "indian salesmen threaten supply disruptions in protest against reliance\n",
            "indian salesmen threaten supply disruptions in protest against reliance industries\n",
            "indian salesmen threaten supply disruptions in protest against reliance\n",
            "indian salesmen threaten supply disruptions in protest against reliance\n",
            "shimao: placing of existing shares and top up subscription of new shares under general mandate\n",
            "technology: a step forward or a huge mistake?\n",
            "reliance capital insolvency: nclt admits rbi application\n",
            "nclt allows rbi plea for bankruptcy proceedings against reliance capital\n",
            "nclt admits rbi plea to initiate insolvency proceedings against reliance capital\n",
            "silk road logistics: announcements and notices application for a review of the decision of the stock exchange on listing rule 13.24\n",
            "reliance capital supports rbi application of referring rcap to nclt\n",
            "rbi retains advisory committee of reliance capital\n",
            "reserve bank of india retains the advisory committee of reliance capital ltd\n",
            "reliance industries abu dhabi chemical company form $2-bn production jv\n",
            "abu dhabi chemical company india reliance form $2 billion production jv\n",
            "abu dhabi chemical company india reliance form $2 bln production jv\n",
            "ta'ziz and reliance launch strategic joint venture for $2 billion chemicals projects in ruwais\n",
            "a parental responsibility': ireland needs an ombudsman for the future\n",
            "tribes in 3 states to link 120 electric charging stations\n",
            "jio bp and mahindra group sign mou for ev and low carbon solutions\n",
            "rupee and bond update december 08 2021: reliance securities\n",
            "bexcellent: poll results of the annual general meeting held on 8 december 2021\n",
            "mahindra group ties up with jio bp for ev products\n",
            "china aircraft leasing: notice of extraordinary general meeting\n",
            "sino ocean: unaudited operating statistics for november 2021\n",
            "shanghai fosun pharmaceutical: connected transaction entering into the share transfer agreement\n",
            "shanghai fosun pharmaceutical: connected transaction entering into the equity transfer agreement\n",
            "shanghai fosun pharmaceutical: connected transaction capital reduction of tianjin xingyao\n",
            "robeco institutional asset management b.v. sells 18318 shares of reliance steel & aluminum co. (nyse:rs)\n",
            "xinhua winshare publishing and media: renewal of various continuing connected transactions\n",
            "china aircraft leasing: u.s.$300000000 4.70% five year guaranteed bonds due 2022-further partial repurchase of the 2022 bonds\n",
            "general announcement::trading halt\n",
            "general announcement::unaudited operating figures for the eleven months ended 30 november 2021\n",
            "microvast: statement regarding 8-k filing on former spac financials form 8-k\n",
            "microvast statement regarding 8-k filing on former spac financials\n",
            "heavy snow thunderstorms hamper travel across large swath of u.s\n",
            "general announcement::inside information\n",
            "emperor international: us$250000000 4.5% notes due september 2023-purchase and cancellation of part of the notes\n",
            "reliance raises stake in hfcl to 5% through qip\n",
            "uk warns over reliance on russian gas as g7 ministers meet\n",
            "reliance partner looking to buy bankrupt textile company sintex\n",
            "reliance partner bid to acquire textile company sintex\n",
            "reliance partner in fray to acquire textile company sintex\n",
            "7 of top-10 most valued cos add over rs 2.28 lakh crore to cap\n",
            "7 of top-10 most valued companies add over rs 2.28 lakh crore to cap\n",
            "reliance global leads financial gainers qudian and ke holdings among losers\n",
            "automobiles weak demand post festival inventory correction impact performance in nov: reliance securities\n",
            "reliance worldwide co. limited (otcmkts:rllwf) short interest up 21150.0% in november\n",
            "indian shares fall as reliance weighs investors await inflation data\n",
            "indian shares fall as reliance weighs investors await inflation data\n",
            "joint announcement: unaudited first quarterly results of a subsidiary media asia group holdings limited for the three months ended 31 october 2021\n",
            "esprit: appointment of independent non executive director\n",
            "banks slowly reconsider overdraft fees\n",
            "government considers seafood workforce inquiry recommendations\n",
            "banks reconsider overdraft fees after pressure from lawmakers regulators\n",
            "india revoking 2019 future deal would boost reliance hurt competition says amazon\n",
            "exclusive amazon says india revoking future deal would boost reliance hurt competition\n",
            "exclusive amazon says india revoking future deal would boost reliance hurt competition\n",
            "amazon says india revoking future deal would boost reliance hurt competition\n",
            "amazon says india revoking future deal would boost reliance hurt competition\n",
            "first trust dynamic europe equity income fund issues notice regarding december 2021 distribution\n",
            "first trust energy infrastructure fund issues notice regarding december 2021 distribution\n",
            "energy sense data spotlight: unpacking solar adoption habits and attitudes by generation\n",
            "u.s. coast guard offloads more than $148 of illegal narcotics in miami\n",
            "general announcement::completion announcement relating to the discloseable transactions\n",
            "bondholder early redemption (put option)::voluntary\n",
            "saskpower not passing on 2022 federal carbon price increase to its customers\n",
            "reliance global group ceo to participate in the benzinga all access event on december 16\n",
            "thinking about buying stock in bellus health gemini therapeutics blackberry reliance global group or ocugen?\n",
            "china russia pledge to reduce reliance on us led financial system\n",
            "eiopa insurance stress test shows industry resilience but also reliance on transitional measures\n",
            "vdl shoots herself in foot as new 'green' policy will see more reliance on russia\n",
            "govt launches fourth round of auction 99 coal mines put on sale\n",
            "thinking about buying stock in canoo cidara therapeutics ford motor mesoblast or reliance global?\n",
            "xinhua winshare publishing and media: inside information development on the controlling shareholder acceptance of the free transfer of state owned property rights\n",
            "aag energy: renewal of continuing connected transaction under the 2022 cooperation framework agreement\n",
            "reliance communications: partner communications reports that the court has approved a transaction subject to closing conditions to purchase the company shares under adv. ehud sol receviership\n",
            "tl natural gas: resignation of auditors\n",
            "indian competition regulator slaps $26.5 penalty on amazon for hiding info in future group deal\n",
            "fortinet: defending connected sap systems against emerging threats using deception technology\n",
            "shoucheng: connected transaction establishment of partnership and subscription of interest in the partnership\n",
            "shimao: discloseable transaction disposal of shareholdings of the target companies\n",
            "get on the path to a new high tech career at university of phoenix\n",
            "aptus capital advisors llc acquires 1728 shares of reliance steel & aluminum co. (nyse:rs)\n",
            "mukesh ambani lays out five best books of 2021 that are helping him prep up for 2022\n",
            "china resources power: in the first eleven months of 2021 net generation of subsidiary power plants increased by 16.3% among which wind farms increased by 56.9% photovoltaic plants increased by 60.9%\n",
            "uae move to scrap f-35 deal reflects waning us power in multipolar world analysts say\n",
            "e home household service: securities purchase agreement form 6-k\n",
            "reliance communications: prospectus and public offerings\n",
            "india crude imports hit 10-month peak as refiners bank on strong demand\n",
            "reliance global group announces pricing of $20.0 private placement with institutional investors\n",
            "reliance global group announces pricing of $20.0 private placement with institutional investors\n",
            "ipe: notice of the extraordinary general meeting\n",
            "lai sun garment international: election of language and means of receipt of corporate communications\n",
            "china aircraft leasing: notice of listing on the stock exchange of hong kong limited issue of u.s.$100000000 4.85 per cent. guaranteed notes due 2024 by calc bonds limited under its u.s.$3000000000 guaranteed medium term programme\n",
            "a weak yen may be hurting japanese households more than in the past as the country increasing reliance on more expensive raw material imports pushes up the cost of living\n",
            "exploring the use of the python programming language for data engineering\n",
            "china aircraft leasing: poll results of the extraordinary general meeting of the company held on 24 december 2021\n",
            "china aircraft leasing: change of non executive director\n",
            "shanghai fosun pharmaceutical: further information on connected transaction regarding the entering into the share transfer agreement (h shares)\n",
            "agricultural bank of china: list of directors and their role and function2021-12-24\n",
            "agricultural bank of china: announcement on the resolutions of the board of directors2021-12-24\n",
            "reliance gets nclt approval to withdraw scheme for demerging o2c business\n",
            "nordea investment management ab grows stock position in reliance steel & aluminum co. (nyse:rs)\n",
            "reliance industries rbl bank hp adhesives sbi cards among stocks in focus today\n",
            "china pursues techelf reliance' fueling global unease\n",
            "thinking about buying stock in reliance global liveone bridgebio pharma flotek industries or nikola corp?\n",
            "mukesh ambani talks of leadership transition at reliance wants to speed up process\n",
            "reliance steel & aluminum co. (nyse:rs) shares sold by lsv asset management\n",
            "china pursues techelf reliance' fueling global unease\n",
            "tl natural gas: appointment of independent non executive director and chairman of audit and risk management committee\n",
            "tl natural gas: appointment of auditors\n",
            "thinking about buying stock in flotek industries nrx pharmaceuticals medallion financial reliance global or codex dna?\n",
            "xinhua winshare publishing and media: continuing connected transactions\n",
            "how infra creation msme financing and digitisation can help make india a manufacturing superpower\n",
            "india stops import of 2851 components used in defence platforms\n",
            "germany to shut down all remaining nuclear plants forcing reliance on fossil fuels\n",
            "sterling and wilson renewable energy board approves allotment of 2.93 crore shares worth rs 1099 crore to reliance new energy solar\n",
            "thinking about buying stock in reliance global naked brand kiora pharmaceuticals aridis pharmaceuticals or biondvax pharmaceuticals?\n",
            "rep member floats special empowerment scheme for constituents\n",
            "emperor international: discloseable transaction disposal of entire equity interest in disposal company and sale loan\n",
            "left behind in pandemic africa aims for vaccine self reliance\n",
            "shui on land: announcement appointment of executive director and chief executive officer\n",
            "ifc partners fidson to develop drug production capacity\n",
            "rupee and bond update december 30 2021: reliance securities\n",
            "first trust enhanced equity income fund issues notice regarding december 2021 distribution\n",
            "reliance industries: media release\n",
            "ets: discloseable and connected transaction in relation to the china paint building lease\n",
            "reliance new energy solar to acquire faradion limited\n",
            "agricultural bank of china: departure of director2021-12-31\n",
            "agricultural bank of china: list of directors and their role and function2021-12-31\n",
            "reliance industries: disclosure under regulation 30 of the securities and exchange board of india (listing obligations and disclosure requirements) regulations 2015-intimation of approval for proposed issuance of senior unsecured us$denominated fixed rate notes\n",
            "india reliance plans to raise up to $5 billion in u.s. debt\n",
            "china zhengtong auto services: inside information update on legal proceedings\n",
            "reliance to raise $5 bn via overseas bonds to retire existing borrowings\n",
            "india reliance plans to raise up to $5 bln in us$debt\n",
            "reliance to raise up to $5 billion to use it mainly for refinancing existing borrowings\n",
            "problem of homelessness in traveller community highlighted at webinar\n",
            "first trust dynamic europe equity income fund issues notice regarding january 2022 distribution\n",
            "2022 budget: economists charge fg on revenue mobilisation policies efforts\n",
            "just dial profit declines 61.2% in october december quarter\n",
            "reliance jio remains largest telecom firm by active user base in november\n",
            "reliance industries joins calls for india to tighten marketplace rules: report\n",
            "reliance joins calls for india to tighten marketplace rules sources say\n",
            "reliance joins calls for india to tighten marketplace rules sources\n",
            "research shows the move to modern multicloud environments has broken traditional approaches to infrastructure monitoring\n",
            "shanghai fosun pharmaceutical: overseas regulatory announcement (h shares)\n",
            "reliance steel & aluminum (nyse:rs) given new $180.00 price target at keycorp\n",
            "ramkrishna forgings q3 review new high margin territory to aid rerating: reliance securities\n",
            "report says australia owned satellites are needed to watch this space\n",
            "report says australia owned satellites are needed to watch this space\n",
            "report says australia owned satellites are needed to watch this space\n",
            "report says australia owned satellites are needed to watch this space\n",
            "report says australia owned satellites are needed to watch this space\n",
            "report says australia owned satellites are needed to watch this space\n",
            "report says australia owned satellites are needed to watch this space\n",
            "bokf na invests $3.23 in reliance steel & aluminum co. (nyse:rs)\n",
            "emperor international: us$250000000 4.5% notes due september 2023-purchase and cancellation of part of the notes\n",
            "reliance industries: monitoring agency report\n",
            "reliance industries: press release (revised)\n",
            "reliance jio adds 10.2 customers in dec quarter\n",
            "intel building $20b ohio chip facility amid global shortage\n",
            "intel building $20b ohio chip facility amid global shortage\n",
            "reliance retail q3 net profit jumps 23.4% to rs 2259 cr\n",
            "reliance jio q3 review a tad soft: dolat capital\n",
            "reliance industries: statement of deviation(s) or variation(s) under reg. 32\n",
            "massachusetts financial services co. ma decreases stock position in reliance steel & aluminum co. (nyse:rs)\n",
            "jio completes 5g coverage plans for top 1000 cities in country\n",
            "reliance steel & aluminum co. (nyse:rs) expected to post q4 2021 earnings of $5.08 per share\n",
            "reliance jio completes 5g coverage planning in 1000 cities across india\n",
            "what is a debt to equity ratio? definition calculation & examples\n",
            "shanghai fosun pharmaceutical: voluntary announcement acquisition of equity interest in a subsidiary (h shares)\n",
            "endeavour silver: disclosure for restructuring transactions form 6-k\n",
            "ukraine tensions: how europe eco policies increased reliance on russian gas\n",
            "india december crude oil imports at one year peak\n",
            "study shows urban britain potential as a 'grow your own' nation\n",
            "shanghai fosun pharmaceutical: connected transaction regarding the target fund lpa and continuing connected transaction regarding the target fund management agreement and further information on connected transaction regarding the dalian fund lpa\n",
            "xinhua winshare publishing and media: list of directors and their role and function\n",
            "xinhua winshare publishing and media: change of company secretary and authorised representatives and waiver from strict compliance with rules 3.28 and 8.17 of the listing rules resignation\n",
            "xinhua winshare publishing and media: poll results of the extraordinary general meeting held on 24 january 2022\n",
            "video: samsung z2 unboxing\n",
            "$1.2 billion royal beach development will bring thousands of new homes to colwood\n",
            "reliance jio to launch budget jiophone 5g later this year leaks reveal\n",
            "iran cost of living squeeze belies push for economic self reliance\n",
            "lai sun garment international: grant of share options\n",
            "coast guard intercepts 191 haitians near bahamas\n",
            "baby whale genetic testing may help save species study says\n",
            "eu needs to tackle russia energy dependence\n",
            "baby whale genetic testing may help save species study says\n",
            "first tractor: announcement on estimated increase in annual results for the year 2021 (in pdf)\n",
            "lakeland bancorp: investor presentation-4th quarter 2021\n",
            "baby whale genetic testing may help save species study says\n",
            "how capable is the iraqi air force?\n",
            "cyprus competitiveness hindered by weaknesses in several sectors\n",
            "agricultural bank of china: announcement on the resolutions of the board of directors2022-01-26\n",
            "first reliance bancshares (otcbb:fsrl) posts quarterly earnings results meets expectations\n",
            "public accounts committee 'not satisfied' with reliance on hotels for direct provision\n",
            "emperor international: us$250000000 4.5% notes due september 2023-purchase and cancellation of part of the notes\n",
            "silk road logistics: announcements and notices connected transaction loan agreement\n",
            "greatwalle: announcements and notices -\n",
            "treasury considers alternatives to id.me verification citing privacy concerns bloomberg news reports\n",
            "reliance steel & aluminum (nyse:rs) upgraded to market perform by wolfe research\n",
            "shimao: discloseable transaction disposal of hotel property\n",
            "voluntary announcement: acquisitions of equity interests in five target companies\n",
            "maanshan iron & steel: announcement on estimated growth in profit in annual results of 2021\n",
            "adani wilmar ipo a fortune of edible oil: reliance securities\n",
            "reliance communications: corporate insolvency resolution process\n",
            "south africa hails new covid jab plant in fight for self reliance\n",
            "short interest in reliance worldwide co. limited (otcmkts:rllwf) increases by 138.8%\n",
            "reliance steel & aluminum co. (nyse:rs) shares sold by empirical finance llc\n",
            "china minsheng banking: announcement on the changes of registration information of business license\n",
            "beyer urges biden to reduce u.s. reliance on nuclear weapons\n",
            "brandywine global investment management llc reduces holdings in reliance steel & aluminum co. (nyse:rs)\n",
            "central essequibo cricket committee invitational bowls off today\n",
            "amazon future case: sc to pronounce verdict on pleas of future group firms\n",
            "powdered milk production to discourage reliance on imports: fakhar imam\n",
            "reliance brands rahul mishra form joint venture to boost rtw\n",
            "reliance brands limited and rahul mishra: a game changing partnership\n",
            "reliance brands designer rahul mishra finalise ready to wear joint venture\n",
            "nato chief flags european energy security concerns\n",
            "reliance brands limited and rahul mishra: a game changing partnership\n",
            "brexit britain bumper lithium stores could 'replace oil' and cut reliance on russia\n",
            "reliance it stocks lift indian shares ahead of federal budget\n",
            "replacing animal agriculture and shifting to plant based diet could drastically curb greenhouse gas emissions\n",
            "electric last mile solutions announces leadership transition and financial update\n",
            "phasing out animal agriculture could potentially stabilize greenhouse gas levels for decades according to new model\n",
            "eu ropes in pension funds to boost post brexit clearing capacity\n",
            "eu ropes in pension funds to boost post brexit clearing capacity\n",
            "gary trades on leading and leaving the ladder down with day trading\n",
            "no need for another imf package with 5-6% gdp growth: tarin\n",
            "pli scheme for solar to help reliance tata adani 16 others to take india closer to 2030 renewable goal\n",
            "future reliance deal: supreme court reserves order on nclt process\n",
            "lenders to india future retail call for its assets to be put up for auction\n",
            "lenders to india future retail call for its assets to be put up for auction\n",
            "siemens gamesa confirms gloomy profit outlook and q1 loss\n",
            "narayana hrudayalaya: investor presentation q3 fy2022\n",
            "reliance buys stake in silicon valley startup two platforms\n",
            "rahul gandhi says rise of imports from china to blame for india worsening unemployment\n",
            "manufacturing of defence equipment\n",
            "airtel vi jio mtnl given permission to conduct 5g trials: govt\n",
            "macquarie group ltd. trims stake in reliance steel & aluminum co. (nyse:rs)\n",
            "reliance capital q3 net loss narrows to rs 1759 cr\n",
            "reliance capital posts net loss of rs 1759 crore in q3\n",
            "ipl 2022 auction live streaming: how to watch mega auction live streaming in your country india\n",
            "reliance jio faces service outage in mumbai\n",
            "reliance jio faces service outage in mumbai since saturday morning\n",
            "germany must cut reliance on russian gas minister says\n",
            "several reliance jio users in mumbai unable to make calls internet services disrupted\n",
            "indigo q3 review rising yield to aid turnaround story: reliance securities\n",
            "reliance industries: nclt convened meeting(s) announcement reliance gasification scheme\n",
            "micro venture capital (vc) funds market: matchstick ventures reach capital fifty years industries llc backstage capital ocean azul partners reliance capital limited purpose captial impact fund concrete ventures llc\n",
            "sintex industries insolvency in final stages company receives revised bids\n",
            "diagnostics industry seeks correction of inverted duty structure to facilitate import substitution and self reliance\n",
            "eight of top-10 most valued firms added over rs 1.51 lakh cr to cap\n",
            "running out of gas: could russia cause a european energy crisis?\n",
            "reliance communications: partner communications to release fourth quarter and annual results for 2021 on february 28 2022\n",
            "exclusive u.s. weighs chevron request to take venezuela oil for debt payments sources\n",
            "european reliance general insurance s a: announcement about comments on press\n",
            "natixis makes new investment in reliance steel & aluminum co. (nyse:rs)\n",
            "jio offers two days of free calls and data to users check if you are eligible\n",
            "zoomlion heavy industry science and technology: announcement in relation to the acquisition of 29.99% equity interest in shenzhen roadrover technology co. ltd\n",
            "credit suisse ag grows position in reliance steel & aluminum co. (nyse:rs)\n",
            "sc rejects amazon request to file fresh written submission\n",
            "dominica cbi programme is making fossil fuels a thing of the past\n",
            "ipl 2022 auction live on mobile check how to watch mega auction live streaming for free in your laptop and mobile for free\n",
            "indian shares snap 3-day losing streak on reliance metals boost\n",
            "hsbc holdings plc sells 3322 shares of reliance steel & aluminum co. (nyse:rs)\n",
            "hsbc holdings plc sells 3322 shares of reliance steel & aluminum co. (nyse:rs)\n",
            "hsbc holdings plc decreases stock position in reliance steel & aluminum co. (nyse:rs)\n",
            "reliance steel & aluminum co. (nyse:rs) shares purchased by hightower advisors llc\n",
            "forget shark tank india here how much mukesh ambani has invested in indian startups\n",
            "china environmental resources: date of board meeting\n",
            "reliance communications: release fourth quarter and annual results for 2021 on february 28 2022\n",
            "reliance global group (nasdaq:reli) trading down 1.5%\n",
            "reliance global group (nasdaq:reli) shares down 1.5%\n",
            "frl reliance merger: sc notice to future group on plea of amazon\n",
            "frl reliance merger: supreme court notice to future group on plea of amazon\n",
            "a look at the explosion in the popularity of digital casinos\n",
            "congress must pass defense spending bill quickly air force association tells hill leaders\n",
            "uw researchers employ virtual reality technology to reimagine scientific exploration\n",
            "eu announces plan to reduce reliance on china for microchips\n",
            "pacific basin shipping: positive profit alert\n"
          ]
        }
      ],
      "source": [
        "# Arno\n",
        "for i in range(len(data.index)):\n",
        "  print(data.iloc[i,data.columns.get_loc(\"cleaned_headline\")])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {},
      "outputs": [],
      "source": [
        "import copy\n",
        "dataBeforeStopWordRemovalAndLemmatization = copy.deepcopy(data)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Stop word removal and lemmatization\n",
        "Adapted from the following [guide](https://www.analyticsvidhya.com/blog/2020/04/beginners-guide-exploratory-data-analysis-text-data/)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Daniel\n",
        "import spacy\n",
        "import en_core_web_sm\n",
        "\n",
        "# Source: https://www.analyticsvidhya.com/blog/2020/04/beginners-guide-exploratory-data-analysis-text-data/\n",
        "# Loading model\n",
        "nlp = spacy.load('en_core_web_sm', disable=['parser', 'ner'])\n",
        "# Lemmatization (+ stopwords removal)\n",
        "data['cleaned_headline'] = data['cleaned_headline'].apply(lambda x: ' '.join([token.lemma_ for token in list(nlp(x)) if (token.is_stop==False)]))\n",
        "\n",
        "# Re clean Data\n",
        "re_cleaned_h = []\n",
        "for h in data['cleaned_headline']:\n",
        "    re_cleaned_h.append(clean_h(h).strip())\n",
        "\n",
        "data = data.assign(cleaned_headline = re_cleaned_h) # the clean column contains only headlines which were clean as-was\n",
        "\n",
        "# Final Cleaning:\n",
        "h_just_words = []\n",
        "for h in data['cleaned_headline']:\n",
        "    final_clean_h = re.sub(r'[_–.,:\\'?!$%&()]+', '', h).strip()\n",
        "    final_clean_h = re.sub(r'(?<=\\s)\\-?\\d+\\s', '', final_clean_h)\n",
        "    final_clean_h = re.sub(r'(?<=\\s)\\-+\\s+', '', final_clean_h)\n",
        "    final_clean_h = re.sub(r'\\s+', ' ', final_clean_h)\n",
        "    h_just_words.append(final_clean_h)\n",
        "data = data.assign(cleaned_headline = h_just_words)\n",
        "data = data.dropna() # removes missing values"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Named Entity Recognition\n",
        " This section adapted from this [guide](https://towardsdatascience.com/text-analysis-feature-engineering-with-nlp-502d6ea9225d)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Arno \n",
        "\n",
        "import spacy\n",
        "# import en_core_web_lg #when loading this the library is greyed out like it's not in use\n",
        "# ner = spacy.load(\"en_core_web_lg\") #this is what he used in the tutorial, but despite installing spacy-model-en_core_web_lg with conda it wouldnt work when used here\n",
        "import en_core_web_sm\n",
        "ner = spacy.load(\"en_core_web_sm\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {},
      "outputs": [
        {
          "data": {
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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>original_headline</th>\n",
              "      <th>sentiment</th>\n",
              "      <th>cleaned_headline</th>\n",
              "      <th>has_numbers</th>\n",
              "      <th>has_monetary_units</th>\n",
              "      <th>tags</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>According to Gran , the company has no plans t...</td>\n",
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              "      <td>accord gran company plan production russia com...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>[(russia, GPE)]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Technopolis plans to develop in stages an area...</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>With the new production plant the company woul...</td>\n",
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              "      <td>0</td>\n",
              "      <td>[]</td>\n",
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              "    <tr>\n",
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              "      <td>accord company update strategy year basware ta...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>[]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>FINANCING OF ASPOCOMP 'S GROWTH Aspocomp is ag...</td>\n",
              "      <td>1</td>\n",
              "      <td>financing aspocomp growth aspocomp aggressivel...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>[(hdi print circuit board, ORG)]</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                   original_headline  sentiment  \\\n",
              "0  According to Gran , the company has no plans t...          0   \n",
              "1  Technopolis plans to develop in stages an area...          0   \n",
              "3  With the new production plant the company woul...          1   \n",
              "4  According to the company 's updated strategy f...          1   \n",
              "5  FINANCING OF ASPOCOMP 'S GROWTH Aspocomp is ag...          1   \n",
              "\n",
              "                                    cleaned_headline  has_numbers  \\\n",
              "0  accord gran company plan production russia com...            0   \n",
              "1  technopoli plan develop stage area square mete...            1   \n",
              "3  new production plant company increase capacity...            0   \n",
              "4  accord company update strategy year basware ta...            1   \n",
              "5  financing aspocomp growth aspocomp aggressivel...            0   \n",
              "\n",
              "   has_monetary_units                              tags  \n",
              "0                   0                   [(russia, GPE)]  \n",
              "1                   0                                []  \n",
              "3                   0                                []  \n",
              "4                   0                                []  \n",
              "5                   0  [(hdi print circuit board, ORG)]  "
            ]
          },
          "execution_count": 34,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Arno\n",
        "# tag the cleaned_headline and extract tags into a list\n",
        "data[\"tags\"] = data[\"cleaned_headline\"].apply(lambda h: [(tag.text, tag.label_) for tag in ner(h).ents])\n",
        "data.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
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              "  <thead>\n",
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              "      <th>original_headline</th>\n",
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            "text/plain": [
              "                                   original_headline  sentiment  \\\n",
              "0  According to Gran , the company has no plans t...          0   \n",
              "1  Technopolis plans to develop in stages an area...          0   \n",
              "3  With the new production plant the company woul...          1   \n",
              "4  According to the company 's updated strategy f...          1   \n",
              "5  FINANCING OF ASPOCOMP 'S GROWTH Aspocomp is ag...          1   \n",
              "\n",
              "                                    cleaned_headline  has_numbers  \\\n",
              "0  accord gran company plan production russia com...            0   \n",
              "1  technopoli plan develop stage area square mete...            1   \n",
              "3  new production plant company increase capacity...            0   \n",
              "4  accord company update strategy year basware ta...            1   \n",
              "5  financing aspocomp growth aspocomp aggressivel...            0   \n",
              "\n",
              "   has_monetary_units                                       tags  \n",
              "0                   0                   [{('russia', 'GPE'): 1}]  \n",
              "1                   0                                         []  \n",
              "3                   0                                         []  \n",
              "4                   0                                         []  \n",
              "5                   0  [{('hdi print circuit board', 'ORG'): 1}]  "
            ]
          },
          "execution_count": 35,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import collections\n",
        "\n",
        "def tagCounter(tagsList): #what we'll use for counting the occurences of each tag\n",
        "    dic_counter = collections.Counter()\n",
        "    for x in tagsList:\n",
        "        dic_counter[x] += 1\n",
        "    dic_counter = collections.OrderedDict(sorted(dic_counter.items(), key=lambda x:x[1], reverse=True))\n",
        "    tagsList_count = [{key:value} for key,value in dic_counter.items()]\n",
        "    return tagsList_count\n",
        "\n",
        "#count each tag\n",
        "data[\"tags\"] = data[\"tags\"].apply(lambda x:tagCounter(x))\n",
        "data.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {},
      "outputs": [],
      "source": [
        "# a function that will count each tag-type and add that count to the respective tag-type's column\n",
        "def countTagType(lst_dics_tuples, tag):\n",
        "    if len(lst_dics_tuples) > 0:\n",
        "        tag_type = []\n",
        "        for dic_tuples in lst_dics_tuples:\n",
        "            for tuple in dic_tuples:\n",
        "                type, n = tuple[1], dic_tuples[tuple]\n",
        "                tag_type = tag_type + [type]*n\n",
        "                dic_counter = collections.Counter()\n",
        "                for x in tag_type:\n",
        "                    dic_counter[x] += 1\n",
        "        return dic_counter[tag]\n",
        "    else:\n",
        "        return 0"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {},
      "outputs": [
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              "    .dataframe tbody tr th {\n",
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              "    }\n",
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              "      <th>has_numbers</th>\n",
              "      <th>has_monetary_units</th>\n",
              "      <th>tags</th>\n",
              "      <th>tags_QUANTITY</th>\n",
              "      <th>tags_LANGUAGE</th>\n",
              "      <th>tags_ORG</th>\n",
              "      <th>tags_ORDINAL</th>\n",
              "      <th>...</th>\n",
              "      <th>tags_MONEY</th>\n",
              "      <th>tags_PRODUCT</th>\n",
              "      <th>tags_GPE</th>\n",
              "      <th>tags_TIME</th>\n",
              "      <th>tags_LAW</th>\n",
              "      <th>tags_FAC</th>\n",
              "      <th>tags_CARDINAL</th>\n",
              "      <th>tags_DATE</th>\n",
              "      <th>tags_NORP</th>\n",
              "      <th>tags_EVENT</th>\n",
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              "      <th>0</th>\n",
              "      <td>According to Gran , the company has no plans t...</td>\n",
              "      <td>0</td>\n",
              "      <td>accord gran company plan production russia com...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>[{('russia', 'GPE'): 1}]</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Technopolis plans to develop in stages an area...</td>\n",
              "      <td>0</td>\n",
              "      <td>technopoli plan develop stage area square mete...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>[]</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>With the new production plant the company woul...</td>\n",
              "      <td>1</td>\n",
              "      <td>new production plant company increase capacity...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>[]</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>According to the company 's updated strategy f...</td>\n",
              "      <td>1</td>\n",
              "      <td>accord company update strategy year basware ta...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>[]</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>FINANCING OF ASPOCOMP 'S GROWTH Aspocomp is ag...</td>\n",
              "      <td>1</td>\n",
              "      <td>financing aspocomp growth aspocomp aggressivel...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>[{('hdi print circuit board', 'ORG'): 1}]</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 23 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                                   original_headline  sentiment  \\\n",
              "0  According to Gran , the company has no plans t...          0   \n",
              "1  Technopolis plans to develop in stages an area...          0   \n",
              "3  With the new production plant the company woul...          1   \n",
              "4  According to the company 's updated strategy f...          1   \n",
              "5  FINANCING OF ASPOCOMP 'S GROWTH Aspocomp is ag...          1   \n",
              "\n",
              "                                    cleaned_headline  has_numbers  \\\n",
              "0  accord gran company plan production russia com...            0   \n",
              "1  technopoli plan develop stage area square mete...            1   \n",
              "3  new production plant company increase capacity...            0   \n",
              "4  accord company update strategy year basware ta...            1   \n",
              "5  financing aspocomp growth aspocomp aggressivel...            0   \n",
              "\n",
              "   has_monetary_units                                       tags  \\\n",
              "0                   0                   [{('russia', 'GPE'): 1}]   \n",
              "1                   0                                         []   \n",
              "3                   0                                         []   \n",
              "4                   0                                         []   \n",
              "5                   0  [{('hdi print circuit board', 'ORG'): 1}]   \n",
              "\n",
              "   tags_QUANTITY  tags_LANGUAGE  tags_ORG  tags_ORDINAL  ...  tags_MONEY  \\\n",
              "0              0              0         0             0  ...           0   \n",
              "1              0              0         0             0  ...           0   \n",
              "3              0              0         0             0  ...           0   \n",
              "4              0              0         0             0  ...           0   \n",
              "5              0              0         1             0  ...           0   \n",
              "\n",
              "   tags_PRODUCT  tags_GPE  tags_TIME  tags_LAW  tags_FAC  tags_CARDINAL  \\\n",
              "0             0         1          0         0         0              0   \n",
              "1             0         0          0         0         0              0   \n",
              "3             0         0          0         0         0              0   \n",
              "4             0         0          0         0         0              0   \n",
              "5             0         0          0         0         0              0   \n",
              "\n",
              "   tags_DATE  tags_NORP  tags_EVENT  \n",
              "0          0          0           0  \n",
              "1          0          0           0  \n",
              "3          0          0           0  \n",
              "4          0          0           0  \n",
              "5          0          0           0  \n",
              "\n",
              "[5 rows x 23 columns]"
            ]
          },
          "execution_count": 37,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "## extract features\n",
        "tags_set = []\n",
        "for lst in data[\"tags\"].tolist():\n",
        "     for dic in lst:\n",
        "          for k in dic.keys():\n",
        "              tags_set.append(k[1])\n",
        "tags_set = list(set(tags_set))\n",
        "for feature in tags_set:\n",
        "     data[\"tags_\"+feature] = data[\"tags\"].apply(lambda x: countTagType(x, feature))\n",
        "data.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "'vuokatti unit develop focus especially manufacture prototype ramp new product demanding testing sale service'"
            ]
          },
          "execution_count": 38,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data.iloc[589][\"cleaned_headline\"]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "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>original_headline</th>\n",
              "      <th>sentiment</th>\n",
              "      <th>cleaned_headline</th>\n",
              "      <th>has_numbers</th>\n",
              "      <th>has_monetary_units</th>\n",
              "      <th>tags</th>\n",
              "      <th>tags_QUANTITY</th>\n",
              "      <th>tags_LANGUAGE</th>\n",
              "      <th>tags_ORG</th>\n",
              "      <th>tags_ORDINAL</th>\n",
              "      <th>...</th>\n",
              "      <th>tags_MONEY</th>\n",
              "      <th>tags_PRODUCT</th>\n",
              "      <th>tags_GPE</th>\n",
              "      <th>tags_TIME</th>\n",
              "      <th>tags_LAW</th>\n",
              "      <th>tags_FAC</th>\n",
              "      <th>tags_CARDINAL</th>\n",
              "      <th>tags_DATE</th>\n",
              "      <th>tags_NORP</th>\n",
              "      <th>tags_EVENT</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>589</th>\n",
              "      <td>Finnish telecoms software developer Tecnomen O...</td>\n",
              "      <td>1</td>\n",
              "      <td>finnish telecom software developer tecnoman oy...</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>[{('december', 'DATE'): 1}]</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>589</th>\n",
              "      <td>Congress Must Pass Defense Spending Bill Quick...</td>\n",
              "      <td>0</td>\n",
              "      <td>congress pass defense spending bill quickly ai...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>[{('congress', 'ORG'): 1}, {('air force associ...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2 rows × 23 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                                     original_headline  sentiment  \\\n",
              "589  Finnish telecoms software developer Tecnomen O...          1   \n",
              "589  Congress Must Pass Defense Spending Bill Quick...          0   \n",
              "\n",
              "                                      cleaned_headline  has_numbers  \\\n",
              "589  finnish telecom software developer tecnoman oy...            1   \n",
              "589  congress pass defense spending bill quickly ai...            0   \n",
              "\n",
              "     has_monetary_units                                               tags  \\\n",
              "589                   1                        [{('december', 'DATE'): 1}]   \n",
              "589                   0  [{('congress', 'ORG'): 1}, {('air force associ...   \n",
              "\n",
              "     tags_QUANTITY  tags_LANGUAGE  tags_ORG  tags_ORDINAL  ...  tags_MONEY  \\\n",
              "589              0              0         0             0  ...           0   \n",
              "589              0              0         2             0  ...           0   \n",
              "\n",
              "     tags_PRODUCT  tags_GPE  tags_TIME  tags_LAW  tags_FAC  tags_CARDINAL  \\\n",
              "589             0         0          0         0         0              0   \n",
              "589             0         0          0         0         0              0   \n",
              "\n",
              "     tags_DATE  tags_NORP  tags_EVENT  \n",
              "589          1          0           0  \n",
              "589          0          0           0  \n",
              "\n",
              "[2 rows x 23 columns]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from IPython.display import display\n",
        "display(data.loc[589])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5zOBOYILxYuZ"
      },
      "source": [
        "## Exploratory Data Analysis"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Visualizing Headlines' Sentiment Distribution"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "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>Frequency</th>\n",
              "      <th>Relative Frequency</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Negative</td>\n",
              "      <td>692</td>\n",
              "      <td>0.138317</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Neutral</td>\n",
              "      <td>2966</td>\n",
              "      <td>0.592844</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Positive</td>\n",
              "      <td>1345</td>\n",
              "      <td>0.268839</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  Sentiment  Frequency  Relative Frequency\n",
              "0  Negative        692            0.138317\n",
              "1   Neutral       2966            0.592844\n",
              "2  Positive       1345            0.268839"
            ]
          },
          "execution_count": 41,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Arno\n",
        "# first we count the occurences of each class and put them in their own dataframe\n",
        "sentimentNames = [\"Negative\",\"Neutral\",\"Positive\"]\n",
        "frequencies = [len(data.query(\"sentiment==-1\")),len(data.query(\"sentiment==0\")),len(data.query(\"sentiment==1\"))]\n",
        "relativeFrequencies = [len(data.query(\"sentiment==-1\"))/len(data),len(data.query(\"sentiment==0\"))/len(data),len(data.query(\"sentiment==1\"))/len(data)]\n",
        "sentimentDistribution = pd.DataFrame(data={\"Sentiment\":sentimentNames,\"Frequency\":frequencies,\"Relative Frequency\":relativeFrequencies})\n",
        "sentimentDistribution"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Arno\n",
        "import seaborn as sb\n",
        "import matplotlib.pyplot as plt\n",
        "sb.set(rc={'figure.figsize':(10,5)})\n",
        "sentimentFrequencyBarplot = sb.barplot(data=sentimentDistribution,x=\"Sentiment\",y=\"Frequency\").set(title=\"Headline Sentiments' Frequencies\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Arno\n",
        "# now make the barplot\n",
        "sentimentRelativeFrequencyBarplot = sb.barplot(data=sentimentDistribution,x=\"Sentiment\",y=\"Relative Frequency\").set(title=\"Headline Sentiments' Relative Frequencies\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "589    finnish telecom software developer tecnoman oy...\n",
            "589    congress pass defense spending bill quickly ai...\n",
            "Name: cleaned_headline, dtype: object\n"
          ]
        }
      ],
      "source": [
        "data.reindex(copy=False)\n",
        "z= data.loc[589,\"cleaned_headline\"]\n",
        "print(z)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Counting words relevant to sentiment"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "#Ethan\n",
        "cleaned_counted_words = copy.deepcopy(data)\n",
        "# Remove all numbers (by themselves) and hyphens | Cleaning for EDA\n",
        "h_just_words = []\n",
        "for h in cleaned_counted_words['cleaned_headline']:\n",
        "    final_clean_h = re.sub(r'\\-+', ' ', h).strip()\n",
        "    final_clean_h = re.sub(r'^\\d+\\s+|(?<=\\s)\\d+\\s+', '', final_clean_h)\n",
        "    final_clean_h = re.sub(r'\\s+', ' ', final_clean_h)\n",
        "    h_just_words.append(final_clean_h.strip())\n",
        "cleaned_counted_words = cleaned_counted_words.assign(cleaned_headline = h_just_words)\n",
        "cleaned_counted_words = cleaned_counted_words.dropna()\n",
        "\n",
        "cleaned_counted_words['cleaned_headline'] = cleaned_counted_words['cleaned_headline'].apply(lambda x: ' '.join([word for word in x.split() if (not any(map(str.isdigit, word)))]))\n",
        "\n",
        "#separating into three dataframes based on sentiment\n",
        "clean_count_negative = cleaned_counted_words[cleaned_counted_words[\"sentiment\"] == -1]\n",
        "clean_count_positive = cleaned_counted_words[cleaned_counted_words[\"sentiment\"] == 1]\n",
        "clean_count_neutral = cleaned_counted_words[cleaned_counted_words[\"sentiment\"] == 0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "#Ethan\n",
        "#counts most common words present in each dataset\n",
        "from collections import Counter\n",
        "count_words_negative = Counter(\" \".join(clean_count_negative[\"cleaned_headline\"]).split()).most_common(20)\n",
        "count_words_positive = Counter(\" \".join(clean_count_positive[\"cleaned_headline\"]).split()).most_common(20)\n",
        "count_words_neutral = Counter(\" \".join(clean_count_neutral[\"cleaned_headline\"]).split()).most_common(20)\n",
        "\n",
        "#Renames columns\n",
        "counted_negative_df = pd.DataFrame.from_dict(count_words_negative)\n",
        "counted_negative_df.columns = ['word','instances']\n",
        "counted_positive_df = pd.DataFrame.from_dict(count_words_positive)\n",
        "counted_positive_df.columns = ['word','instances']\n",
        "counted_neutral_df = pd.DataFrame.from_dict(count_words_neutral)\n",
        "counted_neutral_df.columns = ['word','instances']\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "#Ethan\n",
        "#Opens newplots\n",
        "import matplotlib.pyplot as plt\n",
        "plt.close(\"all\")\n",
        "#fig = plt.figure()\n",
        "#fig.patch.set_facecolor('white')\n",
        "\n",
        "#counted_negative_df.plot(kind = 'barh',x='word', y='instances', title='Most Popular Words with Negative Sentiment')\n",
        "ax = sb.barplot(x = 'instances', y = 'word', data = counted_negative_df).set(title='Most Popular Words with Negative Sentiment')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "#Ethan\n",
        "ax = sb.barplot(x = 'instances', y = 'word', data = counted_neutral_df).set(title='Most Popular Words with Neutral Sentiment')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "#Ethan\n",
        "ax = sb.barplot(x = 'instances', y = 'word', data = counted_positive_df).set(title='Most Popular Words with Positive Sentiment')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Word Cloud"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Arno\n",
        "from wordcloud import WordCloud # source: https://github.com/amueller/word_cloud  documentation: https://amueller.github.io/word_cloud/generated/wordcloud.WordCloud.html\n",
        "from wordcloud import STOPWORDS\n",
        "from matplotlib.pyplot import figure"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Arno\n",
        "allWordsFromData = \"\"\n",
        "for h in data[\"cleaned_headline\"]:\n",
        "    allWordsFromData += \" \" + h"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x1f7825dcec8>"
            ]
          },
          "execution_count": 52,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "#figure(figsize=(20,10)) #bigger\n",
        "figure(dpi=80) #will fit in report\n",
        "wordcloud = WordCloud(background_color=\"white\",width=800,height=400,collocations=False,max_words=500,stopwords=[\"million\",\"euro\"]+list(STOPWORDS)).generate(allWordsFromData)\n",
        "#wordcloud = WordCloud(background_color=\"white\",width=800,height=400,collocations=False,max_words=500,stopwords=[\"million\",\"euro\"]+list(STOPWORDS)).generate(allWordsFromData)\n",
        "plt.axis(\"off\")\n",
        "plt.imshow(wordcloud)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{'company': 1.0, 'say': 0.5547128927410617, 'finnish': 0.5308775731310943, 'sale': 0.5200433369447454, 'share': 0.48970747562296857, 'year': 0.466955579631636, 'profit': 0.4387865655471289, 'net': 0.43661971830985913, 'new': 0.3629469122426869, 'finland': 0.35752979414951247, 'service': 0.35102925243770317, 'group': 0.3271939328277356, 'market': 0.29252437703141926, 'business': 0.2838569880823402, 'period': 0.28169014084507044, 'quarter': 0.27518959913326113, 'total': 0.26218851570964247, 'oyj': 0.2502708559046587, 'increase': 0.2372697724810401, 'operating': 0.20151679306608883, 'include': 0.20043336944745396, 'reliance': 0.19284940411700974, 'product': 0.18851570964247022, 'contract': 0.17768147345612134, 'loss': 0.17551462621885158, 'report': 0.17551462621885158, 'helsinki': 0.1733477789815818, 'operation': 0.17009750812567714, 'plant': 0.1646803900325027, 'compare': 0.16251354279523295, 'order': 0.15926327193932827, 'solution': 0.1581798483206934, 'today': 0.1570964247020585, 'base': 0.1560130010834236, 'expect': 0.15384615384615385, 'bank': 0.1495124593716143, 'operate': 0.14842903575297942, 'rise': 0.14517876489707476, 'investment': 0.14517876489707476, 'financial': 0.14517876489707476, 'technology': 0.1419284940411701, 'system': 0.13976164680390032, 'result': 0.13867822318526543, 'mobile': 0.13867822318526543, 'production': 0.13759479956663057, 'customer': 0.13651137594799567, 'agreement': 0.13651137594799567, 'unit': 0.13651137594799567, 'capital': 0.13542795232936078, 'stock': 0.13217768147345613, 'nokia': 0.13109425785482123, 'month': 0.13001083423618634, 'hel': 0.12892741061755147, 'project': 0.12892741061755147, 'corporation': 0.1256771397616468, 'industry': 0.12459371614301191, 'price': 0.12242686890574214, 'value': 0.12134344528710726, 'corresponding': 0.12026002166847237, 'end': 0.11917659804983749, 'accord': 0.11592632719393282, 'plan': 0.11592632719393282, 'construction': 0.1094257854821235, 'start': 0.10834236186348863, 'pct': 0.10725893824485373, 'provide': 0.10725893824485373, 'board': 0.10617551462621885, 'early': 0.10617551462621885, 'january': 0.10400866738894908, 'september': 0.10075839653304441, 'decrease': 0.10075839653304441, 'area': 0.09750812567713976, 'omx': 0.09642470205850487, 'high': 0.09642470205850487, 'oy': 0.09642470205850487, 'estimate': 0.09534127843986999, 'large': 0.09425785482123511, 'sell': 0.09425785482123511, 'paper': 0.09317443120260022, 'management': 0.09317443120260022, 'china': 0.09317443120260022, 'deal': 0.09209100758396534, 'employee': 0.09209100758396534, 'second': 0.09100758396533044, 'network': 0.08992416034669556, 'development': 0.08992416034669556, 'equipment': 0.08992416034669556, 'steel': 0.08884073672806067, 'acquire': 0.08884073672806067, 'russia': 0.08775731310942579, 'sign': 0.08775731310942579, 'global': 0.0866738894907909, 'build': 0.0866738894907909, 'director': 0.08559046587215602, 'fall': 0.08559046587215602, 'country': 0.08450704225352113, 'maker': 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'central': 0.030335861321776816, 'voting': 0.030335861321776816, 'cargotec': 0.030335861321776816, 'combine': 0.030335861321776816, 'saving': 0.030335861321776816, 'recur': 0.030335861321776816, 'form': 0.030335861321776816, 'secure': 0.030335861321776816, 'beer': 0.02925243770314193, 'traffic': 0.02925243770314193, 'public': 0.02925243770314193, 'model': 0.02925243770314193, 'current': 0.02925243770314193, 'chain': 0.02925243770314193, 'equity': 0.02925243770314193, 'adp': 0.02925243770314193, 'schedule': 0.02925243770314193, 'account': 0.02925243770314193, 'detail': 0.02925243770314193, 'mr': 0.02925243770314193, 'internet': 0.02925243770314193, 'infrastructure': 0.02925243770314193, 'venture': 0.02925243770314193, 'fix': 0.02925243770314193, 'covid': 0.02925243770314193, 'aspocomp': 0.028169014084507043, 'afx': 0.028169014084507043, 'propose': 0.028169014084507043, 'fiskar': 0.028169014084507043, 'tonne': 0.028169014084507043, 'export': 0.028169014084507043, 'main': 0.028169014084507043, 'wednesday': 0.028169014084507043, 'estonia': 0.028169014084507043, 'point': 0.028169014084507043, 'see': 0.028169014084507043, 'finnair': 0.028169014084507043, 'chemical': 0.028169014084507043, 'packaging': 0.028169014084507043, 'ab': 0.028169014084507043, 'germany': 0.028169014084507043, 'ahlstrom': 0.028169014084507043, 'positive': 0.028169014084507043, 'big': 0.028169014084507043, 'decide': 0.028169014084507043, 'scanfil': 0.028169014084507043, 'exclude': 0.028169014084507043, 'statement': 0.027085590465872156, 'index': 0.027085590465872156, 'incap': 0.027085590465872156, 'late': 0.027085590465872156, 'open': 0.027085590465872156, 'sanoma': 0.027085590465872156, 'yesterday': 0.027085590465872156, 'passenger': 0.027085590465872156, 'ago': 0.027085590465872156, 'serve': 0.027085590465872156, 'bring': 0.027085590465872156, 'european': 0.027085590465872156, 'create': 0.027085590465872156, 'commercial': 0.027085590465872156, 'pulp': 0.027085590465872156, 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0.024918743228602384, 'factory': 0.024918743228602384, 'house': 0.024918743228602384, 'date': 0.024918743228602384, 'decision': 0.024918743228602384, 'london': 0.024918743228602384, 'gain': 0.024918743228602384, 'glass': 0.024918743228602384, 'drop': 0.024918743228602384, 'logistic': 0.024918743228602384, 'content': 0.024918743228602384, 'liter': 0.023835319609967497, 'shipping': 0.023835319609967497, 'thursday': 0.023835319609967497, 'atria': 0.023835319609967497, 'kesko': 0.023835319609967497, 'subscribe': 0.023835319609967497, 'versus': 0.023835319609967497, 'drive': 0.023835319609967497, 'outokumpu': 0.023835319609967497, 'e': 0.023835319609967497, 'fortum': 0.023835319609967497, 'chief': 0.023835319609967497, 'marketing': 0.023835319609967497, 'sq': 0.023835319609967497}\n"
          ]
        }
      ],
      "source": [
        "# Arno\n",
        "print(wordcloud.words_)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### N-grams"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package punkt to\n",
            "[nltk_data]     C:\\Users\\dfern\\AppData\\Roaming\\nltk_data...\n",
            "[nltk_data]   Package punkt is already up-to-date!\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import nltk\n",
        "nltk.download('punkt')\n",
        "\n",
        "negative_tokens = nltk.tokenize.word_tokenize(cleaned_counted_words[cleaned_counted_words[\"sentiment\"] ==-1][\"cleaned_headline\"].str.cat(sep=\" \"))\n",
        "neutral_tokens = nltk.tokenize.word_tokenize(cleaned_counted_words[cleaned_counted_words[\"sentiment\"] == 0][\"cleaned_headline\"].str.cat(sep=\" \"))\n",
        "positive_tokens = nltk.tokenize.word_tokenize(cleaned_counted_words[cleaned_counted_words[\"sentiment\"] == 1][\"cleaned_headline\"].str.cat(sep=\" \"))\n",
        "fig, ax = plt.subplots(nrows=1, ncols=1)\n",
        "\n",
        "top = 15\n",
        "\n",
        "## bigrams (2-grams)\n",
        "data_2_grams_neg = pd.DataFrame(nltk.FreqDist(nltk.ngrams(negative_tokens, 2)).most_common(), columns=[\"Word\",\"Freq\"])\n",
        "data_2_grams_neg[\"Word\"] = data_2_grams_neg[\"Word\"].apply(lambda x: \" \".join(string for string in x))\n",
        "data_2_grams_neg.set_index(\"Word\").iloc[:top,:].sort_values(by=\"Freq\").plot(kind=\"barh\", title=\"Bigrams (Negative Sentiment)\", ax=ax, legend=False).grid(axis='x')\n",
        "ax.set(ylabel=None)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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bR0RERKTQeliLn9/t9neRHaksTFJS0vXb3yIiIlKoFdlnKkVERETk4VGoFBERERGbKVSKiIiIiM0UKkVERETEZgqVIiIiImIzhUoRERERsZlCpYiIiIjYTOtUFgB3WkhURIq2h7VosYjIg6ZQWQAMn7qJxFT9oyLyKFo7qzvX8rsIEZH7QLe/RURERMRmD2yk0jAMwsPD+e6777C3t6dfv34MGTKEM2fOEBwczJUrVyhevDgTJ06kXr16BAYGUqxYMQ4cOMC1a9eYMGECa9as4cSJE3To0IHAwEBWrlzJpk2bSEtLIyUlBS8vLwIDAzGbzYSEhBAbG0tycjJVqlQhKiqK5ORk/Pz88PDw4Pjx45QqVYo5c+bw7bffsmfPHmbNmgVAVFQUTk5OjBw50lr/7t27CQsLA8DV1ZVZs2bxxBNP8P7777N7927S0tJwd3cnMjKSrVu33rU9ERERkaLsgY1UfvPNN/z444+sXbuWL7/8kpUrV5KUlERAQAC+vr6sXbuW8ePH8/rrr5OVlQVAYmIiX331FaNHj2b8+PFMnjyZ1atXs2zZMq5d++0G0bFjx4iMjGTdunUcPnyYb7/9loMHD+Lo6MjSpUv59ttvyczMZNu2bQCcOHGCYcOGsW7dOh5//HHWrl3LCy+8wO7du8nIyMAwDNauXUv37t1z1T9v3jxCQkJYuXIlXl5e/Pzzz5w9e5bTp08THR3Nxo0bqVy58j23JyIiIlKUPbCRyn379tGlSxecnJxwcnJizZo1ZGRkcO7cOTp27AhAgwYNcHV15fTp0wA8//zzAJQvXx4PDw9KlSoFgJubG2lpaQC0a9eO0qVLA/DCCy+wZ88egoODcXNzY8mSJZw+fZq4uDiuX78OQKlSpahVqxYAHh4epKWl8dhjj+Hp6cmmTZuoVKkSlSpVoly5crnqb9++PX5+fnTo0IH27dvTqlUrAMaNG8eXX37JmTNnOHToEJUrV76n9kREbqdMmZL5XYKIiM0eWKh0cMjddHx8PK6urhiGkWu7YRiYzWYAHB0db3v87+zt7a1/WywW7O3t+f7774mIiGDw4MH07NmT1NRUaz/Ozs7W/U0mk3V7r169+OCDD6hYsSI9e/bM08/QoUPx8vJiy5YthIWFceTIEdq0acOYMWMYOnQonTp1ws7O7p7bExG5naQkTdURkYLPzs50xxVrHtjt7yZNmvDtt9+SnZ3NjRs3GDFiBMnJyVSqVIlNmzYBcOjQIZKTk/Hw8Ljndrdv3861a9fIzMxk/fr1PP/88+zevZsuXbrQq1cvSpcuzb59+6xB9XYaN27MpUuXiImJoUOHDnne79OnDxkZGQwdOpShQ4fy888/s2/fPpo2bcqAAQN45pln2Llzp7Wfu7UnIiIiUpQ9sJHKv//97xw7doyePXtisVgYPHgwVapUISwsjJCQECIjI3F0dCQyMhInJ6d7brdUqVK88sorpKam0r17d9q0aUPZsmUZO3Ys33zzDU5OTjRo0ID4+Ph7qvHKlSu37P9f//oXgYGBODg44OzszOTJk3F1dcXPz4+uXbvi6OhI9erVc/Vzp/ZEREREijKT8b/3owuwlStXsnfvXmbMmGFTO4ZhkJ2dzbBhw5gwYQK1a9cuUO2JyKNDi5+LSGFxt9vfj+Ti50lJSXh7e9OnT5/7EgBtbS8lJR2LpdBkexEREZE8CtVIZVGlUCkiIiIFXb5N1BERERGRR4dCpYiIiIjYTKFSRERERGymUCkiIiIiNlOoFBERERGbKVSKiIiIiM0eyXUqC5o7Tc8XkVvTouEiIgWLQmUBMHzqJhJT9Y+jyJ+xdlZ3ruV3ESIiYpVvt7/btWt3T7/PXRB0794dgCNHjhAWFnbHfWNiYvD19X0YZYmIiIgUGHqm8h6sWbMGgF9++YWUlJR8rkZERESk4Hngt78vXbrE2LFjuX79OnZ2dgQFBdGgQQMA5s6dy/Hjx7lx4wahoaHUr1+fvXv38v7773Pz5k3S0tIICAigS5cuBAYGcuXKFc6ePUtAQAClS5dm+vTp3Lx5E3d3dyZPnkylSpVy9X38+HGCg4O5efMmrq6uhIeHU7p0aUJCQoiNjSU5OZkqVaoQFRVFcnIyr732GpUqVeLs2bOUL1+esLAw3NzcqF69Ovv27SMiIoLr16/zwQcf4Ovry4QJE0hISCAxMZHGjRsTGhr6oC+niIiISIH0wEPl8uXLadu2LSNGjCAmJoYDBw5YQ+UzzzzD9OnT+fe//82CBQuIiIjg3//+N1OnTqVatWrs3r2bd999ly5dugDg5ubG/PnzycrKonfv3syfP5/y5cvzww8/8Pbbb/PZZ5/l6nvs2LGMHTsWLy8vPv/8cxYuXEi7du1wdHRk6dKlWCwWhgwZwrZt26hduzanTp0iKCiIZs2aMWPGDKKioggKCgLg8ccfZ/To0ezdu5fXXnuNdevWUbNmTSIiIsjKysLb25uffvrpQV9OEfmDMmVK5ncJIiLy/z3wUNmiRQv8/f05fvw4np6eDBo0yPpehw4dgN/C5caNGwEICwtjy5YtfPPNNxw+fJiMjAzr/vXq1QMgLi6O8+fP89prr1nfS09Pz9Xv5cuXSUpKwsvLC4CBAwda33Nzc2PJkiWcPn2auLg4rl+/DsDf/vY3mjVrBsCLL77I2LFjb3tePj4+HDlyhM8++4zTp09z5coVazsi8nAkJWmqjojIw2JnZ7rjijUPPFQ2atSI9evXs3XrVjZs2MCqVav49NNPAbC3twfAZDJZ9x84cCDNmjWjWbNmtGjRIlewc3FxAcBisVCxYkXrs45ms5nk5ORc/To6OuZ6nZmZSWJiIqdOnSIiIoLBgwfTs2dPUlNTMQwDAAeH/14OwzCs9d3K4sWL2bhxI3379qVly5acOnXK2o6IiIjIo+aBT9QJDQ1lzZo19OjRg+DgYH7++efb7nvlyhXi4uJ4/fXX8fT0ZOfOnZjN5jz7Va1albS0NPbv3w/AihUr8owqlixZkieffJKdO3cCv022mTNnDrt376ZLly706tWL0qVLs2/fPmsfZ86c4fjx49Y2n3/++Vxt2tvbk5OTA8DOnTvp168f3bp1w2QyceLECSwWy1+8SiIiIiKF2wMfqfT19WXMmDGsWrUKe3t7Jk2adNt93dzc6NOnD97e3pQoUYIGDRpw8+bNPLeVnZycmDNnDtOmTSMzM5MSJUowc+bMPO2FhYUREhJCaGgo7u7uhIaGkpqaytixY/nmm29wcnKiQYMG1qWNXF1diYiI4Ny5c1SvXp2pU6fmaq9evXpERUURHh7OkCFDCAkJ4ZNPPuGxxx7jueeeIz4+nsqVK//pa7QgqOOfPkbkUXczMye/SxARkT8wGbpnC0B8fDyDBw9m8+bND73vlJR0LBZ9DCIiIlJw3e2ZSq1TKSIiIiI200hlAaCRShERESnoNFIpIiIiIg+cQqWIiIiI2EyhUkRERERsplApIiIiIjZTqBQRERERmz3wxc/l7u40k0qkKLqZmcO1qzfyuwwREbmPFCoLgOFTN5GYqn9g5dGxdlZ3ruV3ESIicl/ZfPs7IiLC+hvcf0Z8fDzt2rWztfu7ioyMJDIy8oH3IyIiIvIoszlU7tu3D7PZfD9qEREREZFC6p5vf1+6dImxY8dy/fp17OzsCAoKIi4ujmPHjhEUFERUVBROTk4EBwdz5coVihcvzsSJE6lXrx7/+c9/GD9+PJcvX8bFxYWpU6dSosR/nyPcuHEjc+fO5bPPPuOJJ56wbk9OTiY4OJhLly5hMpkYM2YMLVu2xN/fn2rVqvHGG28wf/58jh8/zpw5c1i7di0ffPABJpOJunXrMmXKFACOHDlC//79SUhIoGfPnvj7+5Oens6ECRNISEggMTGRxo0bExoayt69e/nwww9xcXHh119/pXr16oSHh+Pk5MSiRYv497//TcmSJalatSqVK1fG39+f7du3ExERQU5ODhUrVmTKlCm4u7vfx49JREREpGC751C5fPly2rZty4gRI4iJieHAgQMMHz6cFStW4OfnR/Xq1enduzcjR46kY8eOHDp0iNdff52NGzcyefJkOnXqxEsvvcS2bdv44IMPCAgIAGDHjh3MnTuXTz75JFegBJg2bRq9evWiffv2JCYmMnDgQFavXk1ISAg9evSgZs2afPnll6xYsYKEhASmT5/OypUrefLJJwkICGDbtm0ApKSkEB0dTXp6Ou3atWPYsGFs3bqVmjVrEhERQVZWFt7e3vz0008AHDx4kK+//pqyZcvSt29fduzYQfny5VmyZAkrV67E0dERX19fKleuzOXLl5k1axaLFi3C1dWV6OhowsPDmTZt2v36jESKpDJlSuZ3CSIich/dc6hs0aIF/v7+HD9+HE9PTwYNGpTr/YyMDM6dO0fHjh0BaNCgAa6urpw+fZp9+/bx3nvvAeDp6Ymnpyfx8fGkpqbi7++Pv78/pUuXztPnrl27OH36NBEREQDk5ORw/vx5atasSWBgIKNHj+bDDz/Ezc2Nb775hoYNG/Lkk08CEBYWBsDx48dp06YNTk5OPPHEE7i7u5OWloaPjw9Hjhzhs88+4/Tp01y5coXr168D4OHhYW2nWrVqpKWlcfbsWby8vKwjrN7e3ly9epXDhw9z8eJFBg8eDIDFYsHV1fVeL6vIIyspSVN1REQKk7v99vc9h8pGjRqxfv16tm7dyoYNG1i1ahWffvqp9X3DMDAMI9cxhmFgNptxcHDIte3XX3/FxcUFk8nE3LlzGTt2LN7e3pQrVy7X8RaLhYULF+Lm5gZAQkKCNXyePn2aUqVKcezYMdq2bZurD4DLly//9yT/8J7JZMIwDBYvXszGjRvp27cvLVu25NSpU9b6nZ2d8+xvZ2eHxWLJc13MZjMNGzZk/vz5AGRmZpKRkXH3CyoiIiJShNzzRJ3Q0FDWrFlDjx49CA4O5ueffwbA3t4es9lMiRIlqFSpEps2bQLg0KFDJCcn4+HhQePGjVm/fj3w2+jj22+/DYCbmxstWrRgwIABTJ06NU+fzZs35/PPPwfgl19+oVu3bty4cYPjx4+zatUqVq5cycqVKzlx4gR169bl8OHDJCUlAfDuu+/y/fff3/Z8du7cSb9+/ejWrRsmk4kTJ07cMjT+rkWLFmzbto309HSysrLYtGkTJpOJ+vXrc+jQIc6cOQPAvHnzCA0NvdfLKiIiIlIk3PNIpa+vL2PGjGHVqlXY29szadIkANq0acOkSZOYOXMmYWFhhISEEBkZiaOjI5GRkdbJO0FBQXz++ecUK1YsT4AcOXIk3bp14/vvv6d9+/bW7UFBQQQHB9O1a1fgt2Dr7OxMYGAg48eP58knn+Stt95i3LhxLF++nIkTJzJ8+HAsFgsNGjSgZ8+ezJs375bnM2TIEEJCQvjkk0947LHHeO6554iPj6dy5cq33P/ZZ59l8ODB9OvXj+LFi+Pu7o6zszNlypTh3Xff5Y033sBisVCuXDnrrfd7tSCo45/aX6Swu5mZk98liIjIfWYy/veetdzSmTNn2LZtG0OHDgXgtddeo0+fPvdlrc2UlHQsFn0MIiIiUnDdt2cqH3UVKlTg6NGj+Pj4YDKZaN26NV5eXvldloiIiEiBoJHKAkAjlSIiIlLQ3W2k0uZf1BERERERUagUEREREZspVIqIiIiIzRQqRURERMRmCpUiIiIiYjOFShERERGxmdapLADuND1fpKC5mZnDtas38rsMEREpYO5bqIyJiSEqKorFixffryZvaeXKlezdu5cZM2bcUy0TJ06kf//+1K1b16Z+IyIiaNmyJY0bN7apnVsZPnUTian6R1oKh7WzunMtv4sQEZECp8jf/p42bZrNgRJg3759mM3m+1CRiIiISNFzX29/p6amMnz4cBITE6lXrx6TJk3CycmJLVu2MHv2bCwWC5UqVeKdd96hdOnSfP3113z66afcvHmTzMxMpk6dSpMmTfD19cXV1ZXY2Fhmz57NyZMn+eCDDyhRogQVKlSgePHiefresWMH06dPx9nZmSpVqli3+/r64ufnB0BYWBgWiwUPDw+Cg4N55513iI2NxWw288orr+Dj40NmZiaTJ0/mwIEDODo68s9//pOsrCyOHTtGUFAQUVFRODk5ERwczJUrVyhevDgTJ06kXr16BAYGcuXKFc6ePUtAQMB9+V1wERERkcLgvobK+Ph4oqKiePrpp3nzzTf54osv8PHxITg4mC+++IKKFSvy8ccf88477zB79myio6OZP38+TzzxBMuXL2fBggU0adIEgOrVqxMVFUVCQgLh4eGsXr0aNzc3Xn311TyhMisri8DAQBYuXEi1atWYOHHiLeuLi4tjy5YtlCxZkvDwcGrXrs3MmTNJT0+nf//+1K9fn40bN3L9+nW+/vprUlJSGDp0KKtWrWLFihX4+flRvXp1evfuzciRI+nYsSOHDh3i9ddfZ+PGjQC4ubkxf/78+3lZRQqcMmVK5ncJIiJSwNzXUNm4cWP+9re/AdC1a1dWrlxJ5cqVqVevHhUrVgSgX79+fPTRR9jZ2TF37lw2b97MmTNn2Lt3L3Z2/70bX69ePQAOHjzIc889R+nSpa3t7tmzJ1e/J0+epGzZslSrVg2AHj16MGfOnDz1ValShZIlf/vHcNeuXdy8eZMVK1YAcP36dWJjY9m3bx99+/bFzs6OMmXKsH79+lxtZGRkcO7cOTp27AhAgwYNcHV15fTp07nqFinKkpL0VKWIyKPmbr/9fV9DpYPDf5szDAMHBwcsFkuufQzDICcnh4yMDHr16kX37t1p0qQJ1atXZ8mSJdb9XFxcADCZTLna+GMfv/vffezt7W9Z3+9tAlgsFsLCwqhduzYAycnJuLq6WkPm786ePctTTz2Vq37DMPKc0+/PW/6xDxEREZFHxX2dqHPgwAEuXLiAxWJh9erVtGzZkvr163P48GHi4+MBWLp0Kc2aNSMuLg47Ozv+8Y9/0Lx5c7Zv337LiTCNGjXi8OHDJCQkYLFY2LBhQ559qlevTkpKCidOnADIM7p4K82bN+eLL74AIDExkW7dunHx4kWaNGnC119/jWEYpKSkMGjQILKysrC3t8dsNlOiRAkqVarEpk2bADh06BDJycl4eHj85esmIiIiUtjd15HKZ555hgkTJpCUlETz5s3p3bs39vb2vPPOO/j5+ZGdnU358uWZNm0apUqVombNmnTp0gUXFxeaNGnChQsX8rRZunRpgoKCGDp0KMWKFeOZZ57Js4+joyPvvfceAQEBODg4UKtWrbvW6ufnR0hICD4+PpjNZgICAqhcuTIDBw5k6tSpdOvWDYC3336bEiVK0KZNGyZNmsTMmTMJCwsjJCSEyMhIHB0diYyMxMnJyfYLKCIiIlJImYz/vZcrInIHWvxcROTR9FCfqZS/JiUlHYtF2V5EREQKryK/+LmIiIiIPHgKlSIiIiJiM4VKEREREbGZQqWIiIiI2EyhUkRERERsplApIiIiIjZTqBQRERERm2mdygLgTguJijwMWtBcRERsVWRC5cqVK9m7dy8zZsy4p/3j4+MZPHgwmzdvvuX7R48eJTo6mmnTpt22jcDAQJo2bUrPnj2t2xISEggKCuL//u//7rn24VM3kZiqf9Al/6yd1Z1r+V2EiIgUakUmVN5vdevWpW7dun/6uHLlyv2pQCkiIiJSFDzUZyrnz5/PCy+8QNeuXZkxYwZms5n4+Hi6d++On58fHTt25F//+hfR0dH069ePzp078+uvv3Lx4kVatGjBr7/+SlZWFl27dmXr1q152j979iy+vr60b9+eoKAg6/aPPvqIHj160K1bN0JDQ/nfnztfu3Yt3bt3p2fPnowePZrMzExiYmLw9fUFwNfXl9DQUPr168ff//53tm3bluv4GzduMGDAAJYsWUJ8fDzt2rW7/xdPREREpAB7aCOV27ZtY/PmzaxcuRIHBwf8/f2Jjo7G09OTkydPMn36dGrUqEGnTp2oUKECS5cuJSoqiqVLlzJhwgTGjh1LSEgIDRs25LnnnqNt27Z5+rh48SKrV6+mePHidOjQgdjYWC5evMixY8dYvnw5JpOJgIAAvvrqKxo1amQ9bvbs2SxbtoxSpUrx/vvvc/r06TxtZ2dns3TpUjZv3sycOXPw9PS0bvfz86NTp0689NJLxMfHP7BrKPIglSlTMr9LEBGRQuyhhco9e/bg7e2Ni4sLAL169WL16tV4enpSunRpatWqBcCTTz5JixYtAChfvrw1pPXq1Yuvv/6atWvXsm7dulv20bhxY9zc3ACoXLkyqamp7N69myNHjlife7x58ybly5fPFSq9vLwYMGAA7du3p1OnTtSsWZOYmJhcbbdp0wYADw8Prly5Yt0+Z84c7OzsiIqKsvEKieSvpCQ9VSkiIrdnZ2e64+TihxYqLRZLnm05OTkAODk55dpub2+fZ9/MzEwuXbqE2Wzm0qVLVK1aNc8+Dg7/PR2TyYRhGJjNZoYMGcKwYcMAuHr1Kvb29qSmplr3DQoK4sSJE2zbto2AgAD8/Px48sknc7Xt7OxsbfePvL29uX79OhEREYwbN+6O10BERESkqHpoz1Q2b96c9evXc/PmTXJyclixYgXNmze/5+Nnz55N8+bNGT9+PBMmTLhlSL1dv2vWrCEjI4OcnBxGjRrFxo0bre/n5OTQsWNH3N3defXVV+nevTvHjx+/57pq1qxJQEAAa9eu/VPHiYiIiBQlDy1Uenl50bZtW3r16oW3tzcVKlRg0KBB93TswYMH2bhxI2+88QadO3fG1dWVBQsW3NOx7dq1o2PHjvTt2xcfHx9q1KhBjx49rO87ODgwevRohg0bRs+ePdm/f791VPNeubm5MWbMGIKCgu457IqIiIgUJSbjf6dCi8gjR4ufi4jI3RSYZyrl9lJS0rFYlO1FRESk8NJvf4uIiIiIzRQqRURERMRmCpUiIiIiYjOFShERERGxmUKliIiIiNhMoVJEREREbKZQKSIiIiI20zqVBcCdFhIVeRi0+LmIiNiq0ITKdu3asWjRIipWrPjA+4qIiKBly5Y0btyYiRMn0r9/f+rWrfvA+hs+dROJqfoHXfLP2lnduZbfRYiISKGm29+3sG/fPsxmMwDTpk17oIFSREREpCi460jlrFmz2LhxI+7u7pQpU4Z27drRs2dPVq9ezcKFC7FYLNSuXZtJkybh7OxM69at6dSpEwcOHMDe3p7Zs2dTqVIljhw5wvTp07l58ybu7u5MnjyZSpUq4evri6urK7GxscyePZsDBw6wZs0abty4gclkYvbs2VSrVu2Wta1cuZKtW7eSmJjIpUuXGDJkCBcuXGDPnj24ubnx8ccf4+zsfNtat2/fTkREBDk5OVSsWJEpU6awbds2jh07RlBQEFFRUUydOhU/Pz8APvzwQ1xcXPj111+pXr064eHhODk5sWjRIv79739TsmRJqlatSuXKlfH397+/n5SIiIhIAXbHULl582YOHDjAunXruHHjBj169KBdu3bExsaybNkyoqOjcXZ2ZtasWSxYsIB//vOfJCUl0aJFC95++21mzJjBkiVL+Ne//kVQUBDz58+nfPny/PDDD7z99tt89tlnAFSvXp2oqCjS09OZOXMmixcvxsXFhTlz5vD555/z9ttv37bGo0ePsnbtWtLS0mjXrh0ff/wxEydOxNfXlx9++IGnn376lrX279+fWbNmsWjRIlxdXYmOjiY8PJxp06axYsUK/Pz8qF69eq6+Dh48yNdff03ZsmXp27cvO3bsoHz58ixZsoSVK1fi6OiIr68vlStXtv2TEXnIypQpmd8liIhIIXbHULlr1y66dOmCk5MTTk5OdOjQAYCYmBjOnj1L3759AcjOzqZWrVrW49q0aQOAh4cH+/fvJy4ujvPnz/Paa69Z90lPT7f+Xa9ePQBKlCjBrFmzWL9+PXFxcfzwww/UrFnzjifQsGFDSpQoQYkSv012adGiBQAVKlTg6tWrt6318OHDXLx4kcGDBwNgsVhwdXW9Y18eHh48+eSTAFSrVo20tDTOnj2Ll5eXtX9vb2+uXr16x3ZECqKkJD1VKSIit2dnZ7rj5OI7hko7OzssFkue7WazmS5duhAUFARARkaG9RlEAGdnZwBMJhOGYWCxWKhYsSJr1qyxHp+cnGzd38XFBYCLFy/i6+vLoEGDeP755yldujTHjx+/4wk6OjrmPiGH3Kd0u1r37t1Lw4YNmT9/PgCZmZlkZGTcsa/fz+uP53a7ayQiIiLyKLnjRJ1WrVqxadMmsrKySE9PZ+vWrZhMJpo1a8a3335LSkoKhmEQEhLCwoULb9tO1apVSUtLY//+/QCsWLGCsWPH5tnv6NGjPP300wwdOpT69euzffv2XGH1r7hdrfXr1+fQoUOcOXMGgHnz5hEaGgqAvb39PffbokULtm3bRnp6OllZWWzatAmTyWRTzSIiIiKFzR1HKj09Pfnxxx/p0aMHrq6ulC1bFmdnZ2rUqIGfnx9DhgzBYrFQs2ZNRo4cedt2nJycmDNnDtOmTSMzM5MSJUowc+bMPPu1atWKL774ghdeeAEnJyfq1atHbGysTSd4u1qdnZ159913eeONN7BYLJQrV46wsDDgt9v3kyZNumWN/+vZZ59l8ODB9OvXj+LFi+Pu7p5rRFNERETkUWAyDMO43ZsHDx4kLi6OHj16kJ2dTb9+/Xj33XepUaPGw6yxQDtz5gzbtm1j6NChALz22mv06dOHdu3a5W9hIn+CFj8XEZG7semZyipVqhAVFcWnn36KYRi8+OKLCpT/o0KFChw9ehQfHx9MJhOtW7fGy8vrT7WRkpKOxXLbbC8iIiJS4N1xpFIeDoVKERERKejuNlKpX9QREREREZspVIqIiIiIzRQqRURERMRmCpUiIiIiYjOFShERERGxmUKliIiIiNjsjutUysNxp+n5InejhctFRKQgUKj8gzlz5lCnTh3at29v3RYfH8/gwYPZvHnzPbfTrl07Fi1aRMWKFe9p/+FTN5GYqlAgf83aWd25lt9FiIjII0+h8g9ef/31/C5BREREpFAq8qFy/vz5fPXVV9jb29OqVSsCAgKIjIzEYrHwr3/9C4Dx48fTpk0btm/fTtOmTenZs2euNm7evMmbb75JbGwsjz/+OHPnzsXd3Z3t27cTERFBTk4OFStWZMqUKbi7u+fHaYqIiIjkqyIdKrdt28bmzZtZuXIlDg4O+Pv7Ex0dTa9evRgyZAhvvvkmN27cYPfu3UyePJnt27ffsp3Lly8zbNgw6tWrx+jRo9mwYQNdunRh1qxZLFq0CFdXV6KjowkPD2fatGkP+SxFoEyZkvldgoiIPOKKdKjcs2cP3t7euLi4ANCrVy9Wr17NSy+9RIUKFdi3bx8XLlzA09MTJyen27ZTtmxZ6tWrB8AzzzxDamoqhw8f5uLFiwwePBgAi8WCq6vrgz8pkVtIStJTlSIi8mDd7be/i3SotFgsebbl5OQAvwXMdevWceHCBfz9/e/YjoPDfy+TyWTCMAzMZjMNGzZk/vz5AGRmZpKRkXEfqxcREREpPIr0OpXNmzdn/fr13Lx5k5ycHFasWEHz5s0B6Ny5M7t37yY5OZn69ev/6bbr16/PoUOHOHPmDADz5s0jNDT0vtYvIiIiUlgU6ZFKLy8vjh8/Tq9evcjJyaFNmzYMGjQIABcXFxo0aMCzzz77l9ouU6YM7777Lm+88QYWi4Vy5coRFhZ2P8sXERERKTRMhmEY+V3Ew2YYBhkZGfTr14/PPvuMMmXKADBq1Ch8fHzo0qVLPlcocu+0+LmIiDwMj/Qzlbdz9OhRRowYwahRo6yBcvTo0Zw5c4ZmzZo99HpSUtKxWB65bC8iIiJFyCM5UlnQKFSKiIhIQXe3kcoiPVFHRERERB4OhUoRERERsZlCpYiIiIjYTKFSRERERGymUCkiIiIiNlOoFBERERGbPZLrVBY0d5qeL3I3WvxcREQKgiIVKmNiYoiKimLx4sV/uY1r164xbtw45s2bd8f9xo8fj5+fHxUqVPjLff1u+NRNJKYqFMhfs3ZWd67ldxEiIvLI0+3v/5GWlsaJEyfuul9MTAxaN15ERETkNwVqpDImJoawsDAsFgseHh4EBwfzzjvvEBsbi9ls5pVXXsHHx4f09HQmTJhAQkICiYmJNG7cmNDQ0Nu2e/bsWUJCQrhy5QouLi68/fbb1KpVi7Vr1/Lxxx9jb29PxYoVCQsLY+rUqSQmJjJq1Cjmzp3L+++/z+7du0lLS8Pd3Z3IyEhWrVpFYmIiI0eOZMmSJZw/f57p06dz8+ZN3N3dmTx5MpUqVXqIV05EREQkfxWoUAkQFxfHli1bKFmyJOHh4dSuXZuZM2eSnp5O//79qV+/PocPH6ZmzZpERESQlZWFt7c3P/30023bHDduHMHBwdSqVYtffvmFUaNGsXHjRmbPns2yZcsoVaoU77//PqdPnyYoKIjBgwczd+5czp49y+nTp4mOjsbOzo633nqLtWvXMnLkSKKjo/noo4947LHHCAoKYv78+ZQvX54ffviBt99+m88+++zhXTQRERGRfFbgQmWVKlUoWbIkALt27eLmzZusWLECgOvXrxMbG4uPjw9Hjhzhs88+4/Tp01y5coXr16/fsr2MjAyOHTvG+PHjrduuX79OamoqXl5eDBgwgPbt29OpUydq1qxJfHy8db+nn36acePG8eWXX3LmzBkOHTpE5cqVc7UfFxfH+fPnee2116zb0tPT79v1ELkXZcqUzO8SRETkEVfgQqWLi4v1b4vFQlhYGLVr1wYgOTkZV1dXFi9ezMaNG+nbty8tW7bk1KlTt32+0WKx4OTkxJo1a6zbLl26hJubG0FBQZw4cYJt27YREBCAn58fjRo1su537NgxxowZw9ChQ+nUqRN2dnZ5+rFYLFSsWNHavtlsJjk5+b5dD5F7kZSkqToiIvJg2dmZ7rhiTYGeqNO8eXO++OILABITE+nWrRsXL15k586d9OvXj27dumEymThx4gQWi+WWbZQsWZK//e1v1tC3c+dOXnrpJXJycujYsSPu7u68+uqrdO/enePHj+Pg4EBOTg4A+/bto2nTpgwYMIBnnnmGnTt3YjabAbC3t8dsNlO1alXS0tLYv38/ACtWrGDs2LEP+tKIiIiIFCgFbqTyj/z8/AgJCcHHxwez2UxAQACVK1dmyJAhhISE8Mknn/DYY4/x3HPPER8fn+fW9O/CwsIICQnh448/xtHRkffffx9HR0dGjx7NsGHDcHFx4fHHH2fmzJk88cQTlC9fHl9fX8LDw/Hz86Nr1644OjpSvXp16+3xtm3bMnLkSD7++GPmzJnDtGnTyMzMpESJEsycOfNhXiYRERGRfGcytC6OSKGmxc9FRORhuNvt7wI9UvmoSElJx2JRthcREZHCq0A/UykiIiIihYNCpYiIiIjYTKFSRERERGymUCkiIiIiNlOoFBERERGbKVSKiIiIiM0UKkVERETEZlqnsgC400KiIn+khc5FRKSgKnShcvPmzZw9e5Zhw4ZZfxd8wIAB97WP7t27W38r/FZWrlzJ3r17mTFjRq7t165dY9y4ccybN+9P9Td86iYSUxUU5O7WzurOtfwuQkRE5BYKXaj86aefrH/f7zD5uzsFyjtJS0vjxIkT97kaERERkYIv30Oln58fPj4+dO7cGYCePXsyZcoUihcvTnBwMFeuXKF48eJMnDiR4sWLEx0dDUD58uW5cOECAP7+/rRu3ZpOnTpx4MAB7O3tmT17NpUqVSImJoapU6dib29PgwYN+PXXX1m8eHGuGnx9fXF1dSU2NpbZs2fz4osvcvLkSa5du8Zbb73FuXPnqFSpEpcuXSIqKgqAs2fP4uvry4ULF2jRogVTp05l6tSpJCYmMmrUKObOnfsQr6KIiIhI/sr3iTrdu3dnw4YNAMTFxZGZmUnt2rUJCAjA19eXtWvXMn78eF5//XUqV65M//796d+/P7169crVTlJSEi1atGD16tU0adKEJUuWkJ2dzVtvvUVYWBirV6/GweH2Gbp69eps3LiRmjVrWrfNnTuXKlWqsH79ekaNGsXJkyet7128eJHIyEi+/vprtm/fTmxsLEFBQZQtW1aBUkRERB45+T5S6enpyZQpU0hPT2fdunV07dqVjIwMzp07R8eOHQFo0KABrq6unD59+o5ttWnTBgAPDw/279/PqVOnKFWqFDVq1ACgd+/eTJs27ZbH1qtXL8+2nTt3Eh4eDkDdunWpXr269b3GjRvj5uYGQOXKlUlNTaVYsWJ/7uRF/oIyZUrmdwkiIiJ55HuodHJyom3btmzevJlvvvmGDz/8EMMwMAwj136GYWA2m+/YlrOzMwAmkwnDMLC3t8disdxTHS4uLnm22dvb56njd38c9fy9P5GHISlJU3VEROThs7Mz3XHFmny//Q2/3QL/9NNPcXV1pUKFCpQoUYJKlSqxadMmAA4dOkRycjIeHh7Y29uTk5NzT+1WrVqVq1evWm9br1279k/V1bJlS+sxJ0+eJDY2FpPJdNv9HRwc7rk2ERERkaIk30cqARo1asS1a9fo37+/dVtYWBghISFERkbi6OhIZGQkTk5ONGnShHHjxlG6dOm7tuvk5ERoaCjjxo3Dzs6OKlWq3HJE8nb++c9/Mn78eLp27UrlypUpXbr0HY8vVaoU5cuXx9fXN89kIBEREZGizGQU4fu2FouF8PBw/Pz8KF68OJ9++ikJCQkEBgbe0/Fr1qyhYsWKNGrUiAsXLjBo0CC+++477OwKxACvPIK0+LmIiOSXu93+LhAjlQ+KnZ0dbm5u9O7dG0dHRypUqHDbiTq3UrVqVSZNmoTFYsHOzo533nnngQTKlJR0LJYim+1FRETkEVCkRyoLC4VKERERKegKxUQdERERESncFCpFRERExGYKlSIiIiJiM4VKEREREbGZQqWIiIiI2EyhUkRERERsVqTXqSws7jQ9Xx5NWuRcREQKG4XKAmD41E0kpipAyH+tndWda/ldhIiIyJ/w0G5/x8fH065du4fV3Z8WExODr68vABMnTuTo0aP5XJGIiIhI4aGRylv4Mz/lKCIiIiIPIFTm5OQQEhJCbGwsycnJVKlShaioqFz7BAYGUqxYMQ4cOMC1a9eYMGECa9as4cSJE3To0IHAwEDS09OZMGECCQkJJCYm0rhxY0JDQzGZTNZ2YmJimD9/PoZhcO7cOTp16kTJkiX57rvvAPjoo48oXbo027dvJyIigpycHCpWrMiUKVNwd3dnx44dTJ8+HWdnZ6pUqWJt19fXFz8/PwCioqJYvHixte6mTZvStGlTRo0aRaVKlTh16hR16tShadOmrFq1irS0NObOnUu1atXu96UVERERKbDue6g8ePAgjo6OLF26FIvFwpAhQ9i2bRu1a9fOtV9iYiJfffUVq1atYvz48WzcuBFnZ2eef/55Ro0axbZt26hZsyYRERFkZWXh7e3NTz/9RJ06dXK1c/jwYdavX4+bmxstW7Zk3LhxrFy5kvHjx7N+/Xq6du3KrFmzWLRoEa6urkRHRxMeHs6kSZMIDAxk4cKFVKtWjYkTJ/6p8zx58iTTp0+nRo0adOrUiQoVKrB06VKioqJYunQpEyZMsPlayqOtTJmS+V2CiIjIPbvvobJJkya4ubmxZMkSTp8+TVxcHNevX8+z3/PPPw9A+fLl8fDwoFSpUgC4ubmRlpaGj48PR44c4bPPPuP06dNcuXLllu08++yzPPXUUwC4u7vTokULa7tXr17l8OHDXLx4kcGDBwNgsVhwdXXl5MmTlC1b1jqi2KNHD+bMmXPP51m6dGlq1aoFwJNPPpmr3/j4+HtuR+R2kpI0VUdERAoOOzvTHVesue+h8vvvvyciIoLBgwfTs2dPUlNTMQwjz36Ojo7/LcIhbxmLFy9m48aN9O3bl5YtW3Lq1Km7tgNgb2+f67XZbKZhw4bMnz8fgMzMTDIyMrhw4QIWi+W2xwGYTKZcfWZnZ1v/dnJyumO/IiIiIo+S+z77e/fu3XTp0oVevXpRunRp9u3bh9ls/tPt7Ny5k379+tGtWzdMJhMnTpzIFQLvVf369Tl06BBnzpwBYN68eYSGhlK9enVSUlI4ceIEAOvXr89zrLu7O+fPnyczM5MrV65w4MCBP92/iIiIyKPgvo9U9unTh7Fjx/LNN9/g5OREgwYN/tLt4CFDhhASEsInn3zCY489xnPPPfeX2ilTpgzvvvsub7zxBhaLhXLlyhEWFoajoyPvvfceAQEBODg4WG9l/5GHhweenp54e3tToUIFGjVq9Kf7vxcLgjo+kHal8LqZmZPfJYiIiPwpJuNW95TloUpJScdi0ccgIiIiBdfdnqnUb3+LiIiIiM0UKkVERETEZgqVIiIiImIzhUoRERERsZlCpYiIiIjYTKFSRERERGymUCkiIiIiNrvvi5/Ln3enNZ+k6LuZmcO1qzfyuwwRERGbKFQWAMOnbiIxVaHiUbV2Vneu5XcRIiIiNiowt78jIiLYv3//nz4uPj6edu3a3ddazp8/z4QJEwA4evQoEydOvK/ti4iIiBQ1BWakct++fTRr1iy/ywDgwoULnD9/HoC6detSt27dfK5IREREpGB76COVly5dYtCgQfTs2ZPevXtz6NAhVq9ezbFjxwgKCuLkyZOcOXMGX19funbtSr9+/Thy5AgA//nPfxg8eDA+Pj707t2bEydO5Gp748aNdOvWjcuXL+fanpyczKuvvkrXrl3p0aMH27dvByAyMpIxY8bQp08f/v73v/Pxxx8DMHXqVI4dO8bkyZOJiYnB19cX4LZ1BQYGMnXqVAYMGEC7du1YsWLFA72GIiIiIgXNQx+pXL58OW3btmXEiBHExMRw4MABhg8fzooVK/Dz86N69er07t2bkSNH0rFjRw4dOsTrr7/Oxo0bmTx5Mp06deKll15i27ZtfPDBBwQEBACwY8cO5s6dyyeffMITTzyRq88pU6bQvHlzhg0bxvnz5xkwYACrV68G4NSpU0RHR2OxWOjZsyctWrQgKCiIqKgoJk2aRExMjLWdgICAW9YFv4Xlzz//nFOnTjF48GB69er1cC6oFAllypTM7xJERERs8tBDZYsWLfD39+f48eN4enoyaNCgXO9nZGRw7tw5OnbsCECDBg1wdXXl9OnT7Nu3j/feew8AT09PPD09iY+PJzU1FX9/f/z9/SldunSePvfs2cPUqVMBqFSpEvXr1+fw4cMA+Pj48NhjjwHQrl079uzZQ506dfK0cae6AFq1aoXJZOLZZ5/lypUr9+FKyaMkKUlTdUREpGCzszPdccWah377u1GjRqxfv57WrVuzYcMG/vGPf+R63zAMDMPIs81sNuPg4JBr2y+//AKAyWRi3rx5LFiwgISEhDx93q49AHt7e+t2i8WS6/W91gXg7OxsrUVERETkUfPQQ2VoaChr1qyhR48eBAcH8/PPPwO/hTuz2UyJEiWoVKkSmzZtAuDQoUMkJyfj4eFB48aNWb9+PQC7du3i7bffBsDNzY0WLVowYMAA64jkHzVv3pzly5cDv83s/vHHH2nQoAEA3333HVlZWaSlpbFlyxZat26Nvb09OTk5udq4U10iIiIij7qHfvvb19eXMWPGsGrVKuzt7Zk0aRIAbdq0YdKkScycOZOwsDBCQkKIjIzE0dGRyMhInJycCA4OJigoiM8//5xixYrlCZAjR46kW7dufP/997Rv3966feLEiQQHB7Ny5Urgt4k4ZcuWBX4bYRw4cCDp6em8+uqrPPPMM6SmpnLt2jUCAgLo3bu3tZ3b1WWrBUEdbW5DCq+bmTl330lERKSAMxn/e0/3ERIZGQmAv79/vtaRkpKOxfLIfgwiIiJSCBS4ZypFREREpOh5pEcqCwqNVIqIiEhBp5FKEREREXngFCpFRERExGYKlSIiIiJiM4VKEREREbGZQqWIiIiI2OyhL34ued1pJpUUHTczc7h29UZ+lyEiIvJAKFQWAMOnbiIxVWGjqFs7qzvX8rsIERGRB0S3v4HAwEDrTziKiIiIyJ+nUCkiIiIiNitwoTImJoaXX36Zf/7zn3Tq1InRo0eTlZUFwOrVq+nRowfdu3dnwoQJZGZmMmXKFD7//HMAli1bRpcuXQDIzs7G09OT7Oxsa9vZ2dkEBATw4osv8uKLL7Js2TLre1u3bqV37954eXmxdOlSABISEhg+fDh9+/bFy8uL8PBwAFauXImvry9du3blvffeIzk5mX/+85/07NmTXr16sWvXrodyrUREREQKigL5TOXBgwf5+uuvKVu2LH379mXHjh1UqlSJZcuWER0djbOzM7NmzWLBggV4enqyfPlyBg4cyO7du0lLSyM5OZlffvmFBg0a4OjomKvdtLQ0Vq9eTWpqKjNnzqRv374AZGVl8eWXXxIbG8vgwYPp168f69atw8fHhx49enDt2jU8PT15+eWXgd8C54YNG3BwcODNN9+kV69etG/fnsTERAYOHMjq1aspUUITcCS3MmVK5ncJIiIiD0SBDJUeHh48+eSTAFSrVo20tDQuXLjA2bNnrSEwOzubWrVqMXz4cIKDgzGbzZw+fZoXXniBffv2cfToUby8vPK0e+bMGYYPH87zzz/P2LFjre+1b98ek8mEh4cHqampAAwfPpw9e/awYMECYmNjyc7O5saN3ybU1KpVCweH3y7frl27OH36NBEREQDk5ORw/vx5atas+WAvlBQ6SUmaqiMiIoXT3X77u0CGSmdnZ+vfJpMJwzAwm8106dKFoKAgADIyMjCbzTg7O1OjRg3Wrl1L1apVadasGbt37+bAgQOMGDEiV7vu7u6sX7+enTt3sm3bNnr06MH69esBsLe3t/b3uxkzZnD+/Hl8fHzo0KEDu3btwjAMAFxcXKz7WSwWFi5ciJubG/DbKGbp0qXv/4URERERKaAK3DOVt9OsWTO+/fZbUlJSMAyDkJAQFi5cCICnpydz586ladOmNG3alO+//55ixYrxxBNP5Grj+++/Z+zYsbRt25agoCCKFy/OxYsXb9vnzp07GT58OF26dOHixYskJCRgsVjy7Ne8eXPrc52//PIL3bp1s45oioiIiDwKCuRI5a3UqFEDPz8/hgwZgsVioWbNmowcORKAtm3bEhISQtOmTXF1daVUqVK0bds2TxvPP/88GzduxNvbG2dnZzp27Ej16tVv2+err77KW2+9xeOPP06pUqWoU6cO8fHxefYLCgoiODiYrl27AhAaGqrnKUVEROSRYjJ+v58rIg+UflFHREQKs0L5TOWjJiUlHYtF2V5EREQKr0LzTKWIiIiIFFwKlSIiIiJiM4VKEREREbGZQqWIiIiI2EyhUkRERERsplApIiIiIjZTqBQRERERm2mdygLgTguJSuGjRc5FRORRVOBCZbt27Vi0aBEVK1bMtX3OnDnUqVOH6tWrM3jwYDZv3mxTPytXrmTv3r3MmDHDpnbuh+FTN5GYqhBSVKyd1Z1r+V2EiIjIQ1bgQuXtvP766wC3/O1tEREREclf9z1UxsTEMH/+fAzD4Ny5c3Tq1ImSJUvy3XffAfDRRx9RunRptmzZwuzZs7FYLFSqVIl33nmH0qVLAxAVFcWJEydwdnZm8uTJ1KhRg8DAQJo2bUrTpk2tfSUnJxMcHMylS5cwmUyMGTOGli1b5qonMjKSuLg4zp07x5UrV+jXrx8jRowA4OzZs/j6+nLhwgVatGjB1KlTAZg/fz5fffUV9vb2tGrVioCAAC5evIifnx8eHh4cP36cUqVKMWfOHNzc3Ni+fTsRERHk5ORQsWJFpkyZgru7+/2+tCIiIiIF1gMZqTx8+DDr16/Hzc2Nli1bMm7cOFauXMn48eNZv349Pj4+BAcH88UXX1CxYkU+/vhj3nnnHSIiIgB4+umnmTFjBtu2bSMwMJDVq1ffsp9p06bRq1cv2rdvT2JiIgMHDmT16tWUKJH7GcVTp04RHR2NxWKhZ8+etGjRAoCLFy+yevVqihcvTocOHYiNjeXChQts3ryZlStX4uDggL+/P9HR0Xh6enLixAneffddatWqhb+/P2vXrsXb25tZs2axaNEiXF1diY6OJjw8nGnTpj2ISyuFRJkyJfO7BBERkYfqgYTKZ599lqeeegoAd3d3a4grX748V69e5ciRI9SrV8/63GS/fv346KOPrMf36dMHAE9PTwICArh69eot+9m1axenT5+2htGcnBzOnz9PzZo1c+3n4+PDY489Bvz2zOaePXtwd3encePGuLm5AVC5cmVSU1PZs2cP3t7euLi4ANCrVy9Wr16Np6cnpUqVolatWgB4eHiQlpbG4cOHuXjxIoMHDwbAYrHg6upq2wWUQi8pSU9ViohI0WJnZ7rj5OIHEiodHR1zvba3t8/12mKx5HptGAY5OTm33f9/2/tjOwsXLrQGw4SEBOst9Nv1b7FYrK8dHP57+iaTCcMw8tQGWGtzdnbOs7/ZbKZhw4bMnz8fgMzMTDIyMm5Zr4iIiEhRlS/rVNavX5/Dhw9bJ90sXbqUZs2aWd9fu3YtAN9++y1Vq1alWLFit2ynefPmfP755wD88ssvdOvWjRs38s6i/u6778jKyiItLY0tW7bQunXr29bWvHlz1q9fz82bN8nJyWHFihU0b978judy6NAhzpw5A8C8efMIDQ29yxUQERERKVryZfZ36dKleeedd/Dz8yM7O5vy5cvnegYxLi6O7t2789hjj91xyZ+goCCCg4Pp2rUrAKGhoXmep4TfRhgHDhxIeno6r776Ks888wxHjhy5ZZteXl4cP36cXr16kZOTQ5s2bRg0aBCXLl265f5lypTh3Xff5Y033sBisVCuXDnCwsL+zOUQERERKfRMhmEY+V3EgxQZGQmAv79/Plcijwotfi4iIkVRvjxTKX9OSko6FkuRzvYiIiJSxBX5kcrCQKFSRERECrq7jVTmy0QdERERESlaFCpFRERExGYKlSIiIiJiM4VKEREREbGZQqWIiIiI2EyhUkRERERspnUqC4A7Tc+Xgk0LnYuIiPzmoYfKiIgIWrZsSePGjW1q58iRI2zcuJGAgACb2omPj2fw4MFs3rzZpnZsMXzqJhJTFUwKo7WzunMtv4sQEREpAB767e99+/ZhNpttbueXX34hJSXlPlQkIiIiIrZ6YCOVly5dYuzYsVy/fh07OzuCgoKIi4vj2LFjBAUFERUVRfXq1a37+/r6UrVqVY4cOUJmZiYTJkygdevWJCcnExwczKVLlzCZTIwZM4Y6deoQERHB9evX+eCDDxg5ciShoaHs3bsXs9lMz549GTp0KDExMYSFhWGxWPDw8ODFF18kLCwMAFdXV2bNmgVAZmYmr7/+OmfOnKFy5cpMmzYNV1dX2rVrx6JFi6hYsSIxMTFERUWxePFifH19cXV1JTY2ltmzZ3PmzBkiIiIoVqwYtWrVwmw2M2PGjAd1aUVEREQKnAcWKpcvX07btm0ZMWIEMTExHDhwgOHDh7NixQr8/PxyBcrfZWVlsWrVKo4fP84rr7zC5s2bmTZtGr169aJ9+/YkJiYycOBAVq9ezejRo9m7dy+vvfYaX3zxBQCrVq0iKyuL4cOHU6dOHQDi4uLYsmULJUuWxNfXl5CQEOrVq8eiRYv4+eef+dvf/kZKSgq+vr40btyY0NBQ5s6dy4QJE+54ftWrVycqKorLly/zyiuvsGLFCsqUKcPo0aMpUULPSD5KypQpmd8liIiI5LsHFipbtGiBv78/x48fx9PTk0GDBt31mL59+wJQs2ZNypQpw8mTJ9m1axenT58mIiICgJycHM6fP5/ruN27d3P8+HH27NkDwPXr1zl58iTPPPMMVapUoWTJ3/7Rb9++PX5+fnTo0IH27dvTqlUr4uPjqVKlivUZz27duhEYGHjXWuvVqwfA/v37ee655yhXrhwAL774It999929XCIpIpKS9FSliIgUfXf77e8HFiobNWrE+vXr2bp1Kxs2bGDVqlV8+umndzzG3t7e+rfFYsHBwQGLxcLChQtxc3MDICEhgdKlS3P8+HHrvmazmYCAADp27AjA5cuXKV68OIcPH8bFxcW639ChQ/Hy8mLLli2EhYVx5MgRunbtioND7svwx9eGYQC/hdk/+r1dOzs7LBbLvV4WERERkSLpgU3UCQ0NZc2aNfTo0YPg4GB+/vln4LfgeLuJOhs2bADg6NGjXL16lWeffZbmzZvz+eefA79NzunWrRs3btzA3t7eGvSaN2/OsmXLyM7OJiMjg4EDB3L48OE87ffp04eMjAyGDh3K0KFDrTX9+uuv1r+XL19Oy5YtAXB3d+eXX34B4Pvvv79lzQ0bNuTo0aMkJiZiGAYbNmzAZDL9pWsmIiIiUlg9sJFKX19fxowZw6pVq7C3t2fSpEkAtGnThkmTJjFz5kwaNmyY65jz58/To0cPAN5//33s7e0JCgoiODiYrl27Ar+F1RIlSlCvXj2ioqIIDw/n9ddf5+zZs/To0YOcnBx69uxJs2bNiImJydX+v/71LwIDA3FwcMDZ2ZnJkycDULlyZebOncu5c+d49tlnefPNNwEYPXo0U6ZMISoqitatW9/yPJ944gmCgoJ4+eWXcXJyomLFijz++OP370KKiIiIFAIm4/f7u/nM19cXPz8/mjVrlt+l/CmpqaksXrwYPz8/7OzsmDp1Kk8//TS+vr75XZo8BFr8XEREHhX59kzlo8LNzY2rV6/i4+ODvb09tWvXtk44ulcpKelYLAUi24uIiIj8JQVmpPJRplApIiIiBZ1GKgsBOztN7BEREZGC7W55RSOVIiIiImKzh/7b3yIiIiJS9ChUioiIiIjNFCpFRERExGYKlSIiIiJiM4VKEREREbGZQqWIiIiI2EyhUkRERERsplApIiIiIjZTqBQRERERmylUioiIiIjNFCrzydq1a3nhhRf4+9//zpIlS/K7HLkHUVFReHt74+3tTWhoKAC7du2ia9eudOzYkffffz+fK5R7MXPmTAIDAwE4fvw4vXr1olOnTkycOJGcnJx8rk5uZ/PmzfTs2ZPOnTszdepUQN+/wmTNmjXW/3/OnDkT0PevSDLkobt06ZLh5eVlpKamGhkZGUbXrl2N2NjY/C5L7mDnzp1Gv379jMzMTCMrK8sYPHiwsXbtWsPT09M4d+6ckZ2dbbz88svG1q1b87tUuYNdu3YZzZo1M8aNG2cYhmF4e3sbBw8eNAzDMMaPH28sWbIkH6uT2zl37pzRunVr4+LFi0ZWVpYxYMAAY+vWrfr+FRLXr183mjRpYqSkpBjZ2dlG7969jZ07d+r7VwRppDIf7Nq1i+bNm+Pm5kbx4sXp1KkT33zzTX6XJXdQpkwZAgMDcXJywtHRkWrVqhEXF8fTTz9NpUqVcHBwoGvXrvocC7ArV67w/vvv849//AOA//znP9y8eZMGDRoA0LNnT31+BdS3337LCy+8wJNPPomjoyPvv/8+xYoV0/evkDCbzVgsFm7cuEFOTg45OTk4ODjo+1cEOeR3AY+ixMREypQpY31dtmxZjhw5ko8Vyd14eHhY/46Li2PDhg34+vrm+RwTEhLyozy5B8HBwbz55ptcvHgRyPs9LFOmjD6/Aurs2bM4OjoyfPhwkpKS8PLywsPDQ9+/QqJEiRK8/vrrdOnSBRcXF5o2bYqjo6O+f0WQRirzgWEYebaZTKZ8qET+rNjYWF5++WXGjRtH5cqV87yvz7Fg+vLLL3nqqado0aKFdZu+h4WH2Wxm9+7dhIWFsWzZMo4ePUp8fHye/fT5FUwnTpxgxYoVbNmyhR07dmBnZ8fOnTvz7KfPr/DTSGU+KFeuHPv377e+TkxMpGzZsvlYkdyLAwcOMHr0aCZMmIC3tzd79+4lOTnZ+r4+x4Jrw4YNJCUl0b17d9LS0rh+/TomkynX55eUlKTPr4AqXbo0LVq04IknngCgffv2fPPNN9jb21v30fev4NqxYwctWrSgVKlSwG+3uhcsWKDvXxGkkcp80LJlS3bv3s3ly5e5ceMGmzZt4vnnn8/vsuQOLl68yKhRowgPD8fb2xuA+vXrc+bMGc6ePYvZbGbdunX6HAuoTz/9lHXr1rFmzRpGjx5Nu3btmD59Os7Ozhw4cACA1atX6/MroLy8vNixYwdXr17FbDbzww8/0LlzZ33/CokaNWqwa9curl+/jmEYbN68maZNm+r7VwRppDIflCtXjjfffJPBgweTnZ1N7969qVevXn6XJXewYMECMjMzmTFjhnVb//79mTFjBv7+/mRmZuLp6Unnzp3zsUr5s8LDwwkKCiIjI4NatWoxePDg/C5JbqF+/fqMGDGCgQMHkp2dTatWrRgwYABVq1bV968QaN26NT///DM9e/bE0dGRunXrMnLkSP7+97/r+1fEmIxbPVgkIiIiIvIn6Pa3iIiIiNhMoVJEREREbKZQKSIiIiI2U6gUEREREZspVIqIiIiIzRQqRURERMRmCpUiIiIiYrP/Bxy1TCl5TmxtAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, ax = plt.subplots(nrows=1, ncols=1)\n",
        "data_2_grams_neu = pd.DataFrame(nltk.FreqDist(nltk.ngrams(neutral_tokens, 2)).most_common(), columns=[\"Word\",\"Freq\"])\n",
        "data_2_grams_neu[\"Word\"] = data_2_grams_neu[\"Word\"].apply(lambda x: \" \".join(string for string in x))\n",
        "data_2_grams_neu.set_index(\"Word\").iloc[:top,:].sort_values(by=\"Freq\").plot(kind=\"barh\", title=\"Bigrams (Neutral Sentiment)\", ax=ax, legend=False).grid(axis='x')\n",
        "ax.set(ylabel=None)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, ax = plt.subplots(nrows=1, ncols=1)\n",
        "data_2_grams_pos = pd.DataFrame(nltk.FreqDist(nltk.ngrams(positive_tokens, 2)).most_common(), columns=[\"Word\",\"Freq\"])\n",
        "data_2_grams_pos[\"Word\"] = data_2_grams_pos[\"Word\"].apply(lambda x: \" \".join(string for string in x))\n",
        "data_2_grams_pos.set_index(\"Word\").iloc[:top,:].sort_values(by=\"Freq\").plot(kind=\"barh\", title=\"Bigrams (Positive Sentiment)\", ax=ax, legend=False).grid(axis='x')\n",
        "ax.set(ylabel=None)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "## trigrams (3-grams)\n",
        "fig, ax = plt.subplots(nrows=1, ncols=1)\n",
        "data_3_grams_neg = pd.DataFrame(nltk.FreqDist(nltk.ngrams(negative_tokens, 3)).most_common(), columns=[\"Word\",\"Freq\"])\n",
        "data_3_grams_neg[\"Word\"] = data_3_grams_neg[\"Word\"].apply(lambda x: \" \".join(string for string in x))\n",
        "data_3_grams_neg.set_index(\"Word\").iloc[:top,:].sort_values(by=\"Freq\").plot(kind=\"barh\", title=\"Trigrams (Negative Sentiment)\", ax=ax, legend=False).grid(axis='x')\n",
        "ax.set(ylabel=None)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, ax = plt.subplots(nrows=1, ncols=1)\n",
        "data_3_grams_neu = pd.DataFrame(nltk.FreqDist(nltk.ngrams(neutral_tokens, 3)).most_common(), columns=[\"Word\",\"Freq\"])\n",
        "data_3_grams_neu[\"Word\"] = data_3_grams_neu[\"Word\"].apply(lambda x: \" \".join(string for string in x))\n",
        "data_3_grams_neu.set_index(\"Word\").iloc[:top,:].sort_values(by=\"Freq\").plot(kind=\"barh\", title=\"Trigrams (Neutral Sentiment)\", ax=ax, legend=False).grid(axis='x')\n",
        "ax.set(ylabel=None)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, ax = plt.subplots(nrows=1, ncols=1)\n",
        "data_3_grams_pos = pd.DataFrame(nltk.FreqDist(nltk.ngrams(positive_tokens, 3)).most_common(), columns=[\"Word\",\"Freq\"])\n",
        "data_3_grams_pos[\"Word\"] = data_3_grams_pos[\"Word\"].apply(lambda x: \" \".join(string for string in x))\n",
        "data_3_grams_pos.set_index(\"Word\").iloc[:top,:].sort_values(by=\"Freq\").plot(kind=\"barh\", title=\"Trigrams (Positive Sentiment)\", ax=ax, legend=False).grid(axis='x')\n",
        "ax.set(ylabel=None)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# row = 0\n",
        "# for h in cleaned_counted_words[\"cleaned_headline\"]:\n",
        "#     if bool(re.search(r'\\bhel\\b', h)):\n",
        "#         print(f'{row}: {h}')\n",
        "#     row+=1\n",
        "\n",
        "# print(data.iloc[1654][\"cleaned_headline\"])\n",
        "# print(cleaned_counted_words.iloc[1654][\"cleaned_headline\"])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 2nd Deliverable"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## LSTM (Neural Network)\n",
        "Here we implemented, trained, and tested our own LSTM Neural Network"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Function Definitions"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [],
      "source": [
        "import random\n",
        "import numpy as np\n",
        "import tensorflow as tf\n",
        "from tensorflow.keras.optimizers import Adam\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.layers import LSTM, Dense, Dropout, SpatialDropout1D, GlobalAveragePooling1D, Embedding, Flatten\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "def create_model(vocab_size, num_layers=1, num_units=50, dropout_rate = 0.1, activation_function=\"relu\"):\n",
        "  np.random.seed(37)\n",
        "  random.seed(37)\n",
        "  tf.random.set_seed(37)\n",
        "\n",
        "  #Foundational layers\n",
        "  model = Sequential(\n",
        "                  [Embedding(vocab_size, num_units, input_length=headline_max_len),\n",
        "                   SpatialDropout1D(dropout_rate/2),\n",
        "                   LSTM(num_units, dropout=dropout_rate, recurrent_dropout=dropout_rate),\n",
        "                   Dense(num_units, activation=activation_function)]\n",
        "                   )\n",
        "  \n",
        "  #Additional (variable) layers\n",
        "  for i in range(num_layers-1):\n",
        "    model.add(Dense(units=num_units, activation=activation_function))\n",
        "\n",
        "  #Final layers\n",
        "  model.add(Dense(1, activation=\"sigmoid\"))\n",
        "  return model\n",
        "\n",
        "def evaluate(model, x_train, y_train, learning_rate, batch_size, epochs, validation_split=0.05, add_visualization=True):\n",
        "  opt = Adam(learning_rate = learning_rate)\n",
        "  model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n",
        "  history = model.fit(x_train, y_train, batch_size=int(batch_size), epochs=int(epochs), verbose=add_visualization, validation_split=validation_split)\n",
        "\n",
        "  if add_visualization:\n",
        "    fig, (left, right) = plt.subplots(nrows=1, ncols=2)\n",
        "    fig.suptitle(\"Model Performance\")\n",
        "    fig.set_size_inches(15,4)\n",
        "\n",
        "    left.plot(range(1,epochs+1), history.history['accuracy'])\n",
        "    left.plot(range(1,epochs+1), history.history['val_accuracy'])\n",
        "    left.set_title('accuracy vs epochs')\n",
        "    left.set_ylabel('accuracy')\n",
        "    left.set_xlabel('epochs')\n",
        "    left.legend(['training', 'validation'], loc='best')\n",
        "\n",
        "    right.plot(range(1,epochs+1), history.history['loss'])\n",
        "    right.plot(range(1,epochs+1), history.history['val_loss'])\n",
        "    right.set_title('loss vs epochs')\n",
        "    right.set_ylabel('loss')\n",
        "    right.set_xlabel('epochs')\n",
        "    right.legend(['training', 'validation'], loc='best')\n",
        "\n",
        "    fig.show()\n",
        "\n",
        "  final_val_accuracy, final_val_loss = history.history['val_accuracy'][len(history.history['val_accuracy'])-1], history.history['val_loss'][len(history.history['val_loss'])-1]\n",
        "  return final_val_accuracy, final_val_loss"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Preprocessing specifically for LSTM"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {},
      "outputs": [],
      "source": [
        "from tensorflow.keras.preprocessing.text import Tokenizer\n",
        "tokenizer = Tokenizer(num_words=5000)\n",
        "\n",
        "data_no_neu = data[data['sentiment'] != 0] # Only postive and negative sentiment headlines\n",
        "data_no_neu.loc[(data_no_neu.sentiment < 0), 'sentiment'] = 0\n",
        "\n",
        "headlines = data_no_neu.cleaned_headline.values\n",
        "tokenizer.fit_on_texts(headlines) # creates an association between the words and the assigned numbers which is stored in the form of a dictionary in the tokenizer.word_index attribute\n",
        "vocab_size = len(tokenizer.word_index) + 1\n",
        "encoded_headlines = tokenizer.texts_to_sequences(headlines)\n",
        "\n",
        "headline_max_len = max([len(h) for h in encoded_headlines])\n",
        "\n",
        "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
        "padded_encoded_headlines = pad_sequences(encoded_headlines, maxlen=headline_max_len, padding=\"post\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:Layer lstm will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n",
            "Epoch 1/2\n",
            "39/39 [==============================] - 47s 1s/step - loss: 0.7150 - accuracy: 0.6434 - val_loss: 0.7150 - val_accuracy: 0.5686\n",
            "Epoch 2/2\n",
            "39/39 [==============================] - 41s 1s/step - loss: 0.6399 - accuracy: 0.6651 - val_loss: 0.7350 - val_accuracy: 0.5686\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "C:\\Users\\arnod\\AppData\\Local\\Temp\\ipykernel_8324\\1340895706.py:57: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
            "  fig.show()\n"
          ]
        },
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 1080x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "model = create_model(vocab_size=vocab_size) # vocab_size = len(tokenizer.word_index) + 1 with the other parameters as defaults\n",
        "val_acc, val_loss = evaluate(model, padded_encoded_headlines, data_no_neu.sentiment.values, learning_rate=0.1, validation_split=0.05, epochs=2, batch_size=50)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Hyper Parameter Tuning"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X, y = padded_encoded_headlines, data_no_neu.sentiment.values\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.1, random_state=0)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "C:\\Users\\dfern\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:21: DeprecationWarning: time.clock has been deprecated in Python 3.3 and will be removed from Python 3.8: use time.perf_counter or time.process_time instead\n",
            "C:\\Users\\dfern\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:25: DeprecationWarning: time.clock has been deprecated in Python 3.3 and will be removed from Python 3.8: use time.perf_counter or time.process_time instead\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Model 1: 16.89200219999475\n",
            "Model 2: 16.749737799997092\n",
            "Model 3: 16.509567499990226\n",
            "Model 4: 16.869488399999682\n",
            "Model 5: 28.41892640000151\n",
            "Model 6: 27.301086000006762\n",
            "Model 7: 25.9265247000003\n",
            "Model 8: 30.07584950000455\n",
            "Model 9: 69.06803709999076\n",
            "Model 10: 66.72166039999865\n",
            "Model 11: 66.85519149999891\n",
            "Model 12: 60.1809959999955\n",
            "Model 13: 6.044181099990965\n",
            "Model 14: 6.1110602999979164\n",
            "Model 15: 6.637378799990984\n",
            "Model 16: 6.136067600004026\n",
            "Model 17: 9.636943100005738\n",
            "Model 18: 9.952028100000462\n",
            "Model 19: 10.433575000002747\n",
            "Model 20: 9.950893400004134\n",
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            "Model 925: 9.325166199996602\n",
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            "Model 933: 37.09802070001024\n",
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            "Model 950: 8.253487199996016\n",
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            "Model 999: 4.333327100001043\n",
            "Model 1000: 4.685356400004821\n",
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            "Model 1360: 5.535146799986251\n",
            "Model 1361: 10.480212499998743\n",
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            "Model 1364: 9.400884499991662\n",
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            "Model 1369: 13.602750200006994\n",
            "Model 1370: 11.55370910000056\n",
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            "Model 1378: 39.65236459999869\n",
            "Model 1379: 39.11425070000405\n",
            "Model 1380: 47.578006800002186\n",
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            "Model 1389: 26.787951799997245\n",
            "Model 1390: 23.60487579999608\n",
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            "Model 1400: 7.915906100010034\n",
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            "Model 1500: 22.699930700007826\n",
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            "Model 1793: 14.78930040000705\n",
            "Model 1794: 14.816506399976788\n",
            "Model 1795: 17.03992019998259\n",
            "Model 1796: 15.81803629998467\n",
            "Model 1797: 35.05458130000625\n",
            "Model 1798: 29.808749699994223\n",
            "Model 1799: 30.689952399989124\n",
            "Model 1800: 36.23118900001282\n",
            "Model 1801: 12.19642040002509\n",
            "Model 1802: 11.469960800022818\n",
            "Model 1803: 11.17042599999695\n",
            "Model 1804: 11.854591400013305\n",
            "Model 1805: 18.988255099975504\n",
            "Model 1806: 20.65888159998576\n",
            "Model 1807: 23.94439030002104\n",
            "Model 1808: 22.823626199999126\n",
            "Model 1809: 46.68794949998846\n",
            "Model 1810: 49.37554259999888\n",
            "Model 1811: 50.74572059998172\n",
            "Model 1812: 44.51838600001065\n",
            "Model 1813: 7.62836740000057\n",
            "Model 1814: 7.829182299989043\n",
            "Model 1815: 9.393499099998735\n",
            "Model 1816: 9.925973599980352\n",
            "Model 1817: 17.88119050001842\n",
            "Model 1818: 16.766778300021542\n",
            "Model 1819: 16.659415900008753\n",
            "Model 1820: 15.224964699998964\n",
            "Model 1821: 32.169851999991806\n",
            "Model 1822: 30.180579699983355\n",
            "Model 1823: 38.34762019998743\n",
            "Model 1824: 32.84594820000348\n",
            "Model 1825: 7.971607200015569\n",
            "Model 1826: 8.53354499998386\n",
            "Model 1827: 7.697832899983041\n",
            "Model 1828: 7.693562900007237\n",
            "Model 1829: 12.79554730001837\n",
            "Model 1830: 15.014622300019255\n",
            "Model 1831: 16.71984600002179\n",
            "Model 1832: 15.70664439999382\n",
            "Model 1833: 32.603245400008745\n",
            "Model 1834: 30.498308800015366\n",
            "Model 1835: 26.75831350000226\n",
            "Model 1836: 32.01007179997396\n",
            "Model 1837: 13.87289490000694\n",
            "Model 1838: 12.537793900002725\n",
            "Model 1839: 11.976459800003795\n",
            "Model 1840: 11.575907199992798\n",
            "Model 1841: 20.4220129000023\n",
            "Model 1842: 19.150089900009334\n",
            "Model 1843: 18.49945679999655\n",
            "Model 1844: 22.858052299998235\n",
            "Model 1845: 51.341501599992625\n",
            "Model 1846: 43.94257989997277\n",
            "Model 1847: 50.28660089999903\n",
            "Model 1848: 48.54847589999554\n",
            "Model 1849: 8.397672499995679\n",
            "Model 1850: 8.125554599973839\n",
            "Model 1851: 7.969676600012463\n",
            "Model 1852: 8.511262199986959\n",
            "Model 1853: 15.630437100015115\n",
            "Model 1854: 17.343040100007784\n",
            "Model 1855: 16.203846099990187\n",
            "Model 1856: 16.11385279998649\n",
            "Model 1857: 32.35610380000435\n",
            "Model 1858: 30.883921100001317\n",
            "Model 1859: 37.8761771999998\n",
            "Model 1860: 35.23795879998943\n",
            "Model 1861: 8.016457000019727\n",
            "Model 1862: 7.927156899997499\n",
            "Model 1863: 9.12145690000034\n",
            "Model 1864: 8.237406800006283\n",
            "Model 1865: 13.296023800008697\n",
            "Model 1866: 14.163242300011916\n",
            "Model 1867: 18.439948899991577\n",
            "Model 1868: 16.7566815999744\n",
            "Model 1869: 33.577997999993386\n",
            "Model 1870: 30.79330730001675\n",
            "Model 1871: 31.890106300008483\n",
            "Model 1872: 37.02087140001822\n",
            "Model 1873: 12.6856231999991\n",
            "Model 1874: 12.350950399995781\n",
            "Model 1875: 12.198311500018463\n",
            "Model 1876: 11.159560100000817\n",
            "Model 1877: 19.21818009999697\n",
            "Model 1878: 19.60129030002281\n",
            "Model 1879: 20.763332500006072\n",
            "Model 1880: 23.02091590000782\n",
            "Model 1881: 47.05161860000226\n",
            "Model 1882: 45.05707050001365\n",
            "Model 1883: 52.38171469999361\n",
            "Model 1884: 45.41570740001043\n",
            "Model 1885: 7.845009699987713\n",
            "Model 1886: 8.243190699984552\n",
            "Model 1887: 8.324356800003443\n",
            "Model 1888: 9.644112699985271\n",
            "Model 1889: 17.01674299998558\n",
            "Model 1890: 16.757139800000004\n",
            "Model 1891: 14.69625239999732\n",
            "Model 1892: 14.063421700004255\n",
            "Model 1893: 32.19711779998033\n",
            "Model 1894: 31.569849099993007\n",
            "Model 1895: 36.680955000018\n",
            "Model 1896: 32.180334100004984\n",
            "Model 1897: 8.308630000014091\n",
            "Model 1898: 7.462903300009202\n",
            "Model 1899: 7.31695530001889\n",
            "Model 1900: 7.44068800000241\n",
            "Model 1901: 13.257244099979289\n",
            "Model 1902: 12.995730399998138\n",
            "Model 1903: 14.91754100000253\n",
            "Model 1904: 14.769548299984308\n",
            "Model 1905: 33.40041880001081\n",
            "Model 1906: 28.632420600013575\n",
            "Model 1907: 29.268545200000517\n",
            "Model 1908: 38.31026229998679\n",
            "Model 1909: 11.817487599997548\n",
            "Model 1910: 11.398797100002412\n",
            "Model 1911: 11.168521700019483\n",
            "Model 1912: 11.297724100004416\n",
            "Model 1913: 19.315761500009103\n",
            "Model 1914: 23.338639599998714\n",
            "Model 1915: 22.73479660000885\n",
            "Model 1916: 21.024074099987047\n",
            "Model 1917: 44.41600230001495\n",
            "Model 1918: 49.568748899997445\n",
            "Model 1919: 48.80261159999645\n",
            "Model 1920: 44.974362100008875\n",
            "Model 1921: 10.283988200011663\n",
            "Model 1922: 10.259600299992599\n",
            "Model 1923: 10.513952400011476\n",
            "Model 1924: 9.51546550000785\n",
            "Model 1925: 13.80412330001127\n",
            "Model 1926: 12.258970399998361\n",
            "Model 1927: 13.121734300017124\n",
            "Model 1928: 12.238864499988267\n",
            "Model 1929: 25.978539000003366\n",
            "Model 1930: 30.87241979999817\n",
            "Model 1931: 31.528627299994696\n",
            "Model 1932: 28.222901400004048\n",
            "Model 1933: 6.227866100001847\n",
            "Model 1934: 6.9420297000033315\n",
            "Model 1935: 6.289318199997069\n",
            "Model 1936: 5.973120700014988\n",
            "Model 1937: 10.335367200023029\n",
            "Model 1938: 12.926013599993894\n",
            "Model 1939: 13.047751000005519\n",
            "Model 1940: 11.841080799989868\n",
            "Model 1941: 24.25506499997573\n",
            "Model 1942: 24.21604369999841\n",
            "Model 1943: 21.25946999998996\n",
            "Model 1944: 21.16901240000152\n",
            "Model 1945: 11.916942400013795\n",
            "Model 1946: 12.664502099971287\n",
            "Model 1947: 11.59852949998458\n",
            "Model 1948: 10.994234900019364\n",
            "Model 1949: 18.74381149999681\n",
            "Model 1950: 17.730909800011432\n",
            "Model 1951: 17.316076699993573\n",
            "Model 1952: 16.986871199973393\n",
            "Model 1953: 46.54755409999052\n",
            "Model 1954: 41.32725349999964\n",
            "Model 1955: 38.796605599985924\n",
            "Model 1956: 46.103702799999155\n",
            "Model 1957: 7.272595699992962\n",
            "Model 1958: 6.812413799983915\n",
            "Model 1959: 6.7213492000009865\n",
            "Model 1960: 6.630845100007718\n",
            "Model 1961: 10.837362799997209\n",
            "Model 1962: 10.286756699992111\n",
            "Model 1963: 10.141201099992031\n",
            "Model 1964: 10.150908999989042\n",
            "Model 1965: 20.474968700000318\n",
            "Model 1966: 25.231456200010143\n",
            "Model 1967: 24.332712900009938\n",
            "Model 1968: 22.75233109999681\n",
            "Model 1969: 5.191559800005052\n",
            "Model 1970: 5.213085299998056\n",
            "Model 1971: 5.411327000008896\n",
            "Model 1972: 6.008794800000032\n",
            "Model 1973: 8.602892800001428\n",
            "Model 1974: 9.282022600003984\n",
            "Model 1975: 8.823857599985786\n",
            "Model 1976: 10.123125999991316\n",
            "Model 1977: 16.622685200010892\n",
            "Model 1978: 14.302907100005541\n",
            "Model 1979: 14.016370199999074\n",
            "Model 1980: 13.275249199999962\n",
            "Model 1981: 10.201478800008772\n",
            "Model 1982: 10.101656299986644\n",
            "Model 1983: 10.359839100012323\n",
            "Model 1984: 9.875276600010693\n",
            "Model 1985: 17.712042300001485\n",
            "Model 1986: 20.839274900004966\n",
            "Model 1987: 21.83951160000288\n",
            "Model 1988: 18.974790300009772\n",
            "Model 1989: 40.558202899992466\n",
            "Model 1990: 41.97259980000672\n",
            "Model 1991: 45.429486100008944\n",
            "Model 1992: 40.06266900000628\n",
            "Model 1993: 6.149986500007799\n",
            "Model 1994: 6.192914199986262\n",
            "Model 1995: 6.411761299998034\n",
            "Model 1996: 6.079652899992652\n",
            "Model 1997: 9.851527700026054\n",
            "Model 1998: 11.317342900001677\n",
            "Model 1999: 12.523005600000033\n",
            "Model 2000: 12.290068399976008\n",
            "Model 2001: 24.642927799985046\n",
            "Model 2002: 23.220436000003247\n",
            "Model 2003: 21.50806670001475\n",
            "Model 2004: 20.326795699977083\n",
            "Model 2005: 4.437545900000259\n",
            "Model 2006: 4.759632000001147\n",
            "Model 2007: 4.453978500008816\n",
            "Model 2008: 4.449760899995454\n",
            "Model 2009: 6.518027300015092\n",
            "Model 2010: 6.594284999999218\n",
            "Model 2011: 7.34083329999703\n",
            "Model 2012: 8.104166699980851\n",
            "Model 2013: 15.878291800006991\n",
            "Model 2014: 14.909876599995187\n",
            "Model 2015: 14.086492200003704\n",
            "Model 2016: 13.491052500001388\n",
            "Model 2017: 10.66651810001349\n",
            "Model 2018: 9.991013999999268\n",
            "Model 2019: 9.835102099983487\n",
            "Model 2020: 10.158941800007597\n",
            "Model 2021: 16.922977799986256\n",
            "Model 2022: 17.53348260000348\n",
            "Model 2023: 21.800646099989535\n",
            "Model 2024: 20.416639100003522\n",
            "Model 2025: 41.23193819998414\n",
            "Model 2026: 39.60636050000903\n",
            "Model 2027: 46.48889420001069\n",
            "Model 2028: 42.50215680000838\n",
            "Model 2029: 6.263058100012131\n",
            "Model 2030: 6.234031599975424\n",
            "Model 2031: 6.415690599998925\n",
            "Model 2032: 6.156739500002004\n",
            "Model 2033: 9.634686700010207\n",
            "Model 2034: 9.859609300008742\n",
            "Model 2035: 11.614526000019396\n",
            "Model 2036: 12.522949500009418\n",
            "Model 2037: 24.019292900018627\n",
            "Model 2038: 23.316044899984263\n",
            "Model 2039: 21.115307200001553\n",
            "Model 2040: 20.307702999998583\n",
            "Model 2041: 4.338503299979493\n",
            "Model 2042: 4.883012000005692\n",
            "Model 2043: 4.513574399985373\n",
            "Model 2044: 4.655339799996\n",
            "Model 2045: 7.233714999980293\n",
            "Model 2046: 8.388085799990222\n",
            "Model 2047: 8.008695800002897\n",
            "Model 2048: 7.638511900004232\n",
            "Model 2049: 14.84436389998882\n",
            "Model 2050: 13.66040090000024\n",
            "Model 2051: 13.175137799989898\n",
            "Model 2052: 12.706739199988078\n",
            "Model 2053: 10.232570399995893\n",
            "Model 2054: 10.05647609999869\n",
            "Model 2055: 9.848173599981237\n",
            "Model 2056: 9.749148100003367\n",
            "Model 2057: 19.33757920001517\n",
            "Model 2058: 21.798422499996377\n",
            "Model 2059: 19.77560630001244\n",
            "Model 2060: 19.22221539999009\n",
            "Model 2061: 40.453509399987524\n",
            "Model 2062: 42.993250800005626\n",
            "Model 2063: 45.69485290002194\n",
            "Model 2064: 41.26509599998826\n",
            "Model 2065: 6.071006400015904\n",
            "Model 2066: 5.963463299995055\n",
            "Model 2067: 6.147746000002371\n",
            "Model 2068: 6.500755600020057\n",
            "Model 2069: 11.56997300000512\n",
            "Model 2070: 14.710756000014953\n",
            "Model 2071: 15.069412699987879\n",
            "Model 2072: 12.58528950001346\n",
            "Model 2073: 23.966446599981282\n",
            "Model 2074: 22.601435399992624\n",
            "Model 2075: 21.540926599991508\n",
            "Model 2076: 20.29668010000023\n",
            "Model 2077: 4.431694099999731\n",
            "Model 2078: 4.7768572000204585\n",
            "Model 2079: 4.444770300004166\n",
            "Model 2080: 4.70759309999994\n",
            "Model 2081: 7.368179199984297\n",
            "Model 2082: 8.446399200009182\n",
            "Model 2083: 8.018623299984029\n",
            "Model 2084: 7.77972900000168\n",
            "Model 2085: 14.286938300007023\n",
            "Model 2086: 14.085950600012438\n",
            "Model 2087: 13.159974100010004\n",
            "Model 2088: 12.735160699987318\n",
            "Model 2089: 10.330372500000522\n",
            "Model 2090: 9.956008800014388\n",
            "Model 2091: 9.769680400000652\n",
            "Model 2092: 9.579960999981267\n",
            "Model 2093: 17.76700449999771\n",
            "Model 2094: 21.263268999988213\n",
            "Model 2095: 20.813756000017747\n",
            "Model 2096: 19.12758030000259\n",
            "Model 2097: 40.38729820001754\n",
            "Model 2098: 38.97654980001971\n",
            "Model 2099: 47.687684100004844\n",
            "Model 2100: 42.83921060001012\n",
            "Model 2101: 6.249773199990159\n",
            "Model 2102: 6.214327699999558\n",
            "Model 2103: 6.291853700007778\n",
            "Model 2104: 6.506650199997239\n",
            "Model 2105: 9.582271099992795\n",
            "Model 2106: 9.527889300021343\n",
            "Model 2107: 10.321540700009791\n",
            "Model 2108: 11.27030430000741\n",
            "Model 2109: 26.1849649999931\n",
            "Model 2110: 25.001693300000625\n",
            "Model 2111: 23.51394890001393\n",
            "Model 2112: 21.794170799985295\n",
            "Model 2113: 4.503525600011926\n",
            "Model 2114: 4.560968600009801\n",
            "Model 2115: 4.795260300015798\n",
            "Model 2116: 4.900507399986964\n",
            "Model 2117: 6.450993700011168\n",
            "Model 2118: 6.790490500017768\n",
            "Model 2119: 6.402573300001677\n",
            "Model 2120: 7.004297000006773\n",
            "Model 2121: 15.290735899994615\n",
            "Model 2122: 15.64243279999937\n",
            "Model 2123: 14.022836899996037\n",
            "Model 2124: 13.430565999995451\n",
            "Model 2125: 10.702996699983487\n",
            "Model 2126: 10.137266500008991\n",
            "Model 2127: 9.879499600006966\n",
            "Model 2128: 9.900574700004654\n",
            "Model 2129: 17.27936210000189\n",
            "Model 2130: 19.104331900016405\n",
            "Model 2131: 21.41873289999785\n",
            "Model 2132: 19.35343520002789\n",
            "Model 2133: 41.08288590001757\n",
            "Model 2134: 41.27442150001298\n",
            "Model 2135: 45.2705914999824\n",
            "Model 2136: 40.78864640000393\n",
            "Model 2137: 6.332013300008839\n",
            "Model 2138: 6.071542599995155\n",
            "Model 2139: 6.296573100000387\n",
            "Model 2140: 6.770304000005126\n",
            "Model 2141: 11.177397100022063\n",
            "Model 2142: 12.455937599996105\n",
            "Model 2143: 12.604999399976805\n",
            "Model 2144: 11.398113700008253\n",
            "Model 2145: 22.884002600010717\n",
            "Model 2146: 21.60954830000992\n",
            "Model 2147: 21.0960655999952\n",
            "Model 2148: 20.888957699993625\n",
            "Model 2149: 5.118290800019167\n",
            "Model 2150: 5.56449469999643\n",
            "Model 2151: 5.938388599985046\n",
            "Model 2152: 5.4306967000011355\n",
            "Model 2153: 7.530322200007504\n",
            "Model 2154: 7.75301159999799\n",
            "Model 2155: 7.125166100013303\n",
            "Model 2156: 6.953465699974913\n",
            "Model 2157: 13.232858100003796\n",
            "Model 2158: 13.148892700002762\n",
            "Model 2159: 12.791208299982827\n",
            "Model 2160: 12.109182699990924\n",
            "Model 2161: 10.463295699999435\n",
            "Model 2162: 11.7852525000053\n",
            "Model 2163: 11.724550599989016\n",
            "Model 2164: 11.263240100000985\n",
            "Model 2165: 18.820578199985903\n",
            "Model 2166: 17.842778799997177\n",
            "Model 2167: 17.248647700005677\n",
            "Model 2168: 16.945421700016595\n",
            "Model 2169: 44.205798200011486\n",
            "Model 2170: 44.42642900001374\n",
            "Model 2171: 39.08163920001243\n",
            "Model 2172: 40.669687399989925\n",
            "Model 2173: 7.91938669999945\n",
            "Model 2174: 7.6233460000075866\n",
            "Model 2175: 7.476635400002124\n",
            "Model 2176: 7.463372500002151\n",
            "Model 2177: 11.110597799997777\n",
            "Model 2178: 10.691956700000446\n",
            "Model 2179: 10.992641399992863\n",
            "Model 2180: 10.156598200002918\n",
            "Model 2181: 20.766195300006075\n",
            "Model 2182: 20.20144390000496\n",
            "Model 2183: 24.35757520000334\n",
            "Model 2184: 25.144858599989675\n",
            "Model 2185: 5.0052654999890365\n",
            "Model 2186: 4.988953499996569\n",
            "Model 2187: 5.211561100004474\n",
            "Model 2188: 4.784328800014919\n",
            "Model 2189: 6.826973499992164\n",
            "Model 2190: 6.970124700019369\n",
            "Model 2191: 6.6574702999787405\n",
            "Model 2192: 6.510503700003028\n",
            "Model 2193: 12.188689499977045\n",
            "Model 2194: 12.265555199992377\n",
            "Model 2195: 11.676180200011004\n",
            "Model 2196: 12.716034399985801\n",
            "Model 2197: 12.310636300011538\n",
            "Model 2198: 11.640574700024445\n",
            "Model 2199: 10.927483500010567\n",
            "Model 2200: 10.610431099979905\n",
            "Model 2201: 18.302101299981587\n",
            "Model 2202: 17.11051349999616\n",
            "Model 2203: 16.74999620000017\n",
            "Model 2204: 17.044574899977306\n",
            "Model 2205: 46.100764099974185\n",
            "Model 2206: 40.70782660000259\n",
            "Model 2207: 38.033636300009675\n",
            "Model 2208: 48.049929100001464\n",
            "Model 2209: 6.9079547000001185\n",
            "Model 2210: 6.806075600004988\n",
            "Model 2211: 6.70183580002049\n",
            "Model 2212: 6.902301699999953\n",
            "Model 2213: 10.32762970001204\n",
            "Model 2214: 9.99468689999776\n",
            "Model 2215: 10.995575199980522\n",
            "Model 2216: 9.728053300001193\n",
            "Model 2217: 20.959071399993263\n",
            "Model 2218: 26.48731610001414\n",
            "Model 2219: 25.058914300025208\n",
            "Model 2220: 22.54973980001523\n",
            "Model 2221: 4.776768799987622\n",
            "Model 2222: 4.79525840000133\n",
            "Model 2223: 5.021374300005846\n",
            "Model 2224: 4.620926299976418\n",
            "Model 2225: 6.484662400005618\n",
            "Model 2226: 6.752092400012771\n",
            "Model 2227: 6.297810999996727\n",
            "Model 2228: 6.2975392999942414\n",
            "Model 2229: 12.1265728000144\n",
            "Model 2230: 13.957563600008143\n",
            "Model 2231: 15.533394800004316\n",
            "Model 2232: 15.51352500001667\n",
            "Model 2233: 11.799351199995726\n",
            "Model 2234: 11.083123100019293\n",
            "Model 2235: 10.6215931000188\n",
            "Model 2236: 10.418953799991868\n",
            "Model 2237: 18.28374659997644\n",
            "Model 2238: 17.386790199991083\n",
            "Model 2239: 16.99237069999799\n",
            "Model 2240: 17.61242819999461\n",
            "Model 2241: 48.17158659998677\n",
            "Model 2242: 41.350181299989345\n",
            "Model 2243: 39.629867999989074\n",
            "Model 2244: 44.972211999993306\n",
            "Model 2245: 6.595097700017504\n",
            "Model 2246: 6.681914399989182\n",
            "Model 2247: 6.595883500005584\n",
            "Model 2248: 6.729670200002147\n",
            "Model 2249: 10.014810499997111\n",
            "Model 2250: 9.913386400003219\n",
            "Model 2251: 10.477285700006178\n",
            "Model 2252: 10.908118199993623\n",
            "Model 2253: 25.632631899992703\n",
            "Model 2254: 23.135083000001032\n",
            "Model 2255: 22.305139100004453\n",
            "Model 2256: 21.122783400001936\n",
            "Model 2257: 4.43118179999874\n",
            "Model 2258: 4.746988800005056\n",
            "Model 2259: 4.450657100009266\n",
            "Model 2260: 4.456423499999801\n",
            "Model 2261: 6.16929920000257\n",
            "Model 2262: 6.60922969999956\n",
            "Model 2263: 6.258437099982984\n",
            "Model 2264: 7.098283699975582\n",
            "Model 2265: 15.562422599992715\n",
            "Model 2266: 16.122847999999067\n",
            "Model 2267: 14.423526500002481\n",
            "Model 2268: 13.619181099988054\n",
            "Model 2269: 11.161073299997952\n",
            "Model 2270: 10.60321900001145\n",
            "Model 2271: 10.211359600012656\n",
            "Model 2272: 9.990450999990571\n",
            "Model 2273: 17.502985099999933\n",
            "Model 2274: 17.2951436000003\n",
            "Model 2275: 21.194070500001544\n",
            "Model 2276: 20.736746200011112\n",
            "Model 2277: 42.72539669999969\n",
            "Model 2278: 40.78323280002223\n",
            "Model 2279: 46.460885800013784\n",
            "Model 2280: 42.21950189999188\n",
            "Model 2281: 6.310337700007949\n",
            "Model 2282: 6.264892100007273\n",
            "Model 2283: 6.381915200006915\n",
            "Model 2284: 6.985810899990611\n",
            "Model 2285: 12.546024300012505\n",
            "Model 2286: 13.03444699998363\n",
            "Model 2287: 12.7020368000085\n",
            "Model 2288: 11.712569399998756\n",
            "Model 2289: 23.784999100025743\n",
            "Model 2290: 22.40246240000124\n",
            "Model 2291: 21.851333600003272\n",
            "Model 2292: 26.306306299986318\n",
            "Model 2293: 5.846848300017882\n",
            "Model 2294: 5.664324600016698\n",
            "Model 2295: 5.8068903000094\n",
            "Model 2296: 5.383458799973596\n",
            "Model 2297: 7.805427799990866\n",
            "Model 2298: 8.105740899976809\n",
            "Model 2299: 7.631354099983582\n",
            "Model 2300: 7.39327920001233\n",
            "Model 2301: 14.191886899992824\n",
            "Model 2302: 14.368634699989343\n",
            "Model 2303: 13.774066400015727\n",
            "Model 2304: 15.412389299977804\n",
            "Model 2305: 12.584852900006808\n",
            "Model 2306: 11.662523000006331\n",
            "Model 2307: 11.10714109998662\n",
            "Model 2308: 10.690814100002171\n",
            "Model 2309: 19.00474319999921\n",
            "Model 2310: 17.63437330001034\n",
            "Model 2311: 16.782969899999443\n",
            "Model 2312: 17.251357899978757\n",
            "Model 2313: 47.61274079998839\n",
            "Model 2314: 41.601774700015085\n",
            "Model 2315: 39.30232370001613\n",
            "Model 2316: 45.84218529998907\n",
            "Model 2317: 6.686667600006331\n",
            "Model 2318: 6.659689200023422\n",
            "Model 2319: 6.562836900004186\n",
            "Model 2320: 6.768746900022961\n",
            "Model 2321: 10.435224100016057\n",
            "Model 2322: 10.757881800003815\n",
            "Model 2323: 12.700119300017832\n",
            "Model 2324: 12.989868400007254\n",
            "Model 2325: 25.412735399993835\n",
            "Model 2326: 23.37717170000542\n",
            "Model 2327: 22.647561799996765\n",
            "Model 2328: 21.448317200003657\n",
            "Model 2329: 5.068362699996214\n",
            "Model 2330: 5.111195899982704\n",
            "Model 2331: 4.987973199982662\n",
            "Model 2332: 5.356638499972178\n",
            "Model 2333: 8.663670400012052\n",
            "Model 2334: 9.254777599999215\n",
            "Model 2335: 8.900531299994327\n",
            "Model 2336: 8.58932349999668\n",
            "Model 2337: 15.994466300006025\n",
            "Model 2338: 15.418290800007526\n",
            "Model 2339: 14.434948200010695\n",
            "Model 2340: 13.879209199978504\n",
            "Model 2341: 10.212977000017418\n",
            "Model 2342: 9.784224900009576\n",
            "Model 2343: 9.508902400004445\n",
            "Model 2344: 9.522732200013706\n",
            "Model 2345: 21.154852099978598\n",
            "Model 2346: 20.50369139999384\n",
            "Model 2347: 18.852403299999423\n",
            "Model 2348: 18.161321899999166\n",
            "Model 2349: 39.88995149999391\n",
            "Model 2350: 46.46013659998425\n",
            "Model 2351: 40.901933499990264\n",
            "Model 2352: 38.76906660001259\n",
            "Model 2353: 6.548461800004588\n",
            "Model 2354: 7.2569133000215515\n",
            "Model 2355: 7.8629314999852795\n",
            "Model 2356: 8.585894999996526\n",
            "Model 2357: 12.789944000018295\n",
            "Model 2358: 11.883205999998609\n",
            "Model 2359: 11.898667100002058\n",
            "Model 2360: 11.108475099987118\n",
            "Model 2361: 22.73017439999967\n",
            "Model 2362: 21.52883500000462\n",
            "Model 2363: 22.86074329999974\n",
            "Model 2364: 27.080032400001073\n",
            "Model 2365: 5.3860800999973435\n",
            "Model 2366: 5.274040300020715\n",
            "Model 2367: 5.656133799988311\n",
            "Model 2368: 5.1630910000239965\n",
            "Model 2369: 7.437622600002214\n",
            "Model 2370: 7.759405899996636\n",
            "Model 2371: 7.3110353000229225\n",
            "Model 2372: 7.0504756000009365\n",
            "Model 2373: 13.692489200009732\n",
            "Model 2374: 14.21120369998971\n",
            "Model 2375: 16.153387399972416\n",
            "Model 2376: 17.182336199999554\n",
            "Model 2377: 11.779581799986772\n",
            "Model 2378: 10.831903299986152\n",
            "Model 2379: 10.603098799998406\n",
            "Model 2380: 10.403413899999578\n",
            "Model 2381: 17.991363099979935\n",
            "Model 2382: 17.01758869999321\n",
            "Model 2383: 19.892132299981313\n",
            "Model 2384: 20.3354748999991\n",
            "Model 2385: 42.647841199999675\n",
            "Model 2386: 39.34298740001395\n",
            "Model 2387: 46.07214100001147\n",
            "Model 2388: 41.063692199997604\n",
            "Model 2389: 6.271161799988477\n",
            "Model 2390: 6.133779700001469\n",
            "Model 2391: 6.156165899999905\n",
            "Model 2392: 6.543906100007007\n",
            "Model 2393: 10.047142399998847\n",
            "Model 2394: 12.209010799997486\n",
            "Model 2395: 14.385561500006588\n",
            "Model 2396: 14.125582399981795\n",
            "Model 2397: 28.107560899981763\n",
            "Model 2398: 24.834946399991168\n",
            "Model 2399: 24.66272910000407\n",
            "Model 2400: 24.59605459999875\n",
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            "Model 2403: 6.366087100002915\n",
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            "Model 2406: 9.409088799991878\n",
            "Model 2407: 8.507272999995621\n",
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            "Model 2411: 16.203777099988656\n",
            "Model 2412: 15.22289710000041\n",
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            "Model 2419: 22.222758899995824\n",
            "Model 2420: 20.236987100011902\n",
            "Model 2421: 42.51676969998516\n",
            "Model 2422: 38.874542200006545\n",
            "Model 2423: 48.37447150002117\n",
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            "Model 2664: 30.718046099995263\n",
            "Model 2665: 11.502952400012873\n",
            "Model 2666: 12.668198200000916\n",
            "Model 2667: 14.044462299993029\n",
            "Model 2668: 13.61635299999034\n",
            "Model 2669: 23.114704100007657\n",
            "Model 2670: 20.787242099992\n",
            "Model 2671: 19.658959699998377\n",
            "Model 2672: 19.661917599994922\n",
            "Model 2673: 48.798760900011985\n",
            "Model 2674: 53.46114820000366\n",
            "Model 2675: 45.97835570000461\n",
            "Model 2676: 53.26963269998669\n",
            "Model 2677: 9.829195500002243\n",
            "Model 2678: 9.665067500027362\n",
            "Model 2679: 9.406900100002531\n",
            "Model 2680: 9.815689199982444\n",
            "Model 2681: 15.629056400008267\n",
            "Model 2682: 14.999030200007837\n",
            "Model 2683: 16.034153999993578\n",
            "Model 2684: 17.034835600003134\n",
            "Model 2685: 41.31550180001068\n",
            "Model 2686: 36.34274580000783\n",
            "Model 2687: 35.24422799999593\n",
            "Model 2688: 41.64517539998633\n",
            "Model 2689: 9.679201899998588\n",
            "Model 2690: 10.38597989999107\n",
            "Model 2691: 10.476399900013348\n",
            "Model 2692: 8.751773699972546\n",
            "Model 2693: 14.919009000004735\n",
            "Model 2694: 16.59375359999831\n",
            "Model 2695: 18.836788299988257\n",
            "Model 2696: 17.832456400006777\n",
            "Model 2697: 38.510289900004864\n",
            "Model 2698: 36.042071999982\n",
            "Model 2699: 38.596226099994965\n",
            "Model 2700: 38.76172549999319\n",
            "Model 2701: 12.614528099977178\n",
            "Model 2702: 11.796181099984096\n",
            "Model 2703: 11.466417500021635\n",
            "Model 2704: 11.096056000009412\n",
            "Model 2705: 20.558891599997878\n",
            "Model 2706: 24.591376299998956\n",
            "Model 2707: 22.455536100023892\n",
            "Model 2708: 20.856547000003047\n",
            "Model 2709: 45.688163099985104\n",
            "Model 2710: 52.95206300000427\n",
            "Model 2711: 48.033082899986766\n",
            "Model 2712: 45.46558129999903\n",
            "Model 2713: 10.287767999980133\n",
            "Model 2714: 10.894842000008794\n",
            "Model 2715: 10.389894300024025\n",
            "Model 2716: 10.50392990000546\n",
            "Model 2717: 16.296602199989138\n",
            "Model 2718: 15.9024994999927\n",
            "Model 2719: 15.25760040001478\n",
            "Model 2720: 14.233425299986266\n",
            "Model 2721: 30.825280599994585\n",
            "Model 2722: 38.01638880002429\n",
            "Model 2723: 36.08443060002173\n",
            "Model 2724: 31.96140599998762\n",
            "Model 2725: 7.796693699987372\n",
            "Model 2726: 7.771459700015839\n",
            "Model 2727: 8.504623100016033\n",
            "Model 2728: 8.181273099995451\n",
            "Model 2729: 17.448762900021393\n",
            "Model 2730: 19.643910900020273\n",
            "Model 2731: 18.361495300021488\n",
            "Model 2732: 17.77624159998959\n",
            "Model 2733: 35.699487699981546\n",
            "Model 2734: 35.155672900000354\n",
            "Model 2735: 32.85580019999179\n",
            "Model 2736: 39.56522639998002\n",
            "Model 2737: 12.810227400012081\n",
            "Model 2738: 11.907158100017114\n",
            "Model 2739: 11.554145100002643\n",
            "Model 2740: 12.426865199988242\n",
            "Model 2741: 25.076907799986657\n",
            "Model 2742: 23.19541770001524\n",
            "Model 2743: 21.438530599989463\n",
            "Model 2744: 20.31359970002086\n",
            "Model 2745: 53.44554469999275\n",
            "Model 2746: 47.10409890001756\n",
            "Model 2747: 54.54429740001797\n",
            "Model 2748: 47.55968930001836\n",
            "Model 2749: 8.791118599998299\n",
            "Model 2750: 9.64400349999778\n",
            "Model 2751: 10.956302899983712\n",
            "Model 2752: 11.334230699983891\n",
            "Model 2753: 17.10196550001274\n",
            "Model 2754: 16.281430500006536\n",
            "Model 2755: 16.573567599989474\n",
            "Model 2756: 15.397965199983446\n",
            "Model 2757: 38.312123899988364\n",
            "Model 2758: 39.14294990000781\n",
            "Model 2759: 36.755957699991995\n",
            "Model 2760: 37.2367946000013\n",
            "Model 2761: 10.936870999983512\n",
            "Model 2762: 10.332073099998524\n",
            "Model 2763: 10.279548999998951\n",
            "Model 2764: 9.183271799993236\n",
            "Model 2765: 15.950323700002627\n",
            "Model 2766: 17.056529800000135\n",
            "Model 2767: 15.611348899983568\n",
            "Model 2768: 16.701904600020498\n",
            "Model 2769: 39.45101160000195\n",
            "Model 2770: 37.5627444999991\n",
            "Model 2771: 35.473952900007134\n",
            "Model 2772: 39.863169400021434\n",
            "Model 2773: 12.702840400015702\n",
            "Model 2774: 11.761734100000467\n",
            "Model 2775: 11.3767419999931\n",
            "Model 2776: 11.219837800017558\n",
            "Model 2777: 20.979744800017215\n",
            "Model 2778: 24.565976000012597\n",
            "Model 2779: 22.465326400008053\n",
            "Model 2780: 21.288141700002598\n",
            "Model 2781: 47.03112499997951\n",
            "Model 2782: 53.801167099998565\n",
            "Model 2783: 46.86268699998618\n",
            "Model 2784: 53.814978900016285\n",
            "Model 2785: 9.712407099985285\n",
            "Model 2786: 9.393450900010066\n",
            "Model 2787: 8.96510390000185\n",
            "Model 2788: 9.234410100005334\n",
            "Model 2789: 14.329977300018072\n",
            "Model 2790: 14.222506899997825\n",
            "Model 2791: 16.285272900015116\n",
            "Model 2792: 18.50538969997433\n",
            "Model 2793: 37.79862499999581\n",
            "Model 2794: 33.63468769998872\n",
            "Model 2795: 34.231054799980484\n",
            "Model 2796: 39.69577660001232\n",
            "Model 2797: 9.473373499989975\n",
            "Model 2798: 10.017520300025353\n",
            "Model 2799: 9.201660200022161\n",
            "Model 2800: 8.723697699984768\n",
            "Model 2801: 14.705270500009647\n",
            "Model 2802: 15.220383299980313\n",
            "Model 2803: 14.56617250002455\n",
            "Model 2804: 17.16019769999548\n",
            "Model 2805: 37.82484110002406\n",
            "Model 2806: 35.59791760001099\n",
            "Model 2807: 32.59443060000194\n",
            "Model 2808: 40.79575719998684\n",
            "Model 2809: 12.999530899978708\n",
            "Model 2810: 12.144259799999418\n",
            "Model 2811: 11.43528810000862\n",
            "Model 2812: 11.28720519997296\n",
            "Model 2813: 20.10934749999433\n",
            "Model 2814: 19.697186600009445\n",
            "Model 2815: 24.211402499990072\n",
            "Model 2816: 22.814582499995595\n",
            "Model 2817: 47.90283089998411\n",
            "Model 2818: 45.68251759998384\n",
            "Model 2819: 51.73641240000143\n",
            "Model 2820: 46.47674250000273\n",
            "Model 2821: 9.39159880002262\n",
            "Model 2822: 10.476850699982606\n",
            "Model 2823: 10.157946099992841\n",
            "Model 2824: 10.464745499979472\n",
            "Model 2825: 16.25281979999272\n",
            "Model 2826: 15.540986699983478\n",
            "Model 2827: 15.784991599997738\n",
            "Model 2828: 14.78136049999739\n",
            "Model 2829: 32.60261159998481\n",
            "Model 2830: 40.10014100000262\n",
            "Model 2831: 37.39165330000105\n",
            "Model 2832: 33.1685945999925\n",
            "Model 2833: 8.338817200012272\n",
            "Model 2834: 8.457599700021092\n",
            "Model 2835: 9.316483000002336\n",
            "Model 2836: 9.623124200006714\n",
            "Model 2837: 18.314851300005103\n",
            "Model 2838: 18.229780399997253\n",
            "Model 2839: 16.348537200014107\n",
            "Model 2840: 15.18713679999928\n",
            "Model 2841: 33.46809119998943\n",
            "Model 2842: 35.47149480000371\n",
            "Model 2843: 41.11107300000731\n",
            "Model 2844: 36.293264800013276\n",
            "Model 2845: 11.669785700010834\n",
            "Model 2846: 11.10223690001294\n",
            "Model 2847: 10.83407559999614\n",
            "Model 2848: 10.610550100012915\n",
            "Model 2849: 21.039397499989718\n",
            "Model 2850: 24.4506270000129\n",
            "Model 2851: 22.383163699996658\n",
            "Model 2852: 21.570545599999605\n",
            "Model 2853: 47.03812860001926\n",
            "Model 2854: 54.14597120002145\n",
            "Model 2855: 49.74842270000954\n",
            "Model 2856: 47.338478099991335\n",
            "Model 2857: 11.344501500017941\n",
            "Model 2858: 10.935608800005866\n",
            "Model 2859: 10.319517600000836\n",
            "Model 2860: 10.49532809999073\n",
            "Model 2861: 16.44155590000446\n",
            "Model 2862: 15.565770600020187\n",
            "Model 2863: 16.26583329998539\n",
            "Model 2864: 15.057068099995377\n",
            "Model 2865: 40.1927536999865\n",
            "Model 2866: 37.57622790001915\n",
            "Model 2867: 35.81807259999914\n",
            "Model 2868: 33.69496620001155\n",
            "Model 2869: 9.855853100016247\n",
            "Model 2870: 11.222633600002155\n",
            "Model 2871: 12.051706500002183\n",
            "Model 2872: 10.593334899982437\n",
            "Model 2873: 17.128867199993692\n",
            "Model 2874: 17.97018269999535\n",
            "Model 2875: 16.30006290000165\n",
            "Model 2876: 15.407938399992418\n",
            "Model 2877: 30.54658880000352\n",
            "Model 2878: 40.569083299982594\n",
            "Model 2879: 37.60159889998613\n",
            "Model 2880: 33.84363759998814\n",
            "Model 2881: 11.336272899992764\n",
            "Model 2882: 10.73131239999202\n",
            "Model 2883: 10.45921949998592\n",
            "Model 2884: 11.626442200009478\n",
            "Model 2885: 24.979328599991277\n",
            "Model 2886: 23.591400099976454\n",
            "Model 2887: 21.822290499985684\n",
            "Model 2888: 20.83430740001495\n",
            "Model 2889: 47.05864430000656\n",
            "Model 2890: 53.400094699987676\n",
            "Model 2891: 46.15680230001453\n",
            "Model 2892: 49.384697899979074\n",
            "Model 2893: 11.208265499997651\n",
            "Model 2894: 10.627430700027617\n",
            "Model 2895: 9.767058800003724\n",
            "Model 2896: 10.103911999991396\n",
            "Model 2897: 15.588998899998842\n",
            "Model 2898: 15.472358399973018\n",
            "Model 2899: 15.843400399986422\n",
            "Model 2900: 14.78408389998367\n",
            "Model 2901: 35.77327239999431\n",
            "Model 2902: 40.0067124000052\n",
            "Model 2903: 36.52105730000767\n",
            "Model 2904: 32.28676590000396\n",
            "Model 2905: 8.015325799991842\n",
            "Model 2906: 9.041886499995599\n",
            "Model 2907: 9.150442999991355\n",
            "Model 2908: 10.017485999997007\n",
            "Model 2909: 18.20066930001485\n",
            "Model 2910: 18.58374129998265\n",
            "Model 2911: 16.174030800000764\n",
            "Model 2912: 16.041342900018208\n",
            "Model 2913: 34.56352360002347\n",
            "Model 2914: 35.63449799999944\n",
            "Model 2915: 42.04388700000709\n",
            "Model 2916: 37.45175720000407\n"
          ]
        }
      ],
      "source": [
        "import time\n",
        "\n",
        "#GridSearch over these hyperparameters\n",
        "LAYERS = [1,2,4]\n",
        "UNITS = [12,25,50]\n",
        "DROPOUT_RATES = [0.05, 0.1, 0.25]\n",
        "ACTIV_FUNCS = ['relu','sigmoid','tanh']\n",
        "BATCH_SIZES = [25,50,100] \n",
        "EPOCHS = [5,10,25]\n",
        "LEARNING_RATES = [0.1, 0.01, 0.001, 0.0001]\n",
        "\n",
        "allModelsMetricsAndParams = [] # each element will be of the form [val_accuracy, val_loss, layers, units, dropout_rate, activation_function, batch_size, epochs]\n",
        "i=1\n",
        "for L in LAYERS:\n",
        "    for U in UNITS:\n",
        "        for D in DROPOUT_RATES:\n",
        "            for AF in ACTIV_FUNCS:\n",
        "                for B in BATCH_SIZES:\n",
        "                    for E in EPOCHS:\n",
        "                        for LR in LEARNING_RATES:\n",
        "                            toc=time.clock()\n",
        "                            model = create_model(vocab_size, num_layers=L, num_units=U, dropout_rate=D, activation_function=AF)\n",
        "                            val_acc, val_loss = evaluate(model, X_train, y_train, batch_size=B, epochs=E, learning_rate=LR, add_visualization=False)\n",
        "                            allModelsMetricsAndParams.append([val_acc,val_loss,L,U,D,AF,B,E,LR])\n",
        "                            tic = time.clock()\n",
        "                            print(f\"Model {i}: {tic-toc}\")\n",
        "                            i+=1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "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>ACCURACY</th>\n",
              "      <th>LOSS</th>\n",
              "      <th>LAYERS</th>\n",
              "      <th>UNITS</th>\n",
              "      <th>DROPOUT</th>\n",
              "      <th>ACTIVATION_FUNCTION</th>\n",
              "      <th>BATCH_SIZE</th>\n",
              "      <th>EPOCHS</th>\n",
              "      <th>LEARNING_RATE</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.695652</td>\n",
              "      <td>0.621180</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>5</td>\n",
              "      <td>0.1000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.750000</td>\n",
              "      <td>0.637945</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.836957</td>\n",
              "      <td>0.410056</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.695652</td>\n",
              "      <td>0.626373</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.695652</td>\n",
              "      <td>0.618019</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>10</td>\n",
              "      <td>0.1000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.532609</td>\n",
              "      <td>0.708078</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0.804348</td>\n",
              "      <td>0.658401</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.695652</td>\n",
              "      <td>0.616149</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>0.695652</td>\n",
              "      <td>0.632599</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>0.1000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0.815217</td>\n",
              "      <td>0.624340</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0100</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   ACCURACY      LOSS  LAYERS  UNITS  DROPOUT ACTIVATION_FUNCTION  BATCH_SIZE  \\\n",
              "0  0.695652  0.621180       1     12     0.05                relu          25   \n",
              "1  0.750000  0.637945       1     12     0.05                relu          25   \n",
              "2  0.836957  0.410056       1     12     0.05                relu          25   \n",
              "3  0.695652  0.626373       1     12     0.05                relu          25   \n",
              "4  0.695652  0.618019       1     12     0.05                relu          25   \n",
              "5  0.532609  0.708078       1     12     0.05                relu          25   \n",
              "6  0.804348  0.658401       1     12     0.05                relu          25   \n",
              "7  0.695652  0.616149       1     12     0.05                relu          25   \n",
              "8  0.695652  0.632599       1     12     0.05                relu          25   \n",
              "9  0.815217  0.624340       1     12     0.05                relu          25   \n",
              "\n",
              "   EPOCHS  LEARNING_RATE  \n",
              "0       5         0.1000  \n",
              "1       5         0.0100  \n",
              "2       5         0.0010  \n",
              "3       5         0.0001  \n",
              "4      10         0.1000  \n",
              "5      10         0.0100  \n",
              "6      10         0.0010  \n",
              "7      10         0.0001  \n",
              "8      25         0.1000  \n",
              "9      25         0.0100  "
            ]
          },
          "execution_count": 121,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Save model info to a csv, since the above code block took (1st time: 897 min, 2nd time: 953 min) to completely run (15-16 hours)\n",
        "df_models_info = pd.DataFrame(allModelsMetricsAndParams, columns = [\"ACCURACY\",\"LOSS\",\"LAYERS\",\"UNITS\",\"DROPOUT\",\"ACTIVATION_FUNCTION\",\"BATCH_SIZE\",\"EPOCHS\",\"LEARNING_RATE\"])\n",
        "compression_opts = dict(method='zip', archive_name='models_info.csv')\n",
        "df_models_info.to_csv('models_info_with_AF.zip', index=False, compression=compression_opts)\n",
        "df_models_info.head(10)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "\n",
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              "        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>ACCURACY</th>\n",
              "      <th>LOSS</th>\n",
              "      <th>LAYERS</th>\n",
              "      <th>UNITS</th>\n",
              "      <th>DROPOUT</th>\n",
              "      <th>ACTIVATION_FUNCTION</th>\n",
              "      <th>BATCH_SIZE</th>\n",
              "      <th>EPOCHS</th>\n",
              "      <th>LEARNING_RATE</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.695652</td>\n",
              "      <td>0.621180</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>5</td>\n",
              "      <td>0.1000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.750000</td>\n",
              "      <td>0.637945</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.836957</td>\n",
              "      <td>0.410056</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.695652</td>\n",
              "      <td>0.626373</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.695652</td>\n",
              "      <td>0.618019</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>10</td>\n",
              "      <td>0.1000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.532609</td>\n",
              "      <td>0.708078</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0.804348</td>\n",
              "      <td>0.658401</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.695652</td>\n",
              "      <td>0.616149</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>0.695652</td>\n",
              "      <td>0.632599</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>0.1000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0.815217</td>\n",
              "      <td>0.624340</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0100</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   ACCURACY      LOSS  LAYERS  UNITS  DROPOUT ACTIVATION_FUNCTION  BATCH_SIZE  \\\n",
              "0  0.695652  0.621180       1     12     0.05                relu          25   \n",
              "1  0.750000  0.637945       1     12     0.05                relu          25   \n",
              "2  0.836957  0.410056       1     12     0.05                relu          25   \n",
              "3  0.695652  0.626373       1     12     0.05                relu          25   \n",
              "4  0.695652  0.618019       1     12     0.05                relu          25   \n",
              "5  0.532609  0.708078       1     12     0.05                relu          25   \n",
              "6  0.804348  0.658401       1     12     0.05                relu          25   \n",
              "7  0.695652  0.616149       1     12     0.05                relu          25   \n",
              "8  0.695652  0.632599       1     12     0.05                relu          25   \n",
              "9  0.815217  0.624340       1     12     0.05                relu          25   \n",
              "\n",
              "   EPOCHS  LEARNING_RATE  \n",
              "0       5         0.1000  \n",
              "1       5         0.0100  \n",
              "2       5         0.0010  \n",
              "3       5         0.0001  \n",
              "4      10         0.1000  \n",
              "5      10         0.0100  \n",
              "6      10         0.0010  \n",
              "7      10         0.0001  \n",
              "8      25         0.1000  \n",
              "9      25         0.0100  "
            ]
          },
          "execution_count": 132,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Read the csv with the saved models_info\n",
        "# df_models_info = pd.read_csv(\"models_info.zip\")\n",
        "df_models_info = pd.read_csv(\"models_info_with_AF.zip\") # Previous one accidently ran on the default AF instead of changing it\n",
        "df_models_info.head(10)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[[0.695652186870575, 0.6211803555488586, 1, 12, 0.05, 'relu', 25, 5, 0.1],\n",
              " [0.75, 0.6379451155662537, 1, 12, 0.05, 'relu', 25, 5, 0.01],\n",
              " [0.8369565010070801, 0.4100559055805206, 1, 12, 0.05, 'relu', 25, 5, 0.001],\n",
              " [0.695652186870575, 0.6263731718063354, 1, 12, 0.05, 'relu', 25, 5, 0.0001],\n",
              " [0.695652186870575, 0.6180190443992615, 1, 12, 0.05, 'relu', 25, 10, 0.1],\n",
              " [0.532608687877655, 0.7080775499343872, 1, 12, 0.05, 'relu', 25, 10, 0.01],\n",
              " [0.804347813129425, 0.6584011316299438, 1, 12, 0.05, 'relu', 25, 10, 0.001],\n",
              " [0.695652186870575, 0.6161488890647888, 1, 12, 0.05, 'relu', 25, 10, 0.0001],\n",
              " [0.695652186870575, 0.6325989365577698, 1, 12, 0.05, 'relu', 25, 25, 0.1],\n",
              " [0.8152173757553101, 0.6243403553962708, 1, 12, 0.05, 'relu', 25, 25, 0.01]]"
            ]
          },
          "execution_count": 133,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "allModelsMetricsAndParams = df_models_info.to_numpy().tolist()\n",
        "allModelsMetricsAndParams[0:10]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "import copy\n",
        "bestAccuracyFirst = sorted(copy.deepcopy(allModelsMetricsAndParams), key=lambda x: x[0], reverse=True) #highest accuracy first\n",
        "bestLossFirst = sorted(copy.deepcopy(allModelsMetricsAndParams), key=lambda x:x[1], reverse=False) #low loss first"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\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>ACCURACY</th>\n",
              "      <th>LOSS</th>\n",
              "      <th>LAYERS</th>\n",
              "      <th>UNITS</th>\n",
              "      <th>DROPOUT</th>\n",
              "      <th>ACTIVATION_FUNCTION</th>\n",
              "      <th>BATCH_SIZE</th>\n",
              "      <th>EPOCHS</th>\n",
              "      <th>LEARNING_RATE</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.880435</td>\n",
              "      <td>0.509253</td>\n",
              "      <td>2</td>\n",
              "      <td>25</td>\n",
              "      <td>0.10</td>\n",
              "      <td>tanh</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.545946</td>\n",
              "      <td>1</td>\n",
              "      <td>25</td>\n",
              "      <td>0.10</td>\n",
              "      <td>relu</td>\n",
              "      <td>50</td>\n",
              "      <td>25</td>\n",
              "      <td>0.1000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.374167</td>\n",
              "      <td>1</td>\n",
              "      <td>50</td>\n",
              "      <td>0.05</td>\n",
              "      <td>sigmoid</td>\n",
              "      <td>25</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.398800</td>\n",
              "      <td>1</td>\n",
              "      <td>50</td>\n",
              "      <td>0.25</td>\n",
              "      <td>sigmoid</td>\n",
              "      <td>25</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.503546</td>\n",
              "      <td>2</td>\n",
              "      <td>25</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.410291</td>\n",
              "      <td>2</td>\n",
              "      <td>25</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>50</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.377887</td>\n",
              "      <td>2</td>\n",
              "      <td>25</td>\n",
              "      <td>0.05</td>\n",
              "      <td>tanh</td>\n",
              "      <td>100</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.342234</td>\n",
              "      <td>2</td>\n",
              "      <td>25</td>\n",
              "      <td>0.25</td>\n",
              "      <td>relu</td>\n",
              "      <td>50</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.364943</td>\n",
              "      <td>2</td>\n",
              "      <td>50</td>\n",
              "      <td>0.10</td>\n",
              "      <td>relu</td>\n",
              "      <td>100</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.348552</td>\n",
              "      <td>4</td>\n",
              "      <td>25</td>\n",
              "      <td>0.10</td>\n",
              "      <td>relu</td>\n",
              "      <td>50</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0010</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   ACCURACY      LOSS  LAYERS  UNITS  DROPOUT ACTIVATION_FUNCTION  BATCH_SIZE  \\\n",
              "0  0.880435  0.509253       2     25     0.10                tanh          25   \n",
              "1  0.869565  0.545946       1     25     0.10                relu          50   \n",
              "2  0.869565  0.374167       1     50     0.05             sigmoid          25   \n",
              "3  0.869565  0.398800       1     50     0.25             sigmoid          25   \n",
              "4  0.869565  0.503546       2     25     0.05                relu          25   \n",
              "5  0.869565  0.410291       2     25     0.05                relu          50   \n",
              "6  0.869565  0.377887       2     25     0.05                tanh         100   \n",
              "7  0.869565  0.342234       2     25     0.25                relu          50   \n",
              "8  0.869565  0.364943       2     50     0.10                relu         100   \n",
              "9  0.869565  0.348552       4     25     0.10                relu          50   \n",
              "\n",
              "   EPOCHS  LEARNING_RATE  \n",
              "0      25         0.0001  \n",
              "1      25         0.1000  \n",
              "2      10         0.0001  \n",
              "3      10         0.0001  \n",
              "4      25         0.0001  \n",
              "5      25         0.0001  \n",
              "6      25         0.0001  \n",
              "7       5         0.0010  \n",
              "8      25         0.0001  \n",
              "9       5         0.0010  "
            ]
          },
          "execution_count": 135,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_bestAccuracyFirst = pd.DataFrame(bestAccuracyFirst, columns=[\"ACCURACY\",\"LOSS\",\"LAYERS\",\"UNITS\",\"DROPOUT\",\"ACTIVATION_FUNCTION\",\"BATCH_SIZE\",\"EPOCHS\",\"LEARNING_RATE\"])\n",
        "df_bestAccuracyFirst.head(10)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
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              "    }\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>ACCURACY</th>\n",
              "      <th>LOSS</th>\n",
              "      <th>LAYERS</th>\n",
              "      <th>UNITS</th>\n",
              "      <th>DROPOUT</th>\n",
              "      <th>ACTIVATION_FUNCTION</th>\n",
              "      <th>BATCH_SIZE</th>\n",
              "      <th>EPOCHS</th>\n",
              "      <th>LEARNING_RATE</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.836957</td>\n",
              "      <td>0.329539</td>\n",
              "      <td>1</td>\n",
              "      <td>50</td>\n",
              "      <td>0.05</td>\n",
              "      <td>tanh</td>\n",
              "      <td>25</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.836957</td>\n",
              "      <td>0.335897</td>\n",
              "      <td>2</td>\n",
              "      <td>50</td>\n",
              "      <td>0.05</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.339944</td>\n",
              "      <td>4</td>\n",
              "      <td>25</td>\n",
              "      <td>0.25</td>\n",
              "      <td>relu</td>\n",
              "      <td>50</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.847826</td>\n",
              "      <td>0.340133</td>\n",
              "      <td>2</td>\n",
              "      <td>50</td>\n",
              "      <td>0.10</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.826087</td>\n",
              "      <td>0.341653</td>\n",
              "      <td>1</td>\n",
              "      <td>50</td>\n",
              "      <td>0.10</td>\n",
              "      <td>tanh</td>\n",
              "      <td>25</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.342234</td>\n",
              "      <td>2</td>\n",
              "      <td>25</td>\n",
              "      <td>0.25</td>\n",
              "      <td>relu</td>\n",
              "      <td>50</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0.847826</td>\n",
              "      <td>0.342809</td>\n",
              "      <td>1</td>\n",
              "      <td>50</td>\n",
              "      <td>0.10</td>\n",
              "      <td>tanh</td>\n",
              "      <td>100</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.836957</td>\n",
              "      <td>0.347249</td>\n",
              "      <td>1</td>\n",
              "      <td>50</td>\n",
              "      <td>0.25</td>\n",
              "      <td>tanh</td>\n",
              "      <td>100</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.348552</td>\n",
              "      <td>4</td>\n",
              "      <td>25</td>\n",
              "      <td>0.10</td>\n",
              "      <td>relu</td>\n",
              "      <td>50</td>\n",
              "      <td>5</td>\n",
              "      <td>0.0010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0.836957</td>\n",
              "      <td>0.350244</td>\n",
              "      <td>4</td>\n",
              "      <td>50</td>\n",
              "      <td>0.25</td>\n",
              "      <td>relu</td>\n",
              "      <td>100</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   ACCURACY      LOSS  LAYERS  UNITS  DROPOUT ACTIVATION_FUNCTION  BATCH_SIZE  \\\n",
              "0  0.836957  0.329539       1     50     0.05                tanh          25   \n",
              "1  0.836957  0.335897       2     50     0.05                relu          25   \n",
              "2  0.869565  0.339944       4     25     0.25                relu          50   \n",
              "3  0.847826  0.340133       2     50     0.10                relu          25   \n",
              "4  0.826087  0.341653       1     50     0.10                tanh          25   \n",
              "5  0.869565  0.342234       2     25     0.25                relu          50   \n",
              "6  0.847826  0.342809       1     50     0.10                tanh         100   \n",
              "7  0.836957  0.347249       1     50     0.25                tanh         100   \n",
              "8  0.869565  0.348552       4     25     0.10                relu          50   \n",
              "9  0.836957  0.350244       4     50     0.25                relu         100   \n",
              "\n",
              "   EPOCHS  LEARNING_RATE  \n",
              "0      10         0.0001  \n",
              "1      10         0.0001  \n",
              "2      25         0.0001  \n",
              "3      10         0.0001  \n",
              "4      10         0.0001  \n",
              "5       5         0.0010  \n",
              "6      25         0.0001  \n",
              "7      25         0.0001  \n",
              "8       5         0.0010  \n",
              "9      25         0.0001  "
            ]
          },
          "execution_count": 136,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_bestLossFirst = pd.DataFrame(bestLossFirst, columns=[\"ACCURACY\",\"LOSS\",\"LAYERS\",\"UNITS\",\"DROPOUT\",\"ACTIVATION_FUNCTION\",\"BATCH_SIZE\",\"EPOCHS\",\"LEARNING_RATE\"])\n",
        "df_bestLossFirst.head(10)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Rechecking the 25 best models (in terms of accuracy):\n",
            "Model 0 | ACCURACY: (69.565–88.043%) Average: 83.91300000000001%, LOSS: (0.36951–0.62956) Average: 0.43934\n",
            "Model 1 | ACCURACY: (69.565–88.043%) Average: 84.674%, LOSS: (0.35245–0.63032) Average: 0.42599\n",
            "Model 2 | ACCURACY: (69.565–88.043%) Average: 83.261%, LOSS: (0.37165–0.6296) Average: 0.4557\n",
            "Model 3 | ACCURACY: (69.565–89.13%) Average: 84.45700000000001%, LOSS: (0.34842–0.62955) Average: 0.43337\n",
            "Model 4 | ACCURACY: (69.565–88.043%) Average: 84.02199999999999%, LOSS: (0.34848–0.62955) Average: 0.44634\n",
            "Model 5 | ACCURACY: (69.565–89.13%) Average: 84.348%, LOSS: (0.33244–0.62958) Average: 0.42942\n",
            "Model 6 | ACCURACY: (72.82600000000001–88.043%) Average: 84.783%, LOSS: (0.35415–0.66505) Average: 0.4373\n",
            "Model 7 | ACCURACY: (69.565–88.043%) Average: 84.239%, LOSS: (0.34924–0.62745) Average: 0.42835\n",
            "Model 8 | ACCURACY: (69.565–88.043%) Average: 84.565%, LOSS: (0.34001–0.62956) Average: 0.43192\n",
            "Model 9 | ACCURACY: (69.565–88.043%) Average: 84.565%, LOSS: (0.35622–0.6296) Average: 0.43346\n",
            "Model 10 | ACCURACY: (69.565–88.043%) Average: 84.783%, LOSS: (0.35566–0.62898) Average: 0.43365\n",
            "Model 11 | ACCURACY: (69.565–88.043%) Average: 84.783%, LOSS: (0.34117–0.62963) Average: 0.42904\n",
            "Model 12 | ACCURACY: (69.565–89.13%) Average: 85.0%, LOSS: (0.34247–0.62961) Average: 0.42866\n",
            "Model 13 | ACCURACY: (69.565–88.043%) Average: 83.91300000000001%, LOSS: (0.36471–0.62953) Average: 0.43422\n",
            "Model 14 | ACCURACY: (69.565–89.13%) Average: 84.239%, LOSS: (0.33131–0.62957) Average: 0.4278\n",
            "Model 15 | ACCURACY: (69.565–88.043%) Average: 83.91300000000001%, LOSS: (0.36325–0.6296) Average: 0.448\n",
            "Model 16 | ACCURACY: (75.0–88.043%) Average: 84.565%, LOSS: (0.32382–0.6359) Average: 0.43662\n",
            "Model 17 | ACCURACY: (69.565–88.043%) Average: 84.45700000000001%, LOSS: (0.3331–0.6296) Average: 0.42753\n",
            "Model 18 | ACCURACY: (68.47800000000001–89.13%) Average: 84.674%, LOSS: (0.34573–0.67182) Average: 0.43585\n",
            "Model 19 | ACCURACY: (69.565–88.043%) Average: 84.02199999999999%, LOSS: (0.36494–0.62953) Average: 0.44351\n",
            "Model 20 | ACCURACY: (69.565–88.043%) Average: 85.435%, LOSS: (0.33257–0.62977) Average: 0.42395\n",
            "Model 21 | ACCURACY: (69.565–89.13%) Average: 84.891%, LOSS: (0.3521–0.62956) Average: 0.42879\n",
            "Model 22 | ACCURACY: (69.565–88.043%) Average: 84.565%, LOSS: (0.35739–0.62954) Average: 0.43194\n",
            "Model 23 | ACCURACY: (69.565–88.043%) Average: 84.783%, LOSS: (0.35974–0.62938) Average: 0.42712\n",
            "Model 24 | ACCURACY: (69.565–88.043%) Average: 84.13000000000001%, LOSS: (0.35412–0.62957) Average: 0.42711\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "\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>ACCURACY</th>\n",
              "      <th>LOSS</th>\n",
              "      <th>LAYERS</th>\n",
              "      <th>UNITS</th>\n",
              "      <th>DROPOUT</th>\n",
              "      <th>ACTIVATION_FUNCTION</th>\n",
              "      <th>BATCH_SIZE</th>\n",
              "      <th>EPOCHS</th>\n",
              "      <th>LEARNING_RATE</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.85435</td>\n",
              "      <td>0.42395</td>\n",
              "      <td>2</td>\n",
              "      <td>25</td>\n",
              "      <td>0.10</td>\n",
              "      <td>relu</td>\n",
              "      <td>50</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.85000</td>\n",
              "      <td>0.42866</td>\n",
              "      <td>1</td>\n",
              "      <td>25</td>\n",
              "      <td>0.05</td>\n",
              "      <td>sigmoid</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.84891</td>\n",
              "      <td>0.42879</td>\n",
              "      <td>2</td>\n",
              "      <td>25</td>\n",
              "      <td>0.10</td>\n",
              "      <td>relu</td>\n",
              "      <td>100</td>\n",
              "      <td>10</td>\n",
              "      <td>0.0010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.84783</td>\n",
              "      <td>0.43730</td>\n",
              "      <td>2</td>\n",
              "      <td>25</td>\n",
              "      <td>0.05</td>\n",
              "      <td>tanh</td>\n",
              "      <td>100</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.84783</td>\n",
              "      <td>0.43365</td>\n",
              "      <td>4</td>\n",
              "      <td>25</td>\n",
              "      <td>0.25</td>\n",
              "      <td>relu</td>\n",
              "      <td>50</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.84783</td>\n",
              "      <td>0.42904</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>sigmoid</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0.84783</td>\n",
              "      <td>0.42712</td>\n",
              "      <td>2</td>\n",
              "      <td>25</td>\n",
              "      <td>0.10</td>\n",
              "      <td>sigmoid</td>\n",
              "      <td>50</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.84674</td>\n",
              "      <td>0.42599</td>\n",
              "      <td>1</td>\n",
              "      <td>25</td>\n",
              "      <td>0.10</td>\n",
              "      <td>relu</td>\n",
              "      <td>50</td>\n",
              "      <td>25</td>\n",
              "      <td>0.1000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>0.84674</td>\n",
              "      <td>0.43585</td>\n",
              "      <td>2</td>\n",
              "      <td>25</td>\n",
              "      <td>0.10</td>\n",
              "      <td>relu</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0.84565</td>\n",
              "      <td>0.43192</td>\n",
              "      <td>2</td>\n",
              "      <td>50</td>\n",
              "      <td>0.10</td>\n",
              "      <td>relu</td>\n",
              "      <td>100</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0001</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   ACCURACY     LOSS  LAYERS  UNITS  DROPOUT ACTIVATION_FUNCTION  BATCH_SIZE  \\\n",
              "0   0.85435  0.42395       2     25     0.10                relu          50   \n",
              "1   0.85000  0.42866       1     25     0.05             sigmoid          25   \n",
              "2   0.84891  0.42879       2     25     0.10                relu         100   \n",
              "3   0.84783  0.43730       2     25     0.05                tanh         100   \n",
              "4   0.84783  0.43365       4     25     0.25                relu          50   \n",
              "5   0.84783  0.42904       1     12     0.05             sigmoid          25   \n",
              "6   0.84783  0.42712       2     25     0.10             sigmoid          50   \n",
              "7   0.84674  0.42599       1     25     0.10                relu          50   \n",
              "8   0.84674  0.43585       2     25     0.10                relu          25   \n",
              "9   0.84565  0.43192       2     50     0.10                relu         100   \n",
              "\n",
              "   EPOCHS  LEARNING_RATE  \n",
              "0      25         0.0001  \n",
              "1      25         0.0001  \n",
              "2      10         0.0010  \n",
              "3      25         0.0001  \n",
              "4      25         0.0001  \n",
              "5      25         0.0001  \n",
              "6      25         0.0001  \n",
              "7      25         0.1000  \n",
              "8      25         0.0001  \n",
              "9      25         0.0001  "
            ]
          },
          "execution_count": 141,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Best models #Took about 3 hrs\n",
        "best_models_avg_info = copy.deepcopy(bestAccuracyFirst)[0:25]\n",
        "k = 10 \n",
        "print(f\"Rechecking the {len(best_models_avg_info)} best models (in terms of accuracy):\")\n",
        "for m in range(0, len(best_models_avg_info)):\n",
        "    avg_acc = 0\n",
        "    avg_loss = 0\n",
        "    min_acc = 0\n",
        "    max_acc = 0\n",
        "    min_loss = 0\n",
        "    max_loss = 0\n",
        "    for i in range(0, k): # 10 fold cross validation\n",
        "        model = create_model(vocab_size, num_layers=best_models_avg_info[i][2], num_units=best_models_avg_info[i][3], dropout_rate=best_models_avg_info[i][4], activation_function=best_models_avg_info[i][5])\n",
        "        val_acc, val_loss = evaluate(model, X_train, y_train, batch_size=best_models_avg_info[i][6], epochs=best_models_avg_info[i][7], learning_rate=best_models_avg_info[i][8], add_visualization=False)\n",
        "        avg_acc += val_acc\n",
        "        avg_loss += val_loss\n",
        "\n",
        "        val_acc = round(val_acc, 5)\n",
        "        val_loss = round(val_loss, 5)\n",
        "        if i == 0:\n",
        "            min_acc = val_acc\n",
        "            max_acc = val_acc\n",
        "            min_loss = val_loss\n",
        "            max_loss = val_loss\n",
        "        else:\n",
        "            if val_acc > max_acc:\n",
        "                max_acc = val_acc\n",
        "            elif val_acc < min_acc:\n",
        "                min_acc = val_acc\n",
        "            if val_loss > max_loss:\n",
        "                max_loss = val_loss\n",
        "            elif val_loss < min_loss:\n",
        "                min_loss = val_loss\n",
        "    avg_acc = round(avg_acc/n, 5)\n",
        "    avg_loss = round(avg_loss/n, 5)\n",
        "    print(f\"Model {m} | ACCURACY: ({min_acc*100}–{max_acc*100}%) Average: {avg_acc*100}%, LOSS: ({min_loss}–{max_loss}) Average: {avg_loss}\")\n",
        "    best_models_avg_info[m][0] = avg_acc\n",
        "    best_models_avg_info[m][1] = avg_loss\n",
        "\n",
        "best_models_avg_info = sorted(best_models_avg_info, key=lambda x: x[0], reverse=True) #highest accuracy first\n",
        "df_best_models_avg_info = pd.DataFrame(best_models_avg_info, columns=[\"ACCURACY\",\"LOSS\",\"LAYERS\",\"UNITS\",\"DROPOUT\",\"ACTIVATION_FUNCTION\",\"BATCH_SIZE\",\"EPOCHS\",\"LEARNING_RATE\"])\n",
        "df_best_models_avg_info.head(10) # Final top 10"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## finBERT\n",
        "\n",
        "inspiration was taken from Zoumana Keita's post on [medium ](https://medium.com/mlearning-ai/financial-text-classification-with-deep-learning-using-finbert-51a73b393a08), Praveen Purohit's post on [linkedin](https://www.linkedin.com/pulse/financial-sentiment-analysis-using-finbert-praveen-purohit/), and Rithesh Sreenivasan's post on [youtube](https://www.youtube.com/watch?v=uj4hm7Lr2Wo&ab_channel=RitheshSreenivasan)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 60,
      "metadata": {},
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "from transformers import BertTokenizer, BertForSequenceClassification\n",
        "import torch"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### Proof of Concept: Testing on one small batch"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 82,
      "metadata": {},
      "outputs": [],
      "source": [
        "#since the LSTM can only do binary classifcation (positive or negative) we will only use the subset of the data that is -1 or 1 for the purposes of model comparison\n",
        "testData = data.query('sentiment != 0').sample(frac=1).reset_index(drop=True) \n",
        "testData = testData[[\"original_headline\", \"sentiment\"]]\n",
        "\n",
        "block = 0\n",
        "sampleSize = 97\n",
        "df_array = np.array(testData[\"original_headline\"]) #df_array contains only positive and negative headlines and it's \"sampled\" (shuffled)\n",
        "df_list = list(df_array[sampleSize*block:sampleSize*(block+1)]) # performing analysis on first 100 headlines which are either positive or negative\n",
        "\n",
        "tokenizer = BertTokenizer.from_pretrained(\"ProsusAI/finbert\") #constructs our tokenizer\n",
        "model = BertForSequenceClassification.from_pretrained(\"ProsusAI/finbert\") #constructs our finbert model\n",
        "inputs = tokenizer(df_list, padding = True, truncation = True, return_tensors='pt') #tokenize text to be sent to model\n",
        "outputs = model(**inputs) \n",
        "predictions = torch.nn.functional.softmax(outputs.logits, dim=-1)\n",
        "model.config.id2label\n",
        "positive = predictions[:, 0].tolist()\n",
        "negative = predictions[:, 1].tolist()\n",
        "neutral = predictions[:, 2].tolist()\n",
        "\n",
        "table = {'Headline':df_list, \"Positive\":positive, \"Negative\":negative, \"Neutral\":neutral}      \n",
        "df2 = pd.DataFrame(table, columns = [\"Headline\", \"Positive\", \"Negative\", \"Neutral\"])\n",
        "\n",
        "\n",
        "# We could not figure out how to build a trinary classifying LSTM NN, only binary, so in order to compare our results\n",
        "# we are going to divide all neutral scores by 2 and add them to the positive and negative scores \n",
        "df2[\"Positive\"] += (df2[\"Neutral\"]/2)\n",
        "df2[\"Negative\"] += (df2[\"Neutral\"]/2)\n",
        "df2=df2.drop(columns=\"Neutral\")\n",
        "\n",
        "# In order to compare we need to convert the positive and negative scores to sentiment predictions,\n",
        "# -1 for negative, 1 for positive, then we'll compare with the known values.\n",
        "for i in df2.index:\n",
        "    df2.at[i,\"Sentiment\"] = 1 if df2.at[i,\"Positive\"] > df2.at[i,\"Negative\"] else -1 #if the positive and negative scores are equal we consider this negative\n",
        "df2 = df2.astype({\"Sentiment\":\"int\"}) #casts sentiment column to be int type\n",
        "\n",
        "# analyze accuracy\n",
        "correct = 0\n",
        "for i in range(sampleSize):\n",
        "    predicted = df2.at[i,\"Sentiment\"]\n",
        "    known = testData.at[i,\"sentiment\"]\n",
        "    if predicted==known:\n",
        "        correct+=1\n",
        "score = correct/sampleSize\n",
        "print(f\"Accuracy = {score}\")\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### Now to test over the entirety of the dataset, but in small batches\n",
        "\n",
        "Doing it on the entire data set as one batch took too long."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "2037"
            ]
          },
          "execution_count": 103,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "testData = data.query('sentiment != 0').sample(frac=1).reset_index(drop=True)\n",
        "testData = testData[[\"original_headline\", \"sentiment\"]]\n",
        "len(testData)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 66,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "When evaluated over all Positive and Negative observations finBERT achieved an accuracy of 0.9592538046146293\n"
          ]
        }
      ],
      "source": [
        "sampleSize = 97\n",
        "scores = []\n",
        "for analysis in range(21): #2037/97=21\n",
        "    testDataBatch = testData[sampleSize*analysis:sampleSize*(analysis+1)].reset_index(drop=True)\n",
        "    #display(testDataBatch.head())\n",
        "    df_list = list(testDataBatch[\"original_headline\"])\n",
        "    tokenizer = BertTokenizer.from_pretrained(\"ProsusAI/finbert\") #constructs our tokenizer\n",
        "    model = BertForSequenceClassification.from_pretrained(\"ProsusAI/finbert\") #constructs our finbert model\n",
        "\n",
        "    inputs = tokenizer(df_list, padding = True, truncation = True, return_tensors='pt') #tokenize text to be sent to model\n",
        "    outputs = model(**inputs) \n",
        "    predictions = torch.nn.functional.softmax(outputs.logits, dim=-1)\n",
        "\n",
        "    model.config.id2label\n",
        "    positive = predictions[:, 0].tolist()\n",
        "    negative = predictions[:, 1].tolist()\n",
        "    neutral = predictions[:, 2].tolist()\n",
        "    table = {'Headline':df_list, \"Positive\":positive, \"Negative\":negative, \"Neutral\":neutral}      \n",
        "    df2 = pd.DataFrame(table, columns = [\"Headline\", \"Positive\", \"Negative\", \"Neutral\"])\n",
        "\n",
        "    #get rid of the neutral predictions\n",
        "    df2[\"Positive\"] += (df2[\"Neutral\"]/2)\n",
        "    df2[\"Negative\"] += (df2[\"Neutral\"]/2)\n",
        "    df2=df2.drop(columns=\"Neutral\")\n",
        "\n",
        "    for i in df2.index:\n",
        "        df2.at[i,\"sentiment\"] = 1 if df2.at[i,\"Positive\"] > df2.at[i,\"Negative\"] else -1\n",
        "    df2 = df2.astype({\"sentiment\":\"int\"}) #casts sentiment column to be int type\n",
        "\n",
        "    #evaluate this batch\n",
        "    correct = 0\n",
        "    for i in range(sampleSize):\n",
        "        predicted = df2.at[i,\"sentiment\"]\n",
        "        known = testDataBatch.at[i,\"sentiment\"]\n",
        "        if predicted==known:\n",
        "            correct+=1\n",
        "    score = correct/sampleSize\n",
        "    scores.append(score)\n",
        "\n",
        "#average all batch scores\n",
        "print(f\"When evaluated over all Positive and Negative observations finBERT achieved an accuracy of {np.mean(scores)}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## TextBlob"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Making Predictions"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "                                      original_headline  sentiment  \\\n",
            "0     Exports of goods fell by 59 % , and imports by...         -1   \n",
            "1     MD Henning Bahr of Stockmann Gruppen praises t...          1   \n",
            "2     Comparable operating profit decreased to EUR 1...         -1   \n",
            "3     Stocks in news: Reliance Industries, ICICI Ban...         -1   \n",
            "4     Savon koulutuskuntayhtyma , Finland based comp...          1   \n",
            "...                                                 ...        ...   \n",
            "2032  30 November 2009 - Finnish office furniture ma...         -1   \n",
            "2033  After the renovation the biggest moulding line...          1   \n",
            "2034  The recent troubles simply make NETeller cheap...         -1   \n",
            "2035  Ruukki Group calculates that it has lost EUR 4...         -1   \n",
            "2036  Net sales of the Vegetable Oil Business rose t...          1   \n",
            "\n",
            "      textblob_polarity  \n",
            "0                     1  \n",
            "1                     1  \n",
            "2                    -1  \n",
            "3                     1  \n",
            "4                     1  \n",
            "...                 ...  \n",
            "2032                 -1  \n",
            "2033                  1  \n",
            "2034                  1  \n",
            "2035                 -1  \n",
            "2036                  1  \n",
            "\n",
            "[2037 rows x 3 columns]\n"
          ]
        }
      ],
      "source": [
        "from textblob import TextBlob\n",
        "\n",
        "#since the LSTM can only do binary classifcation (positive or negative) we will only use the subset of the data that is -1 or 1 for the purposes of model comparison\n",
        "testData = data.query('sentiment != 0').sample(frac=1).reset_index(drop=True)\n",
        "testData = testData[[\"original_headline\", \"sentiment\"]]\n",
        "\n",
        "#applies polarity (sentiment) detection and adds onto end of dataframe\n",
        "pol = lambda x: TextBlob(x).sentiment.polarity\n",
        "testData['textblob_polarity'] = testData['original_headline'].apply(pol)\n",
        "\n",
        "#Rounds up/down polarity value to match our sentiment organization into -1 and 1\n",
        "testData['textblob_polarity'] = testData['textblob_polarity'].apply(lambda x : 1 if x >= 0 else -1)\n",
        "print(testData)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Evaluating Predictions"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy = 0.7196858124693176\n"
          ]
        }
      ],
      "source": [
        "#Calculating accuracy based off original \n",
        "sampleSize = 2037\n",
        "\n",
        "correct = 0\n",
        "for i in range(sampleSize):\n",
        "    predicted = testData.at[i,\"textblob_polarity\"]\n",
        "    known = testData.at[i,\"sentiment\"]\n",
        "    if predicted==known:\n",
        "        correct+=1\n",
        "score = correct/sampleSize\n",
        "print(f\"Accuracy = {score}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Vader"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package vader_lexicon to\n",
            "[nltk_data]     C:\\Users\\dfern\\AppData\\Roaming\\nltk_data...\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "execution_count": 108,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import nltk\n",
        "nltk.download('vader_lexicon')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Making Predictions"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "from nltk.sentiment import SentimentIntensityAnalyzer\n",
        "\n",
        "#since the LSTM can only do binary classifcation (positive or negative) we will only use the subset of the data that is -1 or 1 for the purposes of model comparison\n",
        "testData = data.query('sentiment != 0').sample(frac=1).reset_index(drop=True)\n",
        "testData = testData[[\"original_headline\", \"sentiment\"]]\n",
        "\n",
        "vaderSent = []\n",
        "\n",
        "for headline in testData[\"original_headline\"]:\n",
        "    sid = SentimentIntensityAnalyzer()\n",
        "    ss = sid.polarity_scores(headline)\n",
        "    #taking neutral values and adding equal to pos and neg sentiment\n",
        "    neg = ss['neg']\n",
        "    neut = ss['neu']\n",
        "    pos = ss['pos']\n",
        "    neut = neut/2\n",
        "    neg = neg + neg\n",
        "    pos = neut + pos\n",
        "    finalSent = 0\n",
        "    if(neg > pos):\n",
        "        finalSent = -1\n",
        "    elif(pos > neg):\n",
        "        finalSent = 1\n",
        "    else:\n",
        "        finalSent = 0\n",
        "    \n",
        "    #makes separate column \"vaderSent\" with the vader sentiment and appends it to the end of test data\n",
        "    vaderSent.append(finalSent)\n",
        "\n",
        "testData[\"vader_sentiment\"] = vaderSent   "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Evaluating Predictions"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy = 0.6980854197349042\n"
          ]
        }
      ],
      "source": [
        "sampleSize = 2037\n",
        "\n",
        "correct = 0\n",
        "for i in range(sampleSize):\n",
        "    predicted = testData.at[i,\"vader_sentiment\"]\n",
        "    known = testData.at[i,\"sentiment\"]\n",
        "    if predicted==known:\n",
        "        correct+=1\n",
        "score = correct/sampleSize\n",
        "print(f\"Accuracy = {score}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 3rd Deliverable"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Since our finBERT model performed best it will be the model we implement below."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## First we get our search phrase and pass it to google to get the headlines"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {},
      "outputs": [],
      "source": [
        "import requests\n",
        "from bs4 import BeautifulSoup\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from transformers import BertTokenizer, BertForSequenceClassification\n",
        "import torch"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 142,
      "metadata": {},
      "outputs": [],
      "source": [
        "def getHeadlines(search_string):\n",
        "    google_news_search = \"https://news.google.com/search?q=[search_string]&hl=en-US&gl=US&ceid=US%3Aen\"\n",
        "    search_string = search_string.replace(\" \", \"%20\")\n",
        "    google_news_search = google_news_search.replace(\"[search_string]\", search_string)\n",
        "    print(f\"Headlines taken from: {google_news_search}\")\n",
        "    response = requests.get(google_news_search)\n",
        "    soup = BeautifulSoup(response.text, 'html.parser')\n",
        "    headlines = soup.find('body').find_all('h3')\n",
        "    headlines = [h.text.strip() for h in headlines]\n",
        "    return headlines"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 56,
      "metadata": {},
      "outputs": [],
      "source": [
        "#we can use the datetime to order by most recent time\n",
        "# times = soup.find('body').find_all('time')\n",
        "# datetimes = [t['datetime'] for t in times]\n",
        "#for dt in datetimes:\n",
        "#    print(dt)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Now we get score each headline and return an average\n",
        "There are many different ways the overall score could be calculated. The simplest of which is an average score over all 100 returned headlines."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Helper Functions"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 87,
      "metadata": {},
      "outputs": [],
      "source": [
        "def get_finBERT():\n",
        "    tokenizer = BertTokenizer.from_pretrained(\"ProsusAI/finbert\") #constructs our tokenizer\n",
        "    model = BertForSequenceClassification.from_pretrained(\"ProsusAI/finbert\") #constructs our finbert model\n",
        "    return tokenizer, model"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Simple Average"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 169,
      "metadata": {},
      "outputs": [],
      "source": [
        "def simple_average_sentiment_score(search_string, numHeadlinesConsidered=100, argMax=True, allow_neutrals=True, displayTable=False):\n",
        "    all_headlines = getHeadlines(search_string)\n",
        "    tokenizer, model = get_finBERT()\n",
        "    inputs = tokenizer(all_headlines, padding=True, truncation=True, return_tensors=\"pt\")\n",
        "    outputs = model(**inputs)\n",
        "    predictions = torch.nn.functional.softmax(outputs.logits, dim=-1)\n",
        "    model.config.id2label\n",
        "    positive = predictions[:,0].detach().numpy()\n",
        "    neutral = predictions[:,2].detach().numpy()\n",
        "    negative = predictions[:,1].detach().numpy()\n",
        "    all = [np.array([positive[i], neutral[i], negative[i]]) for i in range(len(all_headlines))]\n",
        "    \n",
        "    # filter all based on whether neutrals are allowed or not\n",
        "    allFiltered = []\n",
        "    headlines = []\n",
        "    for i in range(len(all_headlines)):\n",
        "        if [1,0,-1][np.argmax(all[i])] != 0 or allow_neutrals: #if the sentiment is either positive or negative or we are allowing neutrals then add the observation\n",
        "            allFiltered.append(all[i])\n",
        "            headlines.append(all_headlines[i])\n",
        "        if len(allFiltered) == numHeadlinesConsidered: break\n",
        "    all = np.array(allFiltered)\n",
        "\n",
        "    pos_minus_neg = [i[0] - i[2] for i in all]\n",
        "    argMaxScores = [[1,0,-1][np.argmax(all[i])] for i in range(len(headlines))]\n",
        "    sentiments = argMaxScores if argMax else pos_minus_neg\n",
        "\n",
        "    table = {'Headline':headlines, \"Positive\":all[:,0], \"Neutral\":all[:,1], \"Negative\":all[:,2], \"Pos-Neg\":pos_minus_neg, \"Argmax\":argMaxScores}\n",
        "    table = pd.DataFrame(table, columns = [\"Headline\", \"Positive\", \"Neutral\", \"Negative\", \"Pos-Neg\", \"Argmax\"])\n",
        "    display(table) if displayTable else None\n",
        "\n",
        "    return sum(sentiments)/len(sentiments)\n",
        "    "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "The following results for the \"Netflix Stock Prices\" query were taken on the 27th of April immediately after Netflix stock had fallen."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 170,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Headlines taken from: https://news.google.com/search?q=Netflix%20Stock%20Prices&hl=en-US&gl=US&ceid=US%3Aen\n",
            "Headline=10, Positive=100, Neutral=100, Negative=100, Pos-Neg=10, ArgMax=10\n"
          ]
        },
        {
          "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>Headline</th>\n",
              "      <th>Positive</th>\n",
              "      <th>Neutral</th>\n",
              "      <th>Negative</th>\n",
              "      <th>Pos-Neg</th>\n",
              "      <th>Argmax</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Netflix Stock Price Drops 35%, Posting Biggest...</td>\n",
              "      <td>0.009453</td>\n",
              "      <td>0.017865</td>\n",
              "      <td>0.972682</td>\n",
              "      <td>-0.963230</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Spotify stock sinks to lowest prices ever as C...</td>\n",
              "      <td>0.009314</td>\n",
              "      <td>0.044115</td>\n",
              "      <td>0.946571</td>\n",
              "      <td>-0.937258</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>This math shows why Netflix's stock price coul...</td>\n",
              "      <td>0.023844</td>\n",
              "      <td>0.073582</td>\n",
              "      <td>0.902574</td>\n",
              "      <td>-0.878730</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Facebook, Netflix share prices are crashing | ...</td>\n",
              "      <td>0.025657</td>\n",
              "      <td>0.368466</td>\n",
              "      <td>0.605877</td>\n",
              "      <td>-0.580220</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>What Netflix share price drop teaches us about...</td>\n",
              "      <td>0.037404</td>\n",
              "      <td>0.740021</td>\n",
              "      <td>0.222575</td>\n",
              "      <td>-0.185171</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>After its share price dropped 35%, Netflix emp...</td>\n",
              "      <td>0.026835</td>\n",
              "      <td>0.285141</td>\n",
              "      <td>0.688024</td>\n",
              "      <td>-0.661188</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Is Netflix Stock Still Worth Owning?</td>\n",
              "      <td>0.056253</td>\n",
              "      <td>0.923972</td>\n",
              "      <td>0.019775</td>\n",
              "      <td>0.036478</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Netflix and Other Tech Stocks Report Earnings ...</td>\n",
              "      <td>0.041149</td>\n",
              "      <td>0.924386</td>\n",
              "      <td>0.034465</td>\n",
              "      <td>0.006685</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Netflix stock plummets 37% as CEO says company...</td>\n",
              "      <td>0.008717</td>\n",
              "      <td>0.035930</td>\n",
              "      <td>0.955352</td>\n",
              "      <td>-0.946635</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Will Tesla Be the Next Netflix? It Could Be An...</td>\n",
              "      <td>0.027566</td>\n",
              "      <td>0.944164</td>\n",
              "      <td>0.028269</td>\n",
              "      <td>-0.000703</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            Headline  Positive   Neutral  \\\n",
              "0  Netflix Stock Price Drops 35%, Posting Biggest...  0.009453  0.017865   \n",
              "1  Spotify stock sinks to lowest prices ever as C...  0.009314  0.044115   \n",
              "2  This math shows why Netflix's stock price coul...  0.023844  0.073582   \n",
              "3  Facebook, Netflix share prices are crashing | ...  0.025657  0.368466   \n",
              "4  What Netflix share price drop teaches us about...  0.037404  0.740021   \n",
              "5  After its share price dropped 35%, Netflix emp...  0.026835  0.285141   \n",
              "6               Is Netflix Stock Still Worth Owning?  0.056253  0.923972   \n",
              "7  Netflix and Other Tech Stocks Report Earnings ...  0.041149  0.924386   \n",
              "8  Netflix stock plummets 37% as CEO says company...  0.008717  0.035930   \n",
              "9  Will Tesla Be the Next Netflix? It Could Be An...  0.027566  0.944164   \n",
              "\n",
              "   Negative   Pos-Neg  Argmax  \n",
              "0  0.972682 -0.963230      -1  \n",
              "1  0.946571 -0.937258      -1  \n",
              "2  0.902574 -0.878730      -1  \n",
              "3  0.605877 -0.580220      -1  \n",
              "4  0.222575 -0.185171       0  \n",
              "5  0.688024 -0.661188      -1  \n",
              "6  0.019775  0.036478       0  \n",
              "7  0.034465  0.006685       0  \n",
              "8  0.955352 -0.946635      -1  \n",
              "9  0.028269 -0.000703       0  "
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "-0.6\n"
          ]
        }
      ],
      "source": [
        "print(simple_average_sentiment_score(\"Netflix Stock Prices\", numResults=10, argMax=True, allow_neutrals=True, displayTable=True))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 171,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Headlines taken from: https://news.google.com/search?q=Netflix%20Stock%20Prices&hl=en-US&gl=US&ceid=US%3Aen\n",
            "Headline=10, Positive=100, Neutral=100, Negative=100, Pos-Neg=10, ArgMax=10\n"
          ]
        },
        {
          "data": {
            "text/html": [
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              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Headline</th>\n",
              "      <th>Positive</th>\n",
              "      <th>Neutral</th>\n",
              "      <th>Negative</th>\n",
              "      <th>Pos-Neg</th>\n",
              "      <th>Argmax</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Netflix Stock Price Drops 35%, Posting Biggest...</td>\n",
              "      <td>0.009453</td>\n",
              "      <td>0.017865</td>\n",
              "      <td>0.972682</td>\n",
              "      <td>-0.963230</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Spotify stock sinks to lowest prices ever as C...</td>\n",
              "      <td>0.009314</td>\n",
              "      <td>0.044115</td>\n",
              "      <td>0.946571</td>\n",
              "      <td>-0.937258</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>This math shows why Netflix's stock price coul...</td>\n",
              "      <td>0.023844</td>\n",
              "      <td>0.073582</td>\n",
              "      <td>0.902574</td>\n",
              "      <td>-0.878730</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Facebook, Netflix share prices are crashing | ...</td>\n",
              "      <td>0.025657</td>\n",
              "      <td>0.368466</td>\n",
              "      <td>0.605877</td>\n",
              "      <td>-0.580220</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>What Netflix share price drop teaches us about...</td>\n",
              "      <td>0.037404</td>\n",
              "      <td>0.740021</td>\n",
              "      <td>0.222575</td>\n",
              "      <td>-0.185171</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>After its share price dropped 35%, Netflix emp...</td>\n",
              "      <td>0.026835</td>\n",
              "      <td>0.285141</td>\n",
              "      <td>0.688024</td>\n",
              "      <td>-0.661188</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Is Netflix Stock Still Worth Owning?</td>\n",
              "      <td>0.056253</td>\n",
              "      <td>0.923972</td>\n",
              "      <td>0.019775</td>\n",
              "      <td>0.036478</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Netflix and Other Tech Stocks Report Earnings ...</td>\n",
              "      <td>0.041149</td>\n",
              "      <td>0.924386</td>\n",
              "      <td>0.034465</td>\n",
              "      <td>0.006685</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Netflix stock plummets 37% as CEO says company...</td>\n",
              "      <td>0.008717</td>\n",
              "      <td>0.035930</td>\n",
              "      <td>0.955352</td>\n",
              "      <td>-0.946635</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Will Tesla Be the Next Netflix? It Could Be An...</td>\n",
              "      <td>0.027566</td>\n",
              "      <td>0.944164</td>\n",
              "      <td>0.028269</td>\n",
              "      <td>-0.000703</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            Headline  Positive   Neutral  \\\n",
              "0  Netflix Stock Price Drops 35%, Posting Biggest...  0.009453  0.017865   \n",
              "1  Spotify stock sinks to lowest prices ever as C...  0.009314  0.044115   \n",
              "2  This math shows why Netflix's stock price coul...  0.023844  0.073582   \n",
              "3  Facebook, Netflix share prices are crashing | ...  0.025657  0.368466   \n",
              "4  What Netflix share price drop teaches us about...  0.037404  0.740021   \n",
              "5  After its share price dropped 35%, Netflix emp...  0.026835  0.285141   \n",
              "6               Is Netflix Stock Still Worth Owning?  0.056253  0.923972   \n",
              "7  Netflix and Other Tech Stocks Report Earnings ...  0.041149  0.924386   \n",
              "8  Netflix stock plummets 37% as CEO says company...  0.008717  0.035930   \n",
              "9  Will Tesla Be the Next Netflix? It Could Be An...  0.027566  0.944164   \n",
              "\n",
              "   Negative   Pos-Neg  Argmax  \n",
              "0  0.972682 -0.963230      -1  \n",
              "1  0.946571 -0.937258      -1  \n",
              "2  0.902574 -0.878730      -1  \n",
              "3  0.605877 -0.580220      -1  \n",
              "4  0.222575 -0.185171       0  \n",
              "5  0.688024 -0.661188      -1  \n",
              "6  0.019775  0.036478       0  \n",
              "7  0.034465  0.006685       0  \n",
              "8  0.955352 -0.946635      -1  \n",
              "9  0.028269 -0.000703       0  "
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "-0.5109972821548581\n"
          ]
        }
      ],
      "source": [
        "print(simple_average_sentiment_score(\"Netflix Stock Prices\", numResults=10, argMax=False, allow_neutrals=True, displayTable=True))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 172,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Headlines taken from: https://news.google.com/search?q=Netflix%20Stock%20Prices&hl=en-US&gl=US&ceid=US%3Aen\n",
            "Headline=10, Positive=100, Neutral=100, Negative=100, Pos-Neg=10, ArgMax=10\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\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>Headline</th>\n",
              "      <th>Positive</th>\n",
              "      <th>Neutral</th>\n",
              "      <th>Negative</th>\n",
              "      <th>Pos-Neg</th>\n",
              "      <th>Argmax</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Netflix Stock Price Drops 35%, Posting Biggest...</td>\n",
              "      <td>0.009453</td>\n",
              "      <td>0.017865</td>\n",
              "      <td>0.972682</td>\n",
              "      <td>-0.963230</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Spotify stock sinks to lowest prices ever as C...</td>\n",
              "      <td>0.009314</td>\n",
              "      <td>0.044115</td>\n",
              "      <td>0.946571</td>\n",
              "      <td>-0.937258</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>This math shows why Netflix's stock price coul...</td>\n",
              "      <td>0.023844</td>\n",
              "      <td>0.073582</td>\n",
              "      <td>0.902574</td>\n",
              "      <td>-0.878730</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Facebook, Netflix share prices are crashing | ...</td>\n",
              "      <td>0.025657</td>\n",
              "      <td>0.368466</td>\n",
              "      <td>0.605877</td>\n",
              "      <td>-0.580220</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>After its share price dropped 35%, Netflix emp...</td>\n",
              "      <td>0.026835</td>\n",
              "      <td>0.285141</td>\n",
              "      <td>0.688024</td>\n",
              "      <td>-0.661188</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Netflix stock plummets 37% as CEO says company...</td>\n",
              "      <td>0.008717</td>\n",
              "      <td>0.035930</td>\n",
              "      <td>0.955352</td>\n",
              "      <td>-0.946635</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Ackman's fund likely feeling the Netflix pain ...</td>\n",
              "      <td>0.072897</td>\n",
              "      <td>0.091953</td>\n",
              "      <td>0.835150</td>\n",
              "      <td>-0.762253</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Stocks Mixed As Nasdaq Falls 0.7%; Tesla Earni...</td>\n",
              "      <td>0.014820</td>\n",
              "      <td>0.020135</td>\n",
              "      <td>0.965046</td>\n",
              "      <td>-0.950226</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Streaming services battle price increases and ...</td>\n",
              "      <td>0.418410</td>\n",
              "      <td>0.077475</td>\n",
              "      <td>0.504115</td>\n",
              "      <td>-0.085705</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Meta returned to user growth last quarter, sha...</td>\n",
              "      <td>0.934126</td>\n",
              "      <td>0.053500</td>\n",
              "      <td>0.012374</td>\n",
              "      <td>0.921751</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            Headline  Positive   Neutral  \\\n",
              "0  Netflix Stock Price Drops 35%, Posting Biggest...  0.009453  0.017865   \n",
              "1  Spotify stock sinks to lowest prices ever as C...  0.009314  0.044115   \n",
              "2  This math shows why Netflix's stock price coul...  0.023844  0.073582   \n",
              "3  Facebook, Netflix share prices are crashing | ...  0.025657  0.368466   \n",
              "4  After its share price dropped 35%, Netflix emp...  0.026835  0.285141   \n",
              "5  Netflix stock plummets 37% as CEO says company...  0.008717  0.035930   \n",
              "6  Ackman's fund likely feeling the Netflix pain ...  0.072897  0.091953   \n",
              "7  Stocks Mixed As Nasdaq Falls 0.7%; Tesla Earni...  0.014820  0.020135   \n",
              "8  Streaming services battle price increases and ...  0.418410  0.077475   \n",
              "9  Meta returned to user growth last quarter, sha...  0.934126  0.053500   \n",
              "\n",
              "   Negative   Pos-Neg  Argmax  \n",
              "0  0.972682 -0.963230      -1  \n",
              "1  0.946571 -0.937258      -1  \n",
              "2  0.902574 -0.878730      -1  \n",
              "3  0.605877 -0.580220      -1  \n",
              "4  0.688024 -0.661188      -1  \n",
              "5  0.955352 -0.946635      -1  \n",
              "6  0.835150 -0.762253      -1  \n",
              "7  0.965046 -0.950226      -1  \n",
              "8  0.504115 -0.085705      -1  \n",
              "9  0.012374  0.921751       1  "
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "-0.8\n"
          ]
        }
      ],
      "source": [
        "print(simple_average_sentiment_score(\"Netflix Stock Prices\", numResults=10, argMax=True, allow_neutrals=False, displayTable=True))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 173,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Headlines taken from: https://news.google.com/search?q=Netflix%20Stock%20Prices&hl=en-US&gl=US&ceid=US%3Aen\n",
            "Headline=10, Positive=100, Neutral=100, Negative=100, Pos-Neg=10, ArgMax=10\n"
          ]
        },
        {
          "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>Headline</th>\n",
              "      <th>Positive</th>\n",
              "      <th>Neutral</th>\n",
              "      <th>Negative</th>\n",
              "      <th>Pos-Neg</th>\n",
              "      <th>Argmax</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Netflix Stock Price Drops 35%, Posting Biggest...</td>\n",
              "      <td>0.009453</td>\n",
              "      <td>0.017865</td>\n",
              "      <td>0.972682</td>\n",
              "      <td>-0.963230</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Spotify stock sinks to lowest prices ever as C...</td>\n",
              "      <td>0.009314</td>\n",
              "      <td>0.044115</td>\n",
              "      <td>0.946571</td>\n",
              "      <td>-0.937258</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>This math shows why Netflix's stock price coul...</td>\n",
              "      <td>0.023844</td>\n",
              "      <td>0.073582</td>\n",
              "      <td>0.902574</td>\n",
              "      <td>-0.878730</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Facebook, Netflix share prices are crashing | ...</td>\n",
              "      <td>0.025657</td>\n",
              "      <td>0.368466</td>\n",
              "      <td>0.605877</td>\n",
              "      <td>-0.580220</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>After its share price dropped 35%, Netflix emp...</td>\n",
              "      <td>0.026835</td>\n",
              "      <td>0.285141</td>\n",
              "      <td>0.688024</td>\n",
              "      <td>-0.661188</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Netflix stock plummets 37% as CEO says company...</td>\n",
              "      <td>0.008717</td>\n",
              "      <td>0.035930</td>\n",
              "      <td>0.955352</td>\n",
              "      <td>-0.946635</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Ackman's fund likely feeling the Netflix pain ...</td>\n",
              "      <td>0.072897</td>\n",
              "      <td>0.091953</td>\n",
              "      <td>0.835150</td>\n",
              "      <td>-0.762253</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Stocks Mixed As Nasdaq Falls 0.7%; Tesla Earni...</td>\n",
              "      <td>0.014820</td>\n",
              "      <td>0.020135</td>\n",
              "      <td>0.965046</td>\n",
              "      <td>-0.950226</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Streaming services battle price increases and ...</td>\n",
              "      <td>0.418410</td>\n",
              "      <td>0.077475</td>\n",
              "      <td>0.504115</td>\n",
              "      <td>-0.085705</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Meta returned to user growth last quarter, sha...</td>\n",
              "      <td>0.934126</td>\n",
              "      <td>0.053500</td>\n",
              "      <td>0.012374</td>\n",
              "      <td>0.921751</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            Headline  Positive   Neutral  \\\n",
              "0  Netflix Stock Price Drops 35%, Posting Biggest...  0.009453  0.017865   \n",
              "1  Spotify stock sinks to lowest prices ever as C...  0.009314  0.044115   \n",
              "2  This math shows why Netflix's stock price coul...  0.023844  0.073582   \n",
              "3  Facebook, Netflix share prices are crashing | ...  0.025657  0.368466   \n",
              "4  After its share price dropped 35%, Netflix emp...  0.026835  0.285141   \n",
              "5  Netflix stock plummets 37% as CEO says company...  0.008717  0.035930   \n",
              "6  Ackman's fund likely feeling the Netflix pain ...  0.072897  0.091953   \n",
              "7  Stocks Mixed As Nasdaq Falls 0.7%; Tesla Earni...  0.014820  0.020135   \n",
              "8  Streaming services battle price increases and ...  0.418410  0.077475   \n",
              "9  Meta returned to user growth last quarter, sha...  0.934126  0.053500   \n",
              "\n",
              "   Negative   Pos-Neg  Argmax  \n",
              "0  0.972682 -0.963230      -1  \n",
              "1  0.946571 -0.937258      -1  \n",
              "2  0.902574 -0.878730      -1  \n",
              "3  0.605877 -0.580220      -1  \n",
              "4  0.688024 -0.661188      -1  \n",
              "5  0.955352 -0.946635      -1  \n",
              "6  0.835150 -0.762253      -1  \n",
              "7  0.965046 -0.950226      -1  \n",
              "8  0.504115 -0.085705      -1  \n",
              "9  0.012374  0.921751       1  "
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "-0.5843693137168884\n"
          ]
        }
      ],
      "source": [
        "print(simple_average_sentiment_score(\"Netflix Stock Prices\", numResults=10, argMax=False, allow_neutrals=False, displayTable=True))"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [],
      "name": "Financial_Sentiment_Analysis_Project.ipynb",
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