2020-1-capstone-design2 / 2016104172

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bert_event.ipynb 709 KB
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{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "bert_event.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "GfVUVFhIcEzs",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 122
        },
        "outputId": "cdf78cd1-712a-4947-f9ef-8057be731b6d"
      },
      "source": [
        "from google.colab import auth\n",
        "auth.authenticate_user()\n",
        "\n",
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n",
            "\n",
            "Enter your authorization code:\n",
            "··········\n",
            "Mounted at /content/gdrive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MwehpG76zWwh",
        "colab_type": "text"
      },
      "source": [
        "## Preprocess\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "naS57HvocT60",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "df = pd.read_csv('gdrive/My Drive/capstone 2/event_embedding/Thesis_data/apple_stock_2015.csv', encoding='utf-8') "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0ctpiag51v2t",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 589
        },
        "outputId": "d31cd1f5-b7cc-482e-9e31-482daddc0c4e"
      },
      "source": [
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>time</th>\n",
              "      <th>actor</th>\n",
              "      <th>action</th>\n",
              "      <th>object</th>\n",
              "      <th>percentage</th>\n",
              "      <th>etc</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1991-01-21T05:00:00+00:00</td>\n",
              "      <td>owners of Apple Computer Inc. 's Macintosh</td>\n",
              "      <td>attach</td>\n",
              "      <td>voice memos</td>\n",
              "      <td>0.811</td>\n",
              "      <td>communicate orally, too. Its latest product, V...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1991-01-21T05:00:00+00:00</td>\n",
              "      <td>owners of Apple Computer Inc. 's Macintosh</td>\n",
              "      <td>attach voice memos to</td>\n",
              "      <td>their word processing</td>\n",
              "      <td>0.768</td>\n",
              "      <td>communicate orally, too. Its latest product, V...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1991-01-21T05:00:00+00:00</td>\n",
              "      <td>Its latest product</td>\n",
              "      <td>is</td>\n",
              "      <td>a $ 129.95 program that lets owners of Apple C...</td>\n",
              "      <td>0.758</td>\n",
              "      <td>communicate orally, too. Its latest product, V...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1991-02-04T05:00:00+00:00</td>\n",
              "      <td>base of U. S. consumers</td>\n",
              "      <td>includes</td>\n",
              "      <td>names , addresses , and socioeconomic profiles...</td>\n",
              "      <td>0.704</td>\n",
              "      <td>base of U. S. consumers. The data base, which ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1991-02-04T05:00:00+00:00</td>\n",
              "      <td>they</td>\n",
              "      <td>changed</td>\n",
              "      <td>their minds</td>\n",
              "      <td>0.838</td>\n",
              "      <td>systems.       Campbell's defection comes just...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57096</th>\n",
              "      <td>2017-03-16T20:33:46+00:00</td>\n",
              "      <td>its territory</td>\n",
              "      <td>be entered in</td>\n",
              "      <td>2015</td>\n",
              "      <td>0.831</td>\n",
              "      <td>adjusting to new competition since Apple Inc. ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57097</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Executive Officer Tim Cook</td>\n",
              "      <td>undertakes his latest trip to</td>\n",
              "      <td>a country that ranks as Apple 's single bigges...</td>\n",
              "      <td>0.892</td>\n",
              "      <td>Executive Officer Tim Cook undertakes his late...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57098</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Executive Officer Tim Cook</td>\n",
              "      <td>undertakes</td>\n",
              "      <td>his latest trip</td>\n",
              "      <td>0.779</td>\n",
              "      <td>Executive Officer Tim Cook undertakes his late...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57099</th>\n",
              "      <td>NaN</td>\n",
              "      <td>it</td>\n",
              "      <td>plans to build new research facilities in</td>\n",
              "      <td>the eastern Chinese cities</td>\n",
              "      <td>0.731</td>\n",
              "      <td>Executive Officer Tim Cook undertakes his late...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57100</th>\n",
              "      <td>NaN</td>\n",
              "      <td>it</td>\n",
              "      <td>plans to build</td>\n",
              "      <td>new research facilities</td>\n",
              "      <td>0.71</td>\n",
              "      <td>Executive Officer Tim Cook undertakes his late...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>57101 rows × 6 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                            time  ...                                                etc\n",
              "0      1991-01-21T05:00:00+00:00  ...  communicate orally, too. Its latest product, V...\n",
              "1      1991-01-21T05:00:00+00:00  ...  communicate orally, too. Its latest product, V...\n",
              "2      1991-01-21T05:00:00+00:00  ...  communicate orally, too. Its latest product, V...\n",
              "3      1991-02-04T05:00:00+00:00  ...  base of U. S. consumers. The data base, which ...\n",
              "4      1991-02-04T05:00:00+00:00  ...  systems.       Campbell's defection comes just...\n",
              "...                          ...  ...                                                ...\n",
              "57096  2017-03-16T20:33:46+00:00  ...  adjusting to new competition since Apple Inc. ...\n",
              "57097                        NaN  ...  Executive Officer Tim Cook undertakes his late...\n",
              "57098                        NaN  ...  Executive Officer Tim Cook undertakes his late...\n",
              "57099                        NaN  ...  Executive Officer Tim Cook undertakes his late...\n",
              "57100                        NaN  ...  Executive Officer Tim Cook undertakes his late...\n",
              "\n",
              "[57101 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6U_0iShzeGNB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 111
        },
        "outputId": "32a091e8-e08e-4fd0-f12b-07ec7e0d244a"
      },
      "source": [
        "df[df[\"time\"] == \"2005-01-07T05:00:00+00:00\"] \n",
        "#3641\n",
        "\n",
        "df[df[\"time\"] == \"2015-01-08T23:13:25+00:00\"] \n",
        "#44978\n",
        "\n",
        "df[df[\"time\"] == \"2016-01-11T22:14:31+00:00\"]\n",
        "#50750"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>time</th>\n",
              "      <th>actor</th>\n",
              "      <th>action</th>\n",
              "      <th>object</th>\n",
              "      <th>percentage</th>\n",
              "      <th>etc</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>44977</th>\n",
              "      <td>2015-01-08T23:13:25+00:00</td>\n",
              "      <td>Beats</td>\n",
              "      <td>be start before</td>\n",
              "      <td>the Apple buyout</td>\n",
              "      <td>0.754</td>\n",
              "      <td>billion sale to Apple last year. The complaint...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44978</th>\n",
              "      <td>2015-01-08T23:13:25+00:00</td>\n",
              "      <td>the defendants</td>\n",
              "      <td>conspired to cut</td>\n",
              "      <td>Monster</td>\n",
              "      <td>0.74</td>\n",
              "      <td>billion sale to Apple last year. The complaint...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                            time  ...                                                etc\n",
              "44977  2015-01-08T23:13:25+00:00  ...  billion sale to Apple last year. The complaint...\n",
              "44978  2015-01-08T23:13:25+00:00  ...  billion sale to Apple last year. The complaint...\n",
              "\n",
              "[2 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QXZb2C8CTdsW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 255
        },
        "outputId": "19d1117b-a87d-4237-9d8e-81c674a8f5e3"
      },
      "source": [
        "import re\n",
        "from datetime import datetime,timedelta\n",
        "\n",
        "news_list = df[44979:50750].copy()\n",
        "price_list = pd.read_csv('gdrive/My Drive/capstone 2/event_embedding/Thesis_data/apple_stock_2015.csv', encoding='utf-8') \n",
        "\n",
        "for i,date in enumerate(news_list['time']):\n",
        "  if pd.isna(news_list[\"time\"][i+44979]):\n",
        "    news_list.drop(i+44979, inplace=True)\n",
        "    continue\n",
        "  else:\n",
        "    news_list['time'][i+44979] = (str((date.split(\"T\")[0]).replace(\"-\",\"\"))).replace(\" \",\"\")\n",
        "\n",
        "print(news_list)\n",
        "\n",
        "for i,_ in enumerate(price_list[\"Vol\"]):\n",
        "  if price_list[\"Vol\"][i] == \"-\":\n",
        "    price_list.drop(i, inplace=True)\n",
        "\n",
        "for i,pdate in enumerate(price_list[\"time\"]):\n",
        "  temp_date = \"\".join(re.findall(r'\\d+', pdate))\n",
        "  temp_date = datetime.strptime(temp_date,\"%Y%m%d\").date()\n",
        "  temp_date = temp_date - timedelta(days=1)\n",
        "  price_list[\"time\"][i] = (str(temp_date).replace(\"-\",\"\")).replace(\" \",\"\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "           time  ...                                                etc\n",
            "44979  20150109  ...  Mobile World Congress, while companies such as...\n",
            "44980  20150109  ...  Mobile World Congress, while companies such as...\n",
            "44981  20150109  ...  Mobile World Congress, while companies such as...\n",
            "44982  20150109  ...  led to breakthroughs, including the Nintendo N...\n",
            "44983  20150109  ...  Companies Remain the Biggest Targets as Patent...\n",
            "...         ...  ...                                                ...\n",
            "50742  20160109  ...  Top administration officials met in San Jose, ...\n",
            "50743  20160110  ...  Islamic State terror group. And it has been on...\n",
            "50746  20160111  ...  launches have become acceptable at Apple. I ha...\n",
            "50747  20160111  ...  launches have become acceptable at Apple. I ha...\n",
            "50749  20160111  ...  rout in the eight days.Declines in Apple Inc.,...\n",
            "\n",
            "[2932 rows x 6 columns]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UckgJ36-XpsW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 504
        },
        "outputId": "2348065a-c041-4470-da99-057d9449b9d3"
      },
      "source": [
        "news_list = news_list.astype(str)\n",
        "price_list = price_list.astype(str)\n",
        "combined_data = pd.merge(news_list,price_list, how='outer')\n",
        "\n",
        "combined_data.to_csv('gdrive/My Drive/capstone 2/event_embedding/Thesis_data/event_combined_data2015.csv', sep=',',encoding='UTF-8',index=False)\n",
        "combined_data"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>time</th>\n",
              "      <th>actor</th>\n",
              "      <th>action</th>\n",
              "      <th>object</th>\n",
              "      <th>percentage</th>\n",
              "      <th>etc</th>\n",
              "      <th>Price</th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Vol</th>\n",
              "      <th>Change</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>20150109</td>\n",
              "      <td>Apple</td>\n",
              "      <td>stopped floor traffic at</td>\n",
              "      <td>the Geneva International</td>\n",
              "      <td>0.881</td>\n",
              "      <td>Mobile World Congress, while companies such as...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <th>1</th>\n",
              "      <td>20150109</td>\n",
              "      <td>Apple</td>\n",
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              "      <td>floor traffic</td>\n",
              "      <td>0.842</td>\n",
              "      <td>Mobile World Congress, while companies such as...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>20150109</td>\n",
              "      <td>floor traffic</td>\n",
              "      <td>be stopped at</td>\n",
              "      <td>the Geneva International</td>\n",
              "      <td>0.724</td>\n",
              "      <td>Mobile World Congress, while companies such as...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>20150109</td>\n",
              "      <td>Apple</td>\n",
              "      <td>has created in</td>\n",
              "      <td>recent history</td>\n",
              "      <td>0.793</td>\n",
              "      <td>led to breakthroughs, including the Nintendo N...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>20150109</td>\n",
              "      <td>Patent Suits Drop Technology companies</td>\n",
              "      <td>remain the biggest targets of</td>\n",
              "      <td>patent lawsuits</td>\n",
              "      <td>0.861</td>\n",
              "      <td>Companies Remain the Biggest Targets as Patent...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2968</th>\n",
              "      <td>20150301</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>129.09</td>\n",
              "      <td>129.25</td>\n",
              "      <td>130.28</td>\n",
              "      <td>128.3</td>\n",
              "      <td>48.10M</td>\n",
              "      <td>0.49%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2969</th>\n",
              "      <td>20150222</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>133.0</td>\n",
              "      <td>130.02</td>\n",
              "      <td>133.0</td>\n",
              "      <td>129.66</td>\n",
              "      <td>70.97M</td>\n",
              "      <td>2.70%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2970</th>\n",
              "      <td>20150208</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>119.72</td>\n",
              "      <td>118.55</td>\n",
              "      <td>119.84</td>\n",
              "      <td>118.43</td>\n",
              "      <td>38.89M</td>\n",
              "      <td>0.66%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2971</th>\n",
              "      <td>20150125</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>113.1</td>\n",
              "      <td>113.74</td>\n",
              "      <td>114.36</td>\n",
              "      <td>112.8</td>\n",
              "      <td>55.61M</td>\n",
              "      <td>0.11%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2972</th>\n",
              "      <td>20150119</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>108.72</td>\n",
              "      <td>107.84</td>\n",
              "      <td>108.87</td>\n",
              "      <td>106.5</td>\n",
              "      <td>49.90M</td>\n",
              "      <td>2.58%</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2973 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          time                                   actor  ...     Vol Change\n",
              "0     20150109                                   Apple  ...     NaN    NaN\n",
              "1     20150109                                   Apple  ...     NaN    NaN\n",
              "2     20150109                           floor traffic  ...     NaN    NaN\n",
              "3     20150109                                   Apple  ...     NaN    NaN\n",
              "4     20150109  Patent Suits Drop Technology companies  ...     NaN    NaN\n",
              "...        ...                                     ...  ...     ...    ...\n",
              "2968  20150301                                     NaN  ...  48.10M  0.49%\n",
              "2969  20150222                                     NaN  ...  70.97M  2.70%\n",
              "2970  20150208                                     NaN  ...  38.89M  0.66%\n",
              "2971  20150125                                     NaN  ...  55.61M  0.11%\n",
              "2972  20150119                                     NaN  ...  49.90M  2.58%\n",
              "\n",
              "[2973 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7o0UmoDNemCF",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "4c61ad69-710c-4262-f27d-76f3a5d8931a"
      },
      "source": [
        "import pandas as pd\n",
        "from datetime import datetime,timedelta\n",
        "\n",
        "combined_data = pd.read_csv('gdrive/My Drive/capstone 2/event_embedding/Thesis_data/combined_data2015.csv', encoding='utf-8') \n",
        "index_list = []\n",
        "combined_data = combined_data.astype(str)\n",
        "found = False\n",
        "\n",
        "for i, data in enumerate(combined_data[\"Change\"]):\n",
        "  if pd.isna(combined_data[\"headline\"][i]):\n",
        "    combined_data.drop(i, inplace=True)\n",
        "  else:\n",
        "    if \"%\" not in str(data):\n",
        "      index = i\n",
        "      # count = 1\n",
        "      temp_date = datetime.strptime(combined_data[\"time\"][i],\"%Y%m%d\").date()\n",
        "      while(found == False):\n",
        "        temp_date = temp_date + timedelta(days=1)\n",
        "        check_date = str((str(temp_date).replace(\"-\",\"\")).replace(\" \",\"\"))\n",
        "        print(combined_data[\"time\"][i],check_date)\n",
        "        if(check_date in combined_data[\"time\"].values):\n",
        "          # found = True\n",
        "          index = int(combined_data[combined_data[\"time\"] == check_date].index[0])\n",
        "          if(not pd.isna(combined_data[\"Price\"][index])):\n",
        "            found = True\n",
        "\n",
        "      print(\"Found : \",combined_data[\"time\"][i], combined_data[\"time\"][index])\n",
        "      # combined_data[\"event\"][i] = combined_data[\"actor\"][i] + combined_data[\"action\"][i] + combined_data[\"object\"][i]\n",
        "      combined_data[\"Price\"][i] = combined_data[\"Price\"][index]\n",
        "      combined_data[\"Open\"][i] = combined_data[\"Open\"][index]\n",
        "      combined_data[\"High\"][i] = combined_data[\"High\"][index]\n",
        "      combined_data[\"Low\"][i] = combined_data[\"Low\"][index]\n",
        "      combined_data[\"Vol\"][i] = combined_data[\"Vol\"][index]\n",
        "      combined_data[\"Change\"][i] = combined_data[\"Change\"][index]\n",
        "      found = False\n",
        "\n",
        "    temp = str(combined_data[\"Change\"][i]).split(\"%\")[0]\n",
        "    # if float(temp) >= 1:\n",
        "    #   index_list.append(2)\n",
        "    # elif float(temp) < 1 and float(temp) >-1:\n",
        "    #   index_list.append(1)\n",
        "    # else:\n",
        "    #   index_list.append(0)\n",
        "    if float(temp) >= 0:\n",
        "      index_list.append(1)\n",
        "    else:\n",
        "      index_list.append(0)\n",
        "\n",
        "combined_data[\"index\"] = index_list\n",
        "combined_data.to_csv('gdrive/My Drive/capstone 2/event_embedding/Thesis_data/combined_data2015.csv', sep=',',encoding='UTF-8',index=False)\n",
        "combined_data"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "20150109 20150110\n",
            "Found :  20150109 20150110\n",
            "20150109 20150110\n",
            "Found :  20150109 20150110\n",
            "20150109 20150110\n",
            "Found :  20150109 20150110\n",
            "20150109 20150110\n",
            "Found :  20150109 20150110\n",
            "20150109 20150110\n",
            "Found :  20150109 20150110\n",
            "20150109 20150110\n",
            "Found :  20150109 20150110\n",
            "20150109 20150110\n",
            "Found :  20150109 20150110\n",
            "20150109 20150110\n",
            "Found :  20150109 20150110\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150116 20150117\n",
            "Found :  20150116 20150117\n",
            "20150117 20150118\n",
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            "20150117 20150118\n",
            "Found :  20150117 20150118\n",
            "20150117 20150118\n",
            "Found :  20150117 20150118\n",
            "20150123 20150124\n",
            "Found :  20150123 20150124\n",
            "20150123 20150124\n",
            "Found :  20150123 20150124\n",
            "20150123 20150124\n",
            "Found :  20150123 20150124\n",
            "20150123 20150124\n",
            "Found :  20150123 20150124\n",
            "20150123 20150124\n",
            "Found :  20150123 20150124\n",
            "20150123 20150124\n",
            "Found :  20150123 20150124\n",
            "20150123 20150124\n",
            "Found :  20150123 20150124\n",
            "20150130 20150131\n",
            "Found :  20150130 20150131\n",
            "20150130 20150131\n",
            "Found :  20150130 20150131\n",
            "20150130 20150131\n",
            "Found :  20150130 20150131\n",
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            "Found :  20150130 20150131\n",
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            "Found :  20150130 20150131\n",
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            "Found :  20150130 20150131\n",
            "20150130 20150131\n",
            "Found :  20150130 20150131\n",
            "20150130 20150131\n",
            "Found :  20150130 20150131\n",
            "20150130 20150131\n",
            "Found :  20150130 20150131\n",
            "20150130 20150131\n",
            "Found :  20150130 20150131\n",
            "20150130 20150131\n",
            "Found :  20150130 20150131\n",
            "20150130 20150131\n",
            "Found :  20150130 20150131\n",
            "20150130 20150131\n",
            "Found :  20150130 20150131\n",
            "20150130 20150131\n",
            "Found :  20150130 20150131\n",
            "20150130 20150131\n",
            "Found :  20150130 20150131\n",
            "20150130 20150131\n",
            "Found :  20150130 20150131\n",
            "20150130 20150131\n",
            "Found :  20150130 20150131\n",
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            "Found :  20150130 20150131\n",
            "20150213 20150214\n",
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            "20150306 20150307\n",
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            "20151030 20151031\n",
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            "Found :  20151218 20151219\n",
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            "Found :  20151218 20151219\n",
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            "Found :  20151218 20151219\n",
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            "Found :  20151218 20151219\n",
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            "Found :  20151218 20151219\n",
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            "Found :  20151218 20151219\n",
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            "Found :  20151218 20151219\n",
            "20151224 20151225\n",
            "Found :  20151224 20151225\n",
            "20151224 20151225\n",
            "Found :  20151224 20151225\n",
            "20151231 20160101\n",
            "Found :  20151231 20160101\n",
            "20151231 20160101\n",
            "Found :  20151231 20160101\n",
            "20151231 20160101\n",
            "Found :  20151231 20160101\n",
            "20151231 20160101\n",
            "Found :  20151231 20160101\n",
            "20151231 20160101\n",
            "Found :  20151231 20160101\n",
            "20151231 20160101\n",
            "Found :  20151231 20160101\n",
            "20151231 20160101\n",
            "Found :  20151231 20160101\n",
            "20151231 20160101\n",
            "Found :  20151231 20160101\n",
            "20151231 20160101\n",
            "Found :  20151231 20160101\n",
            "20160101 20160102\n",
            "Found :  20160101 20160102\n",
            "20160101 20160102\n",
            "Found :  20160101 20160102\n",
            "20160108 20160109\n",
            "Found :  20160108 20160109\n",
            "20160108 20160109\n",
            "Found :  20160108 20160109\n",
            "20160108 20160109\n",
            "Found :  20160108 20160109\n",
            "20160108 20160109\n",
            "Found :  20160108 20160109\n",
            "20160108 20160109\n",
            "Found :  20160108 20160109\n",
            "20160108 20160109\n",
            "Found :  20160108 20160109\n",
            "20160108 20160109\n",
            "Found :  20160108 20160109\n",
            "20160108 20160109\n",
            "Found :  20160108 20160109\n",
            "20160108 20160109\n",
            "Found :  20160108 20160109\n",
            "20160108 20160109\n",
            "Found :  20160108 20160109\n",
            "20160108 20160109\n",
            "Found :  20160108 20160109\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "      <th></th>\n",
              "      <th>time</th>\n",
              "      <th>headline</th>\n",
              "      <th>body</th>\n",
              "      <th>Price</th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Vol</th>\n",
              "      <th>Change</th>\n",
              "      <th>index</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>20150109</td>\n",
              "      <td>Putting the Mobile Into Automobile</td>\n",
              "      <td>Mobile World Congress, while companies such a...</td>\n",
              "      <td>109.25</td>\n",
              "      <td>112.6</td>\n",
              "      <td>112.63</td>\n",
              "      <td>108.8</td>\n",
              "      <td>49.65M</td>\n",
              "      <td>-2.46%</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>20150109</td>\n",
              "      <td>Hey, You—Keep Your Hands Off My Loan</td>\n",
              "      <td>the investment companies that control them ca...</td>\n",
              "      <td>109.25</td>\n",
              "      <td>112.6</td>\n",
              "      <td>112.63</td>\n",
              "      <td>108.8</td>\n",
              "      <td>49.65M</td>\n",
              "      <td>-2.46%</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>20150109</td>\n",
              "      <td>Six Gadgets You Thought Were Dead Are New Agai...</td>\n",
              "      <td>led to breakthroughs, including the Nintendo ...</td>\n",
              "      <td>109.25</td>\n",
              "      <td>112.6</td>\n",
              "      <td>112.63</td>\n",
              "      <td>108.8</td>\n",
              "      <td>49.65M</td>\n",
              "      <td>-2.46%</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>20150109</td>\n",
              "      <td>Symantec, Microsoft, Blue Cross: Intellectual ...</td>\n",
              "      <td>Companies Remain the Biggest Targets as Paten...</td>\n",
              "      <td>109.25</td>\n",
              "      <td>112.6</td>\n",
              "      <td>112.63</td>\n",
              "      <td>108.8</td>\n",
              "      <td>49.65M</td>\n",
              "      <td>-2.46%</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>20150109</td>\n",
              "      <td>Levine on Wall Street: Banks, Lawyers and Chur...</td>\n",
              "      <td>technology show is going on in Las Vegas, and...</td>\n",
              "      <td>109.25</td>\n",
              "      <td>112.6</td>\n",
              "      <td>112.63</td>\n",
              "      <td>108.8</td>\n",
              "      <td>49.65M</td>\n",
              "      <td>-2.46%</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3704</th>\n",
              "      <td>20150705</td>\n",
              "      <td>nan</td>\n",
              "      <td>nan</td>\n",
              "      <td>126.0</td>\n",
              "      <td>124.94</td>\n",
              "      <td>126.23</td>\n",
              "      <td>124.85</td>\n",
              "      <td>28.06M</td>\n",
              "      <td>-0.35%</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3705</th>\n",
              "      <td>20150628</td>\n",
              "      <td>nan</td>\n",
              "      <td>nan</td>\n",
              "      <td>124.53</td>\n",
              "      <td>125.46</td>\n",
              "      <td>126.47</td>\n",
              "      <td>124.48</td>\n",
              "      <td>49.16M</td>\n",
              "      <td>-1.75%</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3706</th>\n",
              "      <td>20150329</td>\n",
              "      <td>nan</td>\n",
              "      <td>nan</td>\n",
              "      <td>126.37</td>\n",
              "      <td>124.05</td>\n",
              "      <td>126.4</td>\n",
              "      <td>124.0</td>\n",
              "      <td>47.10M</td>\n",
              "      <td>2.53%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3707</th>\n",
              "      <td>20150322</td>\n",
              "      <td>nan</td>\n",
              "      <td>nan</td>\n",
              "      <td>127.21</td>\n",
              "      <td>127.12</td>\n",
              "      <td>127.85</td>\n",
              "      <td>126.52</td>\n",
              "      <td>37.71M</td>\n",
              "      <td>1.04%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3708</th>\n",
              "      <td>20150208</td>\n",
              "      <td>nan</td>\n",
              "      <td>nan</td>\n",
              "      <td>119.72</td>\n",
              "      <td>118.55</td>\n",
              "      <td>119.84</td>\n",
              "      <td>118.43</td>\n",
              "      <td>38.89M</td>\n",
              "      <td>0.66%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3709 rows × 10 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          time  ... index\n",
              "0     20150109  ...     0\n",
              "1     20150109  ...     0\n",
              "2     20150109  ...     0\n",
              "3     20150109  ...     0\n",
              "4     20150109  ...     0\n",
              "...        ...  ...   ...\n",
              "3704  20150705  ...     0\n",
              "3705  20150628  ...     0\n",
              "3706  20150329  ...     1\n",
              "3707  20150322  ...     1\n",
              "3708  20150208  ...     1\n",
              "\n",
              "[3709 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gkOgPapeisgJ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "outputId": "2d150fe5-9661-424e-9e16-514b83357fae"
      },
      "source": [
        "import pandas as pd\n",
        "combined_data = pd.read_csv('gdrive/My Drive/capstone 2/event_embedding/Thesis_data/event_keyword_data.csv', encoding='utf-8') \n",
        "combined_data"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\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>date</th>\n",
              "      <th>title</th>\n",
              "      <th>price</th>\n",
              "      <th>open</th>\n",
              "      <th>high</th>\n",
              "      <th>low</th>\n",
              "      <th>volume</th>\n",
              "      <th>change</th>\n",
              "      <th>index</th>\n",
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              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>20050107</td>\n",
              "      <td>chip giant Intel reports on Tuesday and Apple ...</td>\n",
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              "      <td>5.05</td>\n",
              "      <td>4.85</td>\n",
              "      <td>434.26M</td>\n",
              "      <td>-0.40%</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>20050110</td>\n",
              "      <td>The PC camp will have to contend with a resurg...</td>\n",
              "      <td>4.61</td>\n",
              "      <td>4.88</td>\n",
              "      <td>4.94</td>\n",
              "      <td>4.58</td>\n",
              "      <td>654.04M</td>\n",
              "      <td>-6.49%</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>20050111</td>\n",
              "      <td>Apple Computer followed by Sun Microsystems. y...</td>\n",
              "      <td>4.68</td>\n",
              "      <td>4.67</td>\n",
              "      <td>4.71</td>\n",
              "      <td>4.52</td>\n",
              "      <td>507.50M</td>\n",
              "      <td>1.52%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>20050112</td>\n",
              "      <td>Wednesday , Apple Computer ( AAPL ) posted 70 ...</td>\n",
              "      <td>4.99</td>\n",
              "      <td>5.26</td>\n",
              "      <td>5.32</td>\n",
              "      <td>4.98</td>\n",
              "      <td>792.41M</td>\n",
              "      <td>6.62%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>20050113</td>\n",
              "      <td>Apple Computer posted 70 cents. 2.69 % be rose...</td>\n",
              "      <td>5.01</td>\n",
              "      <td>5.01</td>\n",
              "      <td>5.12</td>\n",
              "      <td>4.94</td>\n",
              "      <td>442.85M</td>\n",
              "      <td>0.40%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2275</th>\n",
              "      <td>20150102</td>\n",
              "      <td>You own a possible van Gogh. The combined squa...</td>\n",
              "      <td>106.25</td>\n",
              "      <td>108.29</td>\n",
              "      <td>108.65</td>\n",
              "      <td>105.41</td>\n",
              "      <td>64.29M</td>\n",
              "      <td>-2.82%</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2276</th>\n",
              "      <td>20150105</td>\n",
              "      <td>Google HiresThe median age of employees is 28....</td>\n",
              "      <td>106.26</td>\n",
              "      <td>106.54</td>\n",
              "      <td>107.43</td>\n",
              "      <td>104.63</td>\n",
              "      <td>65.80M</td>\n",
              "      <td>0.01%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2277</th>\n",
              "      <td>20150106</td>\n",
              "      <td>The cuts will be introduced during the first q...</td>\n",
              "      <td>107.75</td>\n",
              "      <td>107.20</td>\n",
              "      <td>108.20</td>\n",
              "      <td>106.69</td>\n",
              "      <td>40.11M</td>\n",
              "      <td>1.40%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2278</th>\n",
              "      <td>20150107</td>\n",
              "      <td>A user could turn a device. A flexible device ...</td>\n",
              "      <td>111.89</td>\n",
              "      <td>109.23</td>\n",
              "      <td>112.15</td>\n",
              "      <td>108.70</td>\n",
              "      <td>59.36M</td>\n",
              "      <td>3.84%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2279</th>\n",
              "      <td>20150108</td>\n",
              "      <td>Xiaomi zoomed past Apple Inc. and Samsung. fir...</td>\n",
              "      <td>112.01</td>\n",
              "      <td>112.67</td>\n",
              "      <td>113.25</td>\n",
              "      <td>110.21</td>\n",
              "      <td>53.70M</td>\n",
              "      <td>0.11%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2280 rows × 9 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          date  ... index\n",
              "0     20050107  ...     0\n",
              "1     20050110  ...     0\n",
              "2     20050111  ...     1\n",
              "3     20050112  ...     1\n",
              "4     20050113  ...     1\n",
              "...        ...  ...   ...\n",
              "2275  20150102  ...     0\n",
              "2276  20150105  ...     1\n",
              "2277  20150106  ...     1\n",
              "2278  20150107  ...     1\n",
              "2279  20150108  ...     1\n",
              "\n",
              "[2280 rows x 9 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A9ClPe2Gr53m",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "f0f25c8c-321f-482e-cb54-92060c1dbac7"
      },
      "source": [
        "from gensim.summarization import keywords\n",
        "\n",
        "keyword_data = {'date':[],'title':[],'price':[],'open':[], 'high':[],'low':[],'volume':[],'change':[],'index':[]}\n",
        "\n",
        "count = 0\n",
        "while(count != 2916):\n",
        "  texts = combined_data[(combined_data['Price'] == combined_data[\"Price\"][count]) & (combined_data['Open'] == combined_data[\"Open\"][count]) & (combined_data['High'] == combined_data[\"High\"][count]) & (combined_data['Low'] == combined_data[\"Low\"][count])& (combined_data['Change'] == combined_data[\"Change\"][count])]\n",
        "  event_list = []\n",
        "  print(texts)\n",
        "  for i, _ in enumerate(texts[\"time\"]):\n",
        "    print(i,count, len(texts[\"time\"]))\n",
        "    event_list.append(str(texts[\"actor\"][i+count])+\" \"+str(texts[\"action\"][i+count])+\" \"+str(texts[\"object\"][i+count]))\n",
        "  # keyword_list = keywords(input_string, words = 10, lemmatize =True, split = True)\n",
        "\n",
        "  input_string = \". \".join(event_list)\n",
        "  print(input_string)\n",
        "  keyword_data['date'].append(texts['time'][count])\n",
        "  keyword_data['title'].append(input_string)\n",
        "  # keyword_data['keyword'].append(keywords(input_string, lemmatize = True, split=True))\n",
        "  keyword_data['price'].append(texts['Price'][count])\n",
        "  keyword_data['open'].append(texts['Open'][count])\n",
        "  keyword_data['high'].append(texts['High'][count])\n",
        "  keyword_data['low'].append(texts['Low'][count])\n",
        "  keyword_data['volume'].append(texts['Vol'][count])\n",
        "  keyword_data['change'].append(texts['Change'][count])\n",
        "  keyword_data['index'].append(texts['index'][count])\n",
        "  count += len(texts)\n",
        "\n",
        "print(keyword_data)\n",
        "df = pd.DataFrame(keyword_data, columns=['date','title','price','open','high','low','volume','change','index'])\n",
        "df.to_csv('gdrive/My Drive/capstone 2/event_embedding/Thesis_data/event_keyword_data2015.csv',sep=',',encoding='UTF-8', index=False)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43m스트리밍 출력 내용이 길어서 마지막 5000줄이 삭제되었습니다.\u001b[0m\n",
            "3 774 11\n",
            "4 774 11\n",
            "5 774 11\n",
            "6 774 11\n",
            "7 774 11\n",
            "8 774 11\n",
            "9 774 11\n",
            "10 774 11\n",
            "Sharp Corp. rose to the highest level. Sharp Corp. rose as the debt-strapped supplier. Sharp Corp. rose in this month. Sharp Corp. rose to Apple Inc.. .Apple is training its store employees to focus on fashion advice. Silicon Valley no longer gets a free pass Early in Apple 's history. Computer makers have turned to Delta Electronics Inc.. Computer makers have turned to power. Apple is placing more emphasis on the development of solid data infrastructure. more emphasis is placing on the development of solid data infrastructure. Apple is placing more emphasis\n",
            "         time                           actor  ...  Change index\n",
            "785  20150326               Music Ally .Apple  ...  -0.80%     0\n",
            "786  20150326                           Apple  ...  -0.80%     0\n",
            "787  20150326                           Apple  ...  -0.80%     0\n",
            "788  20150326  a full English fry-up of bacon  ...  -0.80%     0\n",
            "\n",
            "[4 rows x 13 columns]\n",
            "0 785 4\n",
            "1 785 4\n",
            "2 785 4\n",
            "3 785 4\n",
            "Music Ally .Apple acquired Vienna. Apple to cut U.K. prices for iTunes downloads and German and U.K. authorities. Apple to cut U.K. prices. a full English fry-up of bacon scrambled eggs\n",
            "         time                                        actor  ... Change index\n",
            "789  20150327  Apple Inc. Chief Executive Officer Tim Cook  ...  2.53%     1\n",
            "790  20150327            other technology-industry leaders  ...  2.53%     1\n",
            "791  20150327                  Indiana Governor Mike Pence  ...  2.53%     1\n",
            "792  20150327                                       people  ...  2.53%     1\n",
            "\n",
            "[4 rows x 13 columns]\n",
            "0 789 4\n",
            "1 789 4\n",
            "2 789 4\n",
            "3 789 4\n",
            "Apple Inc. Chief Executive Officer Tim Cook joined other technology-industry leaders criticizing Indiana Governor Mike Pence for signing legislation. other technology-industry leaders criticizing Indiana Governor Mike Pence for signing legislation that critics say targets the gay community .. Indiana Governor Mike Pence be criticizing for signing legislation that critics say targets the gay community .. people be briefed on the matter\n",
            "         time               actor  ...  Change index\n",
            "793  20150330  Apple CEO Tim Cook  ...  -1.54%     0\n",
            "794  20150330       whose patents  ...  -1.54%     0\n",
            "795  20150330               Apple  ...  -1.54%     0\n",
            "796  20150330          500 models  ...  -1.54%     0\n",
            "797  20150330          500 models  ...  -1.54%     0\n",
            "798  20150330               Apple  ...  -1.54%     0\n",
            "799  20150330           the yield  ...  -1.54%     0\n",
            "800  20150330     the Apple Watch  ...  -1.54%     0\n",
            "801  20150330     the Apple Watch  ...  -1.54%     0\n",
            "802  20150330           the yield  ...  -1.54%     0\n",
            "803  20150330                  he  ...  -1.54%     0\n",
            "804  20150330            Tim Cook  ...  -1.54%     0\n",
            "\n",
            "[12 rows x 13 columns]\n",
            "0 793 12\n",
            "1 793 12\n",
            "2 793 12\n",
            "3 793 12\n",
            "4 793 12\n",
            "5 793 12\n",
            "6 793 12\n",
            "7 793 12\n",
            "8 793 12\n",
            "9 793 12\n",
            "10 793 12\n",
            "11 793 12\n",
            "Apple CEO Tim Cook said on CNBC. whose patents are part of this portfolio. Apple to inject a little bit of Barneys. 500 models seemed relatively affordable .with than four weeks. 500 models seemed relatively affordable. Apple is trying to inject a little bit of Barneys. the yield will be 1 percent by the end of next year. the Apple Watch will sell 10 million units in its first two quarters.All of the above. the Apple Watch will sell 10 million units. the yield will be 1 percent. he writes in the Washington Post. Tim Cook is spreading misinformation\n",
            "         time               actor               action  ...     Vol  Change index\n",
            "805  20150331             The law             provoked  ...  40.62M  -0.14%     0\n",
            "806  20150331                them      be recognize as  ...  40.62M  -0.14%     0\n",
            "807  20150331              Monday              said in  ...  40.62M  -0.14%     0\n",
            "808  20150331              Monday              said in  ...  40.62M  -0.14%     0\n",
            "809  20150331                They           go against  ...  40.62M  -0.14%     0\n",
            "810  20150331  Apple CEO Tim Cook              said in  ...  40.62M  -0.14%     0\n",
            "811  20150331         These bills          rationalize  ...  40.62M  -0.14%     0\n",
            "812  20150331  Apple CEO Tim Cook              said in  ...  40.62M  -0.14%     0\n",
            "813  20150331              Monday                 said  ...  40.62M  -0.14%     0\n",
            "814  20150331   Hon Hai Precision               posted  ...  40.62M  -0.14%     0\n",
            "815  20150331         The plating                   is  ...  40.62M  -0.14%     0\n",
            "816  20150331  entrepreneur Jay Z   has partnered with  ...  40.62M  -0.14%     0\n",
            "817  20150331               Apple  was unsuccessful in  ...  40.62M  -0.14%     0\n",
            "818  20150331               Apple                  was  ...  40.62M  -0.14%     0\n",
            "\n",
            "[14 rows x 13 columns]\n",
            "0 805 14\n",
            "1 805 14\n",
            "2 805 14\n",
            "3 805 14\n",
            "4 805 14\n",
            "5 805 14\n",
            "6 805 14\n",
            "7 805 14\n",
            "8 805 14\n",
            "9 805 14\n",
            "10 805 14\n",
            "11 805 14\n",
            "12 805 14\n",
            "13 805 14\n",
            "The law provoked criticism. them be recognize as a protected class. Monday said in an Op-Ed. Monday said in the Washington Post. They go against the very principles. Apple CEO Tim Cook said in an Op-Ed. These bills rationalize injustice. Apple CEO Tim Cook said in the Washington Post. Monday said an Op-Ed. Hon Hai Precision posted a record profit. The plating is beautiful. entrepreneur Jay Z has partnered with the biggest musicians. Apple was unsuccessful in its attempts to offer a Spotify-like service for $ 8 a month. Apple was unsuccessful\n",
            "         time                           actor  ... Change index\n",
            "819  20150401        Philadelphia and Chicago  ...  0.86%     1\n",
            "820  20150401                      Apple Inc.  ...  0.86%     1\n",
            "821  20150401                      Apple Inc.  ...  0.86%     1\n",
            "822  20150401        Philadelphia and Chicago  ...  0.86%     1\n",
            "823  20150401                      Apple Inc.  ...  0.86%     1\n",
            "824  20150401                       a service  ...  0.86%     1\n",
            "825  20150401        The much-discussed op-ed  ...  0.86%     1\n",
            "826  20150401                 Amazon.com Inc.  ...  0.86%     1\n",
            "827  20150401                           Apple  ...  0.86%     1\n",
            "828  20150401                     2.5 percent  ...  0.86%     1\n",
            "829  20150401          a $ 50-a-month service  ...  0.86%     1\n",
            "830  20150401                             you  ...  0.86%     1\n",
            "831  20150401                          people  ...  0.86%     1\n",
            "832  20150401  its own standalone Web service  ...  0.86%     1\n",
            "833  20150401                     the channel  ...  0.86%     1\n",
            "834  20150401                          people  ...  0.86%     1\n",
            "835  20150401                          people  ...  0.86%     1\n",
            "836  20150401                           Apple  ...  0.86%     1\n",
            "837  20150401                     the channel  ...  0.86%     1\n",
            "\n",
            "[19 rows x 13 columns]\n",
            "0 819 19\n",
            "1 819 19\n",
            "2 819 19\n",
            "3 819 19\n",
            "4 819 19\n",
            "5 819 19\n",
            "6 819 19\n",
            "7 819 19\n",
            "8 819 19\n",
            "9 819 19\n",
            "10 819 19\n",
            "11 819 19\n",
            "12 819 19\n",
            "13 819 19\n",
            "14 819 19\n",
            "15 819 19\n",
            "16 819 19\n",
            "17 819 19\n",
            "18 819 19\n",
            "Philadelphia and Chicago offers on-demand and live programming from than 85 channels. Apple Inc. plans to debut a service with about 25 channels. Apple Inc. to debut a service with about 25 channels. Philadelphia and Chicago offers on-demand and live programming. Apple Inc. plans to debut a service. a service to be debut with about 25 channels. The much-discussed op-ed deplores the law. Amazon.com Inc. added 20 percent. Apple paced gains. 2.5 percent be dropping to the end of the month. a $ 50-a-month service includes programming from than 85 channels. you have people. people watch the channel for the first time. its own standalone Web service be introduce on Apple Inc. devices. the channel be watch for the first time. people watch the channel. people watch the channel without a pay-TV package. Apple plans to debut an online TV service. the channel be watch without a pay-TV package\n",
            "         time                                              actor  ... Change index\n",
            "838  20150402                                    the TV networks  ...  1.62%     1\n",
            "839  20150402                                               care  ...  1.62%     1\n",
            "840  20150402                                    the TV networks  ...  1.62%     1\n",
            "841  20150402                                             The EU  ...  1.62%     1\n",
            "842  20150402                                       dozen states  ...  1.62%     1\n",
            "843  20150402                                                 It  ...  1.62%     1\n",
            "844  20150402                                                 he  ...  1.62%     1\n",
            "845  20150402                            fresh-baked brown bread  ...  1.62%     1\n",
            "846  20150402              the 58-year-old Ukrainian vocal coach  ...  1.62%     1\n",
            "847  20150402                                                 he  ...  1.62%     1\n",
            "848  20150402                                  his shopping trip  ...  1.62%     1\n",
            "849  20150402                                                 it  ...  1.62%     1\n",
            "850  20150402                                   a decisive pivot  ...  1.62%     1\n",
            "851  20150402             a multinational electronics powerhouse  ...  1.62%     1\n",
            "852  20150403                                    The Apple order  ...  1.62%     1\n",
            "853  20150403                                           business  ...  1.62%     1\n",
            "854  20150403                                           business  ...  1.62%     1\n",
            "855  20150403                                        legislators  ...  1.62%     1\n",
            "856  20150403  General Electric Co. , Angie 's List , Wal-Mar...  ...  1.62%     1\n",
            "857  20150403                                        legislators  ...  1.62%     1\n",
            "858  20150403  the car I drove all over Long Island last week...  ...  1.62%     1\n",
            "859  20150404                            our longer-form weekend  ...  1.62%     1\n",
            "860  20150405                                            Fiorina  ...  1.62%     1\n",
            "861  20150405                                            Fiorina  ...  1.62%     1\n",
            "862  20150405                                    Hillary Clinton  ...  1.62%     1\n",
            "863  20150405                                    Hillary Clinton  ...  1.62%     1\n",
            "864  20150405  The Osaka-based television maker and display s...  ...  1.62%     1\n",
            "\n",
            "[27 rows x 13 columns]\n",
            "0 838 27\n",
            "1 838 27\n",
            "2 838 27\n",
            "3 838 27\n",
            "4 838 27\n",
            "5 838 27\n",
            "6 838 27\n",
            "7 838 27\n",
            "8 838 27\n",
            "9 838 27\n",
            "10 838 27\n",
            "11 838 27\n",
            "12 838 27\n",
            "13 838 27\n",
            "14 838 27\n",
            "15 838 27\n",
            "16 838 27\n",
            "17 838 27\n",
            "18 838 27\n",
            "19 838 27\n",
            "20 838 27\n",
            "21 838 27\n",
            "22 838 27\n",
            "23 838 27\n",
            "24 838 27\n",
            "25 838 27\n",
            "26 838 27\n",
            "the TV networks to take care of the cost and logistics of the streaming infrastructure. care to be take of the cost and logistics of the streaming infrastructure. the TV networks to take care. The EU sent questionnaires. dozen states Lobbying from companies. It 's almost an apples-and-oranges sort of thing. he put a hold. fresh-baked brown bread opted for a quarter. the 58-year-old Ukrainian vocal coach opted for a quarter. he rounded out his shopping trip with two sweet rolls and a small. his shopping trip be rounded out with two sweet rolls and a small. it eventually made a decisive pivot in 2013. a decisive pivot be eventually made in 2013. a multinational electronics powerhouse eventually made a decisive pivot in 2013. The Apple order may lead to additional business. business to be gain in the more than $ 300 billion semiconductor industry. business to be gain from Apple and Qualcomm Inc.. legislators quickly passed a \"fix. General Electric Co. , Angie 's List , Wal-Mart Stores , and Apple Inc. were among the businesses loudly decrying Indiana 's move. legislators quickly passed a \"fix General Electric Co. , Angie 's List , Wal-Mart Stores , and Apple Inc.. the car I drove all over Long Island last week looked like a bleached puppy would give it an extra push. our longer-form weekend reads :IPhone Killer. Fiorina argued in an interview. Fiorina argued on Friday. Hillary Clinton argued in an interview. Hillary Clinton argued on Friday. The Osaka-based television maker and display supplier is seeking investment to form a subsidiary making\n",
            "         time                           actor  ...  Change index\n",
            "865  20150406                          States  ...  -1.05%     0\n",
            "866  20150406                          States  ...  -1.05%     0\n",
            "867  20150406                      four years  ...  -1.05%     0\n",
            "868  20150406                   Coca-Cola Co.  ...  -1.05%     0\n",
            "869  20150406                   Coca-Cola Co.  ...  -1.05%     0\n",
            "870  20150406  Apple Inc. and Microsoft Corp.  ...  -1.05%     0\n",
            "871  20150406                     1.2 percent  ...  -1.05%     0\n",
            "872  20150406               utility companies  ...  -1.05%     0\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 865 8\n",
            "1 865 8\n",
            "2 865 8\n",
            "3 865 8\n",
            "4 865 8\n",
            "5 865 8\n",
            "6 865 8\n",
            "7 865 8\n",
            "States can prosecute the same crime as the U.S. government. States can prosecute the same crime. four years be convicted in a trial set to start Monday. Coca-Cola Co. rose 1.2 percent amid gains. Coca-Cola Co. rose 1.2 percent. Apple Inc. and Microsoft Corp. added than 1.6 percent. 1.2 percent be rose amid gains. utility companies led the advance\n",
            "         time                       actor  ... Change index\n",
            "873  20150408               leading names  ...  0.76%     1\n",
            "874  20150408            Operating income  ...  0.76%     1\n",
            "875  20150408        analyst expectations  ...  0.76%     1\n",
            "876  20150408             The Apple Watch  ...  0.76%     1\n",
            "877  20150408  Bloomberg 's Josh Topolsky  ...  0.76%     1\n",
            "878  20150408                        they  ...  0.76%     1\n",
            "879  20150408                         you  ...  0.76%     1\n",
            "880  20150408                          It  ...  0.76%     1\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 873 8\n",
            "1 873 8\n",
            "2 873 8\n",
            "3 873 8\n",
            "4 873 8\n",
            "5 873 8\n",
            "6 873 8\n",
            "7 873 8\n",
            "leading names will appear before an Australian Senate. Operating income will jump to than 8 trillion. analyst expectations be raising as the company. The Apple Watch is a huge new release. Bloomberg 's Josh Topolsky spent in a week. they can better sell luxury watches. you can opt to have a Apple salesperson. It starts at an Apple Store\n",
            "         time                                              actor  ... Change index\n",
            "881  20150409                                         the launch  ...  0.43%     1\n",
            "882  20150409                                            Samsung  ...  0.43%     1\n",
            "883  20150409                       Sense) Top-earning Americans  ...  0.43%     1\n",
            "884  20150409                                    her beer sundae  ...  0.43%     1\n",
            "885  20150409                                        The reviews  ...  0.43%     1\n",
            "886  20150409                                             Pincus  ...  0.43%     1\n",
            "887  20150409  interface We believe Apple excels at human int...  ...  0.43%     1\n",
            "888  20150409                                              Apple  ...  0.43%     1\n",
            "889  20150409                                        Oppenheimer  ...  0.43%     1\n",
            "890  20150409                                              Apple  ...  0.43%     1\n",
            "891  20150409                                              Apple  ...  0.43%     1\n",
            "892  20150409                                        the service  ...  0.43%     1\n",
            "893  20150409                                              Apple  ...  0.43%     1\n",
            "894  20150409                                             flavor  ...  0.43%     1\n",
            "895  20150409                                            buffalo  ...  0.43%     1\n",
            "896  20150409                                            The CEO  ...  0.43%     1\n",
            "897  20150409                                                 He  ...  0.43%     1\n",
            "898  20150409                                          September  ...  0.43%     1\n",
            "899  20150409                                          September  ...  0.43%     1\n",
            "900  20150409                                            Foxconn  ...  0.43%     1\n",
            "901  20150409                                                you  ...  0.43%     1\n",
            "902  20150409                                          preorders  ...  0.43%     1\n",
            "903  20150409                                            Samsung  ...  0.43%     1\n",
            "\n",
            "[23 rows x 13 columns]\n",
            "0 881 23\n",
            "1 881 23\n",
            "2 881 23\n",
            "3 881 23\n",
            "4 881 23\n",
            "5 881 23\n",
            "6 881 23\n",
            "7 881 23\n",
            "8 881 23\n",
            "9 881 23\n",
            "10 881 23\n",
            "11 881 23\n",
            "12 881 23\n",
            "13 881 23\n",
            "14 881 23\n",
            "15 881 23\n",
            "16 881 23\n",
            "17 881 23\n",
            "18 881 23\n",
            "19 881 23\n",
            "20 881 23\n",
            "21 881 23\n",
            "22 881 23\n",
            "the launch means for the company. Samsung fell back into a tie. Sense) Top-earning Americans had good 2012 ( Al Jazeera America) The Apple Watch ( Daring Fireball ) see also The definitive Apple Watch review roundup. her beer sundae be serving with a scoop of apple sorbet. The reviews are in Several publications. Pincus will revitalize Zynga. interface We believe Apple excels at human interface designs and optimizing user experience reiterated its outperform rating. Apple excels at human interface designs and optimizing user experience. Oppenheimer reiterated its outperform rating. Apple is currently trading. Apple similarly specializes in curated playlists. the service is vying for second place. Apple similarly specializes for customers who pay as much as $ 99 annually. flavor creates a supple jerky. buffalo creates a supple jerky. The CEO said in a letter. He said in February. September said in February. September brought also from Kaiser on Fasano. Foxconn announced in 2011. you try on the Sport and standard Apple Watch. preorders will open much. Samsung has two models that will go on sale on Friday\n",
            "         time                       actor  ...  Change index\n",
            "904  20150410         IDC 's Tom Mainelli  ...  -0.20%     0\n",
            "905  20150410           Samsung and Apple  ...  -0.20%     0\n",
            "906  20150410                     Samsung  ...  -0.20%     0\n",
            "907  20150410             the tech giants  ...  -0.20%     0\n",
            "908  20150410                       Apple  ...  -0.20%     0\n",
            "909  20150410             The Apple Watch  ...  -0.20%     0\n",
            "910  20150410             The Apple Watch  ...  -0.20%     0\n",
            "911  20150410                    Topolsky  ...  -0.20%     0\n",
            "912  20150410                          He  ...  -0.20%     0\n",
            "913  20150410                    Arkansas  ...  -0.20%     0\n",
            "914  20150410                   governors  ...  -0.20%     0\n",
            "915  20150410                   such laws  ...  -0.20%     0\n",
            "916  20150410                        Reno  ...  -0.20%     0\n",
            "917  20150410                         You  ...  -0.20%     0\n",
            "918  20150410                         You  ...  -0.20%     0\n",
            "919  20150410                        they  ...  -0.20%     0\n",
            "920  20150410                 Apple Watch  ...  -0.20%     0\n",
            "921  20150410  interest-rate manipulation  ...  -0.20%     0\n",
            "922  20150410                       Apple  ...  -0.20%     0\n",
            "923  20150410                        They  ...  -0.20%     0\n",
            "924  20150410                    his team  ...  -0.20%     0\n",
            "925  20150410                   MacRumors  ...  -0.20%     0\n",
            "926  20150410                 this launch  ...  -0.20%     0\n",
            "927  20150410                 this launch  ...  -0.20%     0\n",
            "928  20150410             The Apple Watch  ...  -0.20%     0\n",
            "929  20150410             The Apple Watch  ...  -0.20%     0\n",
            "930  20150410                   Bloomberg  ...  -0.20%     0\n",
            "931  20150410                   Bloomberg  ...  -0.20%     0\n",
            "932  20150410                  Few people  ...  -0.20%     0\n",
            "933  20150410           online pre-orders  ...  -0.20%     0\n",
            "934  20150410              watch business  ...  -0.20%     0\n",
            "935  20150411                          it  ...  -0.20%     0\n",
            "936  20150412        Cruz 's launch video  ...  -0.20%     0\n",
            "937  20150412        Cruz 's launch video  ...  -0.20%     0\n",
            "\n",
            "[34 rows x 13 columns]\n",
            "0 904 34\n",
            "1 904 34\n",
            "2 904 34\n",
            "3 904 34\n",
            "4 904 34\n",
            "5 904 34\n",
            "6 904 34\n",
            "7 904 34\n",
            "8 904 34\n",
            "9 904 34\n",
            "10 904 34\n",
            "11 904 34\n",
            "12 904 34\n",
            "13 904 34\n",
            "14 904 34\n",
            "15 904 34\n",
            "16 904 34\n",
            "17 904 34\n",
            "18 904 34\n",
            "19 904 34\n",
            "20 904 34\n",
            "21 904 34\n",
            "22 904 34\n",
            "23 904 34\n",
            "24 904 34\n",
            "25 904 34\n",
            "26 904 34\n",
            "27 904 34\n",
            "28 904 34\n",
            "29 904 34\n",
            "30 904 34\n",
            "31 904 34\n",
            "32 904 34\n",
            "33 904 34\n",
            "IDC 's Tom Mainelli discusses the Apple. Samsung and Apple duke it out in today. Samsung debuts its Galaxy. the tech giants launch new products. Apple takes pre-orders. The Apple Watch is available on pre-order. The Apple Watch is available. Topolsky has one. He speaks with Jonathan. Arkansas to backtrack after businesses. governors to backtrack after businesses. such laws discourage recruitment. Reno has attracted Bay Area-based Apple Inc. and Tesla Motors Inc. Apple. You know the line around the corner. You know the line. they debut a product. Apple Watch arrives Well when Apple launched their new watch without the crowd You know the line around the corner from the Apple store. interest-rate manipulation arrives Well when Apple launched their new watch without the crowd You know the line around the corner from the Apple store. Apple launched their new watch. They speak with Guy Johnson. his team will be one of a few focusing. MacRumors lists the Apple Stores. this launch Now is available on Apple devices. this launch Now is available. The Apple Watch went on display. The Apple Watch went in Apple. Bloomberg spoke to several of those. Bloomberg spoke of several of those. Few people lined up at Apple stores. online pre-orders pushed delivery dates. watch business discusses the marriage of fine watchmaking. it acquired in its $ 3 billion purchase of Beats Electronics LLC. Cruz 's launch video has received less than half. Cruz 's launch video has received less than half as many views\n",
            "         time                                              actor  ...  Change index\n",
            "938  20150413                         traditional auto producers  ...  -0.43%     0\n",
            "939  20150413  traditional auto producers which also face new...  ...  -0.43%     0\n",
            "\n",
            "[2 rows x 13 columns]\n",
            "0 938 2\n",
            "1 938 2\n",
            "traditional auto producers also face new competition from the likes of technology companies Apple Inc.. traditional auto producers which also face new competition from the likes of technology companies Apple Inc. and Google Inc. Fiat Chrysler is open to a combination\n",
            "         time                         actor  ... Change index\n",
            "940  20150414         Economist)Apple Watch  ...  0.38%     1\n",
            "941  20150414         Economist)Apple Watch  ...  0.38%     1\n",
            "942  20150414         Economist)Apple Watch  ...  0.38%     1\n",
            "943  20150414         Economist)Apple Watch  ...  0.38%     1\n",
            "944  20150414          American wage growth  ...  0.38%     1\n",
            "945  20150414  smartwatches and smartphones  ...  0.38%     1\n",
            "946  20150414  smartwatches and smartphones  ...  0.38%     1\n",
            "947  20150414  smartwatches and smartphones  ...  0.38%     1\n",
            "948  20150414             The global market  ...  0.38%     1\n",
            "949  20150414            CEO. Suri 's Nokia  ...  0.38%     1\n",
            "950  20150414    The company 's stock price  ...  0.38%     1\n",
            "951  20150414                         Apple  ...  0.38%     1\n",
            "952  20150414                   his parents  ...  0.38%     1\n",
            "953  20150414                         Xcode  ...  0.38%     1\n",
            "954  20150414                   his parents  ...  0.38%     1\n",
            "955  20150414                      an Apple  ...  0.38%     1\n",
            "956  20150414         health-care companies  ...  0.38%     1\n",
            "\n",
            "[17 rows x 13 columns]\n",
            "0 940 17\n",
            "1 940 17\n",
            "2 940 17\n",
            "3 940 17\n",
            "4 940 17\n",
            "5 940 17\n",
            "6 940 17\n",
            "7 940 17\n",
            "8 940 17\n",
            "9 940 17\n",
            "10 940 17\n",
            "11 940 17\n",
            "12 940 17\n",
            "13 940 17\n",
            "14 940 17\n",
            "15 940 17\n",
            "16 940 17\n",
            "Economist)Apple Watch see set to beat iPhone launch with 1 million-order weekend. Economist)Apple Watch to beat iPhone launch with 1 million-order weekend. Economist)Apple Watch to beat iPhone launch. Economist)Apple Watch see set to beat iPhone launch. American wage growth is so lousy. smartwatches and smartphones Still are n't apples to apples. smartwatches and smartphones Still are n't apples with Apple accounting. smartwatches and smartphones Still are n't apples for more than half of those sales. The global market may reach 28.1 million units. CEO. Suri 's Nokia showed a remarkable gross margin of 44.3 percent , better. The company 's stock price reflected the success of his relentless concentration. Apple developed as a starter kit. his parents gave him an Apple imac computer. Xcode developed as a starter kit. his parents gave him an Apple. an Apple be gave him imac computer. health-care companies analyze patient\n",
            "         time                                              actor  ...  Change index\n",
            "957  20150415                                         Apple Inc.  ...  -0.48%     0\n",
            "958  20150415                                                NYT  ...  -0.48%     0\n",
            "959  20150415                                         Apple Inc.  ...  -0.48%     0\n",
            "960  20150415                                         The nation  ...  -0.48%     0\n",
            "961  20150415  economy The nation then watched on in disbelie...  ...  -0.48%     0\n",
            "962  20150415  economy The nation then watched on in disbelie...  ...  -0.48%     0\n",
            "963  20150415                                         The nation  ...  -0.48%     0\n",
            "964  20150415                                                 We  ...  -0.48%     0\n",
            "965  20150415          The e-mail that lured the most recipients  ...  -0.48%     0\n",
            "966  20150415                                          176 users  ...  -0.48%     0\n",
            "967  20150415          The e-mail that lured the most recipients  ...  -0.48%     0\n",
            "968  20150415                                          176 users  ...  -0.48%     0\n",
            "969  20150415                                                169  ...  -0.48%     0\n",
            "970  20150415                                            Twitter  ...  -0.48%     0\n",
            "\n",
            "[14 rows x 13 columns]\n",
            "0 957 14\n",
            "1 957 14\n",
            "2 957 14\n",
            "3 957 14\n",
            "4 957 14\n",
            "5 957 14\n",
            "6 957 14\n",
            "7 957 14\n",
            "8 957 14\n",
            "9 957 14\n",
            "10 957 14\n",
            "11 957 14\n",
            "12 957 14\n",
            "13 957 14\n",
            "Apple Inc. chose it as one of its best apps of 2014. NYT Now was aimed at younger readers. Apple Inc. chose it. The nation then watched on in disbelief. economy The nation then watched on in disbelief as Nokia was brought to its knees. economy The nation then watched on in disbelief as Nokia was brought by rivals Apple Inc. and Samsung Electronics Co.. The nation then watched on as Nokia. We surveyed a group of over. The e-mail that lured the most recipients was a bogus promotion for an Apple iPad. 176 users not only opened the iPad e-mails. The e-mail that lured the most recipients was a bogus promotion. 176 users not only opened the iPad e-mails in the first round. 169 be ranked in Apple 's store. Twitter rolled out in last month\n",
            "         time                          actor  ...  Change index\n",
            "971  20150416                        Jawbone  ...  -1.13%     0\n",
            "972  20150416                        kitchen  ...  -1.13%     0\n",
            "973  20150416         first-quarter earnings  ...  -1.13%     0\n",
            "974  20150416                          Apple  ...  -1.13%     0\n",
            "975  20150416  Research Analyst J.P. Gownder  ...  -1.13%     0\n",
            "\n",
            "[5 rows x 13 columns]\n",
            "0 971 5\n",
            "1 971 5\n",
            "2 971 5\n",
            "3 971 5\n",
            "4 971 5\n",
            "Jawbone has announced Jawbone on a new line of bracelets. kitchen is on one side of the room. first-quarter earnings be doubled as assets. Apple is keeping orders to its website. Research Analyst J.P. Gownder discuss the launch of Apple\n",
            "         time                                  actor  ... Change index\n",
            "976  20150417          The maker of smartphone chips  ...  2.28%     1\n",
            "977  20150417                                    she  ...  2.28%     1\n",
            "978  20150417                              Oppenheim  ...  2.28%     1\n",
            "979  20150417                              Oppenheim  ...  2.28%     1\n",
            "980  20150417                     brokerage accounts  ...  2.28%     1\n",
            "981  20150417                              Oppenheim  ...  2.28%     1\n",
            "982  20150417                     brokerage accounts  ...  2.28%     1\n",
            "983  20150417                              Oppenheim  ...  2.28%     1\n",
            "984  20150417                     brokerage accounts  ...  2.28%     1\n",
            "985  20150417                                  Apple  ...  2.28%     1\n",
            "986  20150417  The most popular subscription service  ...  2.28%     1\n",
            "987  20150417                                     it  ...  2.28%     1\n",
            "\n",
            "[12 rows x 13 columns]\n",
            "0 976 12\n",
            "1 976 12\n",
            "2 976 12\n",
            "3 976 12\n",
            "4 976 12\n",
            "5 976 12\n",
            "6 976 12\n",
            "7 976 12\n",
            "8 976 12\n",
            "9 976 12\n",
            "10 976 12\n",
            "11 976 12\n",
            "The maker of smartphone chips is being hurt by a stronger U.S. currency and weakening Chinese economy. she joined Apple. Oppenheim typically lost the entire amount of the. Oppenheim embarked Soon including Tesla , Apple , Google and Netflix. brokerage accounts embarked Soon including Tesla , Apple , Google and Netflix. Oppenheim embarked Soon on sizeable trading of stocks. brokerage accounts embarked Soon on sizeable trading of stocks. Oppenheim embarked Soon after each deposit. brokerage accounts embarked Soon after each deposit. Apple sets the bar. The most popular subscription service is owned by Spotify Ltd. Apple Inc.. it acquired from Beats Electronics LLC\n",
            "         time                                       actor  ...  Change index\n",
            "988  20150420                                  Tesla Ever  ...  -0.54%     0\n",
            "989  20150420                                  the market  ...  -0.54%     0\n",
            "990  20150420                                  Scarlet Fu  ...  -0.54%     0\n",
            "991  20150420                                         She  ...  -0.54%     0\n",
            "992  20150420                                     devices  ...  -0.54%     0\n",
            "993  20150420  Shares from Apple Inc. and Microsoft Corp.  ...  -0.54%     0\n",
            "994  20150420                              Chinese shares  ...  -0.54%     0\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 988 7\n",
            "1 988 7\n",
            "2 988 7\n",
            "3 988 7\n",
            "4 988 7\n",
            "5 988 7\n",
            "6 988 7\n",
            "Tesla Ever Make Money. the market looking for bargains. Scarlet Fu takes a look. She speaks with Bloomberg 's Mark Crumpton. devices offer sophisticated ways to monitor the body. Shares from Apple Inc. and Microsoft Corp. surged as technology companies. Chinese shares retreated from levels\n",
            "          time                                              actor  ... Change index\n",
            "995   20150421                                          Hollywood  ...  1.35%     1\n",
            "996   20150421                       precision-engineered watches  ...  1.35%     1\n",
            "997   20150421                                                 He  ...  1.35%     1\n",
            "998   20150421                       A gauge of technology shares  ...  1.35%     1\n",
            "999   20150421                       A gauge of technology shares  ...  1.35%     1\n",
            "1000  20150421                                        1.8 percent  ...  1.35%     1\n",
            "1001  20150421                                        Greek bonds  ...  1.35%     1\n",
            "1002  20150421                       A gauge of technology shares  ...  1.35%     1\n",
            "1003  20150421  https ://soundcloud.com/bloombergview/professo...  ...  1.35%     1\n",
            "1004  20150421  https ://soundcloud.com/bloombergview/professo...  ...  1.35%     1\n",
            "1005  20150421  https ://soundcloud.com/bloombergview/professo...  ...  1.35%     1\n",
            "1006  20150421                                              Color  ...  1.35%     1\n",
            "1007  20150421                                               gene  ...  1.35%     1\n",
            "1008  20150421                                         Apple—have  ...  1.35%     1\n",
            "1009  20150421                                          Justin Wu  ...  1.35%     1\n",
            "1010  20150421                                          Justin Wu  ...  1.35%     1\n",
            "1011  20150421                                    money packaging  ...  1.35%     1\n",
            "1012  20150421                                                you  ...  1.35%     1\n",
            "1013  20150421                                              Apple  ...  1.35%     1\n",
            "1014  20150421                                        the quarter  ...  1.35%     1\n",
            "\n",
            "[20 rows x 13 columns]\n",
            "0 995 20\n",
            "1 995 20\n",
            "2 995 20\n",
            "3 995 20\n",
            "4 995 20\n",
            "5 995 20\n",
            "6 995 20\n",
            "7 995 20\n",
            "8 995 20\n",
            "9 995 20\n",
            "10 995 20\n",
            "11 995 20\n",
            "12 995 20\n",
            "13 995 20\n",
            "14 995 20\n",
            "15 995 20\n",
            "16 995 20\n",
            "17 995 20\n",
            "18 995 20\n",
            "19 995 20\n",
            "Hollywood loves the company. precision-engineered watches speaks with Bloomberg. He speaks with Bloomberg. A gauge of technology shares surged 1.8 percent as Apple Inc. , Microsoft Corp. and Facebook Inc.. A gauge of technology shares surged 1.8 percent. 1.8 percent be surged as Apple Inc. , Microsoft Corp. and Facebook Inc.. Greek bonds fell in Monday. A gauge of technology shares surged 1.8 percent rebounding from a 1.4 percent drop. https ://soundcloud.com/bloombergview/professor-alan-krueger-masters Listen to the full podcast. https ://soundcloud.com/bloombergview/professor-alan-krueger-masters Listen on Apple iTunes or SoundCloud. https ://soundcloud.com/bloombergview/professor-alan-krueger-masters Listen at Bloomberg. Color is backed by investors. gene is backed by investors. Apple—have just been criticized for outsourcing their pollution. Justin Wu is \"hitting back at that whole line of arguments. Justin Wu be head of Asia research. money packaging be those tracks as little data files. you probably want to be thinking like Spotify. Apple listed as a variety of subjects. the quarter said in a lobbying report\n",
            "          time                                              actor  ... Change index\n",
            "1015  20150422                  human-rights abuse and corruption  ...  0.82%     1\n",
            "1016  20150422                             Patents Apple Prevails  ...  0.82%     1\n",
            "1017  20150422                      (Skift)Apple Watch developers  ...  0.82%     1\n",
            "1018  20150422  companies competing with applications for the ...  ...  0.82%     1\n",
            "1019  20150422                                          companies  ...  0.82%     1\n",
            "1020  20150422                                         the device  ...  0.82%     1\n",
            "1021  20150422                                  their Apple Watch  ...  0.82%     1\n",
            "1022  20150422  the most remarkable business story of the past...  ...  0.82%     1\n",
            "1023  20150422                                        the company  ...  0.82%     1\n",
            "1024  20150422                                        Suzy Menkes  ...  0.82%     1\n",
            "1025  20150422                                              Apple  ...  0.82%     1\n",
            "1026  20150422                                               year  ...  0.82%     1\n",
            "1027  20150422                                          companies  ...  0.82%     1\n",
            "1028  20150422                                          companies  ...  0.82%     1\n",
            "\n",
            "[14 rows x 13 columns]\n",
            "0 1015 14\n",
            "1 1015 14\n",
            "2 1015 14\n",
            "3 1015 14\n",
            "4 1015 14\n",
            "5 1015 14\n",
            "6 1015 14\n",
            "7 1015 14\n",
            "8 1015 14\n",
            "9 1015 14\n",
            "10 1015 14\n",
            "11 1015 14\n",
            "12 1015 14\n",
            "13 1015 14\n",
            "human-rights abuse and corruption are examples of thousands of companies. Patents Apple Prevails won a dispute. (Skift)Apple Watch developers are being offered a Sport version of the watch. companies competing with applications for the Apple Watch when the device is released this week . British Airways passengers will be able. companies competing with applications. the device is released in this week. their Apple Watch to use to be as a boarding pass. the most remarkable business story of the past decade-plus , the rise and continued supremacy of Apple has come in the face of repeated warnings. the company is on the same path. Suzy Menkes said at the event. Apple will do in luxury watches. year have been built since 1970s Rents are rising , drawing. companies hire staff. companies hire staff in Ireland\n",
            "          time                                         actor  ... Change index\n",
            "1029  20150423                                         Apple  ...  0.47%     1\n",
            "1030  20150423                                            it  ...  0.47%     1\n",
            "1031  20150423                        Analysts and investors  ...  0.47%     1\n",
            "1032  20150423                              third-party apps  ...  0.47%     1\n",
            "1033  20150423                       An iOS version of f.lux  ...  0.47%     1\n",
            "1034  20150423                        first released in 2009  ...  0.47%     1\n",
            "1035  20150423                              Its top holdings  ...  0.47%     1\n",
            "1036  20150423                          Jazz Pharmaceuticals  ...  0.47%     1\n",
            "1037  20150423                                         Apple  ...  0.47%     1\n",
            "1038  20150423                                     one thing  ...  0.47%     1\n",
            "1039  20150423  global equity markets bottomed in March 2009  ...  0.47%     1\n",
            "1040  20150423                                    Steve Jobs  ...  0.47%     1\n",
            "1041  20150423                                    Steve Jobs  ...  0.47%     1\n",
            "1042  20150423                                    Steve Jobs  ...  0.47%     1\n",
            "1043  20150423                               Some highlights  ...  0.47%     1\n",
            "1044  20150423                                          Best  ...  0.47%     1\n",
            "\n",
            "[16 rows x 13 columns]\n",
            "0 1029 16\n",
            "1 1029 16\n",
            "2 1029 16\n",
            "3 1029 16\n",
            "4 1029 16\n",
            "5 1029 16\n",
            "6 1029 16\n",
            "7 1029 16\n",
            "8 1029 16\n",
            "9 1029 16\n",
            "10 1029 16\n",
            "11 1029 16\n",
            "12 1029 16\n",
            "13 1029 16\n",
            "14 1029 16\n",
            "15 1029 16\n",
            "Apple struggled in 2012. it debuted mapping software. Analysts and investors will get more insight. third-party apps can tinker with settings. An iOS version of f.lux works on jailbroken devices. first released in 2009 works on jailbroken devices. Its top holdings currently are PLC followed by Apple Inc. and O'Reilly Automotive Inc.. Jazz Pharmaceuticals currently are PLC followed by Apple Inc. and O'Reilly Automotive Inc.. Apple clear . Apple is the driving force in the run-up. one thing becomes immediately clear. global equity markets bottomed in March 2009 paced by gains. Steve Jobs Then returned in 1997. Steve Jobs Then returned to Apple. Steve Jobs Then returned for a salary of $ 1. Some highlights include a piece airing the grievances of those who think the Apple Watch is overhyped , a look at new fashion apps that act as stylists , and an interview. Best include a piece airing the grievances of those who think the Apple Watch is overhyped , a look at new fashion apps that act as stylists , and an interview\n",
            "          time                                         actor  ... Change index\n",
            "1045  20150424                                           you  ...  1.82%     1\n",
            "1046  20150424                                           you  ...  1.82%     1\n",
            "1047  20150424                                           you  ...  1.82%     1\n",
            "1048  20150424                                   Apple Watch  ...  1.82%     1\n",
            "1049  20150424  global equity markets bottomed in March 2009  ...  1.82%     1\n",
            "1050  20150424                                   Apple Watch  ...  1.82%     1\n",
            "1051  20150424                                   Apple Watch  ...  1.82%     1\n",
            "1052  20150424                                         Nokia  ...  1.82%     1\n",
            "1053  20150424                                  smartwatches  ...  1.82%     1\n",
            "1054  20150424                               The Apple Watch  ...  1.82%     1\n",
            "1055  20150424                               The Apple Watch  ...  1.82%     1\n",
            "1056  20150424                                           you  ...  1.82%     1\n",
            "1057  20150424                 Imagine Apple 's first iPhone  ...  1.82%     1\n",
            "1058  20150424                 Imagine Apple 's first iPhone  ...  1.82%     1\n",
            "1059  20150424                                    Ben Clymer  ...  1.82%     1\n",
            "1060  20150424                   Hodinkee founder Ben Clymer  ...  1.82%     1\n",
            "1061  20150424                impressions of the Apple Watch  ...  1.82%     1\n",
            "1062  20150424                                            He  ...  1.82%     1\n",
            "\n",
            "[18 rows x 13 columns]\n",
            "0 1045 18\n",
            "1 1045 18\n",
            "2 1045 18\n",
            "3 1045 18\n",
            "4 1045 18\n",
            "5 1045 18\n",
            "6 1045 18\n",
            "7 1045 18\n",
            "8 1045 18\n",
            "9 1045 18\n",
            "10 1045 18\n",
            "11 1045 18\n",
            "12 1045 18\n",
            "13 1045 18\n",
            "14 1045 18\n",
            "15 1045 18\n",
            "16 1045 18\n",
            "17 1045 18\n",
            "you 'd like to get Money Stuff in handy e-mail form. you 'd like to get Money Stuff. you to get Money Stuff. Apple Watch erotica Air sex.If. global equity markets bottomed in March 2009 paced by gains. Apple Watch goes on sale. Apple Watch goes in today. Nokia has also pitched it. smartwatches can pick up a smartwatch that looks quite similar to Apple 's own creation , complete with replica Digital Crown and touch screen . Like the Cupertino original. The Apple Watch went on sale. The Apple Watch went in stores. you can just walk into an Apple Store. Imagine Apple 's first iPhone is still on sale. Imagine Apple 's first iPhone is still in today. Ben Clymer be founder of Hodinkee. Hodinkee founder Ben Clymer gives his first. impressions of the Apple Watch speaks with Bloomberg 's Alix. He speaks with Bloomberg 's Alix\n",
            "          time                                       actor  ...  Change index\n",
            "1063  20150427                               Trend-setters  ...  -1.58%     0\n",
            "1064  20150427                                       Fikri  ...  -1.58%     0\n",
            "1065  20150427                                       Apple  ...  -1.58%     0\n",
            "1066  20150427                                    Everyone  ...  -1.58%     0\n",
            "1067  20150427                                       Apple  ...  -1.58%     0\n",
            "1068  20150427                              U.S. companies  ...  -1.58%     0\n",
            "1069  20150427                              U.S. companies  ...  -1.58%     0\n",
            "1070  20150427                                       Apple  ...  -1.58%     0\n",
            "1071  20150427                     beat profit projections  ...  -1.58%     0\n",
            "1072  20150427                                 phone sales  ...  -1.58%     0\n",
            "1073  20150427                                       Apple  ...  -1.58%     0\n",
            "1074  20150427                                       Apple  ...  -1.58%     0\n",
            "1075  20150427                                        best  ...  -1.58%     0\n",
            "1076  20150427                                  Apple Inc.  ...  -1.58%     0\n",
            "1077  20150427  its $ 17 billion investment-grade offering  ...  -1.58%     0\n",
            "1078  20150427                                  Apple Inc.  ...  -1.58%     0\n",
            "1079  20150427                the Apple product experience  ...  -1.58%     0\n",
            "1080  20150427                                  Scarlet Fu  ...  -1.58%     0\n",
            "1081  20150427                                         She  ...  -1.58%     0\n",
            "1082  20150427                                 Angelo Zino  ...  -1.58%     0\n",
            "1083  20150427                                bottom lines  ...  -1.58%     0\n",
            "1084  20150427                                          He  ...  -1.58%     0\n",
            "1085  20150427                                bottom lines  ...  -1.58%     0\n",
            "1086  20150427                                       Apple  ...  -1.58%     0\n",
            "1087  20150427                                last quarter  ...  -1.58%     0\n",
            "1088  20150427                                 The company  ...  -1.58%     0\n",
            "1089  20150427                    Chairman Michael Holland  ...  -1.58%     0\n",
            "1090  20150427                                       Apple  ...  -1.58%     0\n",
            "1091  20150427                                       Apple  ...  -1.58%     0\n",
            "\n",
            "[29 rows x 13 columns]\n",
            "0 1063 29\n",
            "1 1063 29\n",
            "2 1063 29\n",
            "3 1063 29\n",
            "4 1063 29\n",
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            "28 1063 29\n",
            "Trend-setters created products. Fikri said Trend-setters. Apple delivers earnings. Everyone hates Yanis Varoufakis. Apple did in Russia. U.S. companies may have to raise prices. U.S. companies to raise prices. Apple has jumped 18 percent. beat profit projections has jumped 18 percent. phone sales be drive at the end of last year. Apple had to fill after the death of Steve Jobs. Apple to fill after the death of Steve Jobs. best likened the gap he leaves behind to the one. Apple Inc. sold its $ 17 billion investment-grade offering in April 2013. its $ 17 billion investment-grade offering be sold in April 2013. Apple Inc. sold its $ 17 billion investment-grade offering. the Apple product experience can no longer be contained in the Apple store. Scarlet Fu previews Apple 's earnings report. She speaks with Bloomberg 's Mark Crumpton. Angelo Zino previews Apple earnings. bottom lines will also speak to a wide range of issues. He will also speak to a wide range of issues. bottom lines will also speak in the global payments space. Apple posted a 33 percent jump. last quarter be fueled by strong demand. The company also boosted its capital-return. Chairman Michael Holland discuss Apple 's second-quarter. Apple is putting on pace. Apple is putting for its highest annual profit\n",
            "          time  ... index\n",
            "1092  20150428  ...     0\n",
            "1093  20150428  ...     0\n",
            "1094  20150428  ...     0\n",
            "1095  20150428  ...     0\n",
            "1096  20150428  ...     0\n",
            "1097  20150428  ...     0\n",
            "1098  20150428  ...     0\n",
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            "1100  20150428  ...     0\n",
            "1101  20150428  ...     0\n",
            "1102  20150428  ...     0\n",
            "1103  20150428  ...     0\n",
            "1104  20150428  ...     0\n",
            "1105  20150428  ...     0\n",
            "1106  20150428  ...     0\n",
            "1107  20150428  ...     0\n",
            "1108  20150428  ...     0\n",
            "1109  20150428  ...     0\n",
            "1110  20150428  ...     0\n",
            "1111  20150428  ...     0\n",
            "1112  20150428  ...     0\n",
            "1113  20150428  ...     0\n",
            "1114  20150428  ...     0\n",
            "1115  20150428  ...     0\n",
            "1116  20150428  ...     0\n",
            "1117  20150428  ...     0\n",
            "1118  20150428  ...     0\n",
            "1119  20150428  ...     0\n",
            "1120  20150428  ...     0\n",
            "\n",
            "[29 rows x 13 columns]\n",
            "0 1092 29\n",
            "1 1092 29\n",
            "2 1092 29\n",
            "3 1092 29\n",
            "4 1092 29\n",
            "5 1092 29\n",
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            "28 1092 29\n",
            "IPhone sales outpaced those in the U.S.. IPhone sales outpaced those in the U.S.. Apple had a massive quarter The bar was high and Apple. Apple is in the midst of a transformational , super cycle. Apple Inc. rose in premarket trading. Apple Inc. rose after posting profit that beat analyst estimates and boosting its. overshadowed a rally in commodities stocks . E-mini futures slipped 0.1 percent. overshadowed a rally in commodities stocks . E-mini futures slipped 0.1 percent in today. overshadowed a rally in commodities stocks . E-mini futures slipped 0.1 percent Apple Inc.. The Apple Watch battery was designed to last 18 hours. Moet Hennessy Louis Vuitton SE. was designed to last 18 hours. Apple Inc. sank 1.6 percent to lead losses. Apple Inc. sank 1.6 percent. Apple saw second-quarter profit surge by 33. Apple saw second-quarter profit surge. second-quarter profit surge be saw by 33. the company to boost its capital-return program. Angela Ahrendts poached from Burberry. Angela Ahrendts poached by Apple , or Marjorie Scardino. its owner Pearson be ran the Economist magazine then until a few years. the Economist magazine be ran then its owner Pearson until a few years. Apple is held by than 250 ETFs and 1,800 mutual funds. Apple , Microsoft , and McDonalds is held by than 250 ETFs and 1,800 mutual funds. mainstream ETFs and funds holds such widely held companies. com/bloombergview/charles-schwab-liz-ann-sonders Listen to the full podcast. com/bloombergview/charles-schwab-liz-ann-sonders Listen on Apple iTunes or SoundCloud. com/bloombergview/charles-schwab-liz-ann-sonders Listen at Bloomberg. Shinola discusses the company 's branding strategy and the. Apple increasingly depend on Chinese consumers\n",
            "          time  ... index\n",
            "1121  20150429  ...     0\n",
            "1122  20150429  ...     0\n",
            "1123  20150429  ...     0\n",
            "1124  20150429  ...     0\n",
            "1125  20150429  ...     0\n",
            "1126  20150429  ...     0\n",
            "1127  20150429  ...     0\n",
            "1128  20150429  ...     0\n",
            "1129  20150429  ...     0\n",
            "1130  20150429  ...     0\n",
            "1131  20150429  ...     0\n",
            "1132  20150429  ...     0\n",
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            "1134  20150429  ...     0\n",
            "1135  20150429  ...     0\n",
            "1136  20150429  ...     0\n",
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            "1140  20150429  ...     0\n",
            "1141  20150429  ...     0\n",
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            "1144  20150429  ...     0\n",
            "1145  20150429  ...     0\n",
            "\n",
            "[25 rows x 13 columns]\n",
            "0 1121 25\n",
            "1 1121 25\n",
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            "3 1121 25\n",
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            "24 1121 25\n",
            "the company to lean on the chip and display units. currency moves cut earnings by 800 billion won. earnings be cut by 800 billion won. currency moves cut earnings. He speaks with Bloomberg 's Cory. the rising South Korean won made in its devices. You're to see 85 to $ 90 oil. May to see 85 to $ 90 oil. You're going to see 85 to $ 90 oil. May going to see 85 to $ 90 oil. This commentary aired on Bloomberg Radio.... columnist Katie Benner presents a commentary arguing that Apple wants to broaden its product line and its appeal. Apple Watch 's fortunes are still tied to iPhone proliferation. Apple be sustained sales growth for the tablets. Apple may not see sustained sales growth. An Apple car is still a dream. Sao Paulo , Rio de Janeiro , Brasilia and Belo Horizonte . Corcioli Filho ordered Google Inc. , Apple Inc. , Microsoft Corp. and Samsung Electronics Co.. A software fault iPads used delayed some flights by American Airlines pilots. A software fault iPads used delayed some flights for navigation charts. A software fault iPads used delayed some flights in Wednesday. The idea of an Apple tie-up is as n't as preposterous. you might buy Apple stock. your bank be a call with a strike price of $ 130. you might buy Apple stock in a conversion. His company 's innovative products have earned the status of luxury objects\n",
            "          time                                            actor  ... Change index\n",
            "1146  20150430                                     Corporations  ...  3.04%     1\n",
            "1147  20150430                             his after-tax income  ...  3.04%     1\n",
            "1148  20150430                                               He  ...  3.04%     1\n",
            "1149  20150430                                       Apple Inc.  ...  3.04%     1\n",
            "1150  20150430                                       past taxes  ...  3.04%     1\n",
            "1151  20150430                                       past taxes  ...  3.04%     1\n",
            "1152  20150430                                      The company  ...  3.04%     1\n",
            "1153  20150430                                               it  ...  3.04%     1\n",
            "1154  20150430                           Supreme Court justices  ...  3.04%     1\n",
            "1155  20150430                      Apple 's Irish subsidiaries  ...  3.04%     1\n",
            "1156  20150430               this side of the Apple Watch—which  ...  3.04%     1\n",
            "1157  20150430                                Energy efficiency  ...  3.04%     1\n",
            "1158  20150430                                          1 drink  ...  3.04%     1\n",
            "1159  20150430  simple syrup1/2 ounce fresh lemon juice6 ounces  ...  3.04%     1\n",
            "1160  20150430                                          1 drink  ...  3.04%     1\n",
            "1161  20150430  simple syrup1/2 ounce fresh lemon juice6 ounces  ...  3.04%     1\n",
            "1162  20150430                                  the Apple Watch  ...  3.04%     1\n",
            "1163  20150430                               Apple and Facebook  ...  3.04%     1\n",
            "\n",
            "[18 rows x 13 columns]\n",
            "0 1146 18\n",
            "1 1146 18\n",
            "2 1146 18\n",
            "3 1146 18\n",
            "4 1146 18\n",
            "5 1146 18\n",
            "6 1146 18\n",
            "7 1146 18\n",
            "8 1146 18\n",
            "9 1146 18\n",
            "10 1146 18\n",
            "11 1146 18\n",
            "12 1146 18\n",
            "13 1146 18\n",
            "14 1146 18\n",
            "15 1146 18\n",
            "16 1146 18\n",
            "17 1146 18\n",
            "Corporations have helped to move public opinion on gay marriage and the rights of openly gay employees. his after-tax income gets a reduction. He has a vegetable garden behind the house where he grows beans. Apple Inc. has raised a flag. past taxes to be pay as part of a European Commission investigation. past taxes to pay to be Ireland. The company took a 180 billion-yen charge. it struggled to compete with Apple Inc. , Samsung Electronics Co. and Chinese vendors. Supreme Court justices will hear arguments. Apple 's Irish subsidiaries have had no domicile. this side of the Apple Watch—which also would n't be a bad idea with these design combinations. Energy efficiency has long been the unassailable apple pie of energy issues. 1 drink chilled saison beer6 ounces chilled apple cider1/2. simple syrup1/2 ounce fresh lemon juice6 ounces chilled saison beer6 ounces chilled apple cider1/2. 1 drink chilled saison. simple syrup1/2 ounce fresh lemon juice6 ounces chilled saison. the Apple Watch came up in conversation. Apple and Facebook did n't respond to requests\n",
            "          time  ... index\n",
            "1164  20150501  ...     0\n",
            "1165  20150501  ...     0\n",
            "1166  20150501  ...     0\n",
            "1167  20150501  ...     0\n",
            "1168  20150501  ...     0\n",
            "1169  20150501  ...     0\n",
            "1170  20150501  ...     0\n",
            "1171  20150501  ...     0\n",
            "1172  20150501  ...     0\n",
            "1173  20150501  ...     0\n",
            "1174  20150501  ...     0\n",
            "1175  20150501  ...     0\n",
            "1176  20150501  ...     0\n",
            "1177  20150501  ...     0\n",
            "1178  20150501  ...     0\n",
            "1179  20150501  ...     0\n",
            "1180  20150501  ...     0\n",
            "1181  20150501  ...     0\n",
            "1182  20150501  ...     0\n",
            "1183  20150501  ...     0\n",
            "1184  20150501  ...     0\n",
            "1185  20150503  ...     0\n",
            "1186  20150503  ...     0\n",
            "1187  20150503  ...     0\n",
            "1188  20150503  ...     0\n",
            "1189  20150503  ...     0\n",
            "\n",
            "[26 rows x 13 columns]\n",
            "0 1164 26\n",
            "1 1164 26\n",
            "2 1164 26\n",
            "3 1164 26\n",
            "4 1164 26\n",
            "5 1164 26\n",
            "6 1164 26\n",
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            "10 1164 26\n",
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            "12 1164 26\n",
            "13 1164 26\n",
            "14 1164 26\n",
            "15 1164 26\n",
            "16 1164 26\n",
            "17 1164 26\n",
            "18 1164 26\n",
            "19 1164 26\n",
            "20 1164 26\n",
            "21 1164 26\n",
            "22 1164 26\n",
            "23 1164 26\n",
            "24 1164 26\n",
            "25 1164 26\n",
            "Russell 2000 Index toward its worst week since October and pared a monthly gain for the S&P 500 . Apple Inc. lost 2.7 percent after reports it found a defect in its new watch. 2.7 percent be lost after reports it found a defect in its new watch. Yelp Inc. plunged 23 percent. it found a defect. Russell 2000 Index toward its worst week since October and pared a monthly gain for the S&P 500 . Apple Inc. lost 2.7 percent. chef James Lowe serves dishes. Pope Francis is no ordinary Bishop of Rome. Pope Francis is no ordinary Bishop of Rome , and climate change. Apple SinksApple has slumped 5.7 percent since April 27. Apple SinksApple has slumped 5.7 percent for the biggest three-day loss. Apple SinksApple has slumped 5.7 percent. Apple Inc. gives readers a measly commentary of about 250 words. Apple may sell its first yen bonds. Apple Inc. dropped 1 percent amid concern. technology companies propelled equities to fresh records. Apple Inc. dropped 1 percent. 1 percent be dropped amid concern. equities be propelled to fresh records. technology companies propelled equities in the previous week. equities be propelled in the previous week. Patterson examine Apple iWatch sales and why. Icahn has been a frequent antagonist to management. an activist investor has been a frequent antagonist to management. Icahn has been a frequent antagonist at companies. an activist investor has been a frequent antagonist at companies. he agreed with Fink\n",
            "          time                                             actor  ...  Change index\n",
            "1190  20150504  comparison.An annual meeting .Berkshire Hathaway  ...  -2.25%     0\n",
            "1191  20150504                     100 percent of those expenses  ...  -2.25%     0\n",
            "1192  20150504  comparison.An annual meeting .Berkshire Hathaway  ...  -2.25%     0\n",
            "1193  20150504                                           tattoos  ...  -2.25%     0\n",
            "\n",
            "[4 rows x 13 columns]\n",
            "0 1190 4\n",
            "1 1190 4\n",
            "2 1190 4\n",
            "3 1190 4\n",
            "comparison.An annual meeting .Berkshire Hathaway had its annual jamboree in this weekend. 100 percent of those expenses be classifying as private equity fees. comparison.An annual meeting .Berkshire Hathaway had its annual jamboree. tattoos can interfere with some Apple Watch functions\n",
            "          time  ... index\n",
            "1194  20150505  ...     0\n",
            "1195  20150505  ...     0\n",
            "1196  20150505  ...     0\n",
            "1197  20150505  ...     0\n",
            "1198  20150505  ...     0\n",
            "1199  20150505  ...     0\n",
            "1200  20150505  ...     0\n",
            "1201  20150505  ...     0\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 1194 8\n",
            "1 1194 8\n",
            "2 1194 8\n",
            "3 1194 8\n",
            "4 1194 8\n",
            "5 1194 8\n",
            "6 1194 8\n",
            "7 1194 8\n",
            "goods maker Richemont is rolling out high-tech straps to counter the smartwatches plans to embed a communication device into bands of its timepieces. IWC Schaffhausen plans to embed a communication device into bands of its timepieces. goods maker Richemont is rolling out high-tech straps to counter the smartwatches plans to embed a communication device. IWC Schaffhausen plans to embed a communication device. IWC Schaffhausen to embed a communication device into bands of its timepieces. the smartwatches be designed by Apple Inc. and others. The startup is headed by Lars Albright. Apple Inc. which acquired in 2009\n",
            "          time                                  actor  ... Change index\n",
            "1202  20150506                                  Apple  ...  0.20%     1\n",
            "1203  20150506                    The U.S. government  ...  0.20%     1\n",
            "1204  20150506                                  Apple  ...  0.20%     1\n",
            "1205  20150506                    The U.S. government  ...  0.20%     1\n",
            "1206  20150506                    The U.S. government  ...  0.20%     1\n",
            "1207  20150506              Apple and five publishers  ...  0.20%     1\n",
            "1208  20150506                    The Vulcain Cricket  ...  0.20%     1\n",
            "1209  20150506                                    you  ...  0.20%     1\n",
            "1210  20150506                                    you  ...  0.20%     1\n",
            "1211  20150506                                    you  ...  0.20%     1\n",
            "1212  20150506                                     it  ...  0.20%     1\n",
            "1213  20150506                                     it  ...  0.20%     1\n",
            "1214  20150506                              Bloomberg  ...  0.20%     1\n",
            "1215  20150506  Interactive television company OpenTV  ...  0.20%     1\n",
            "1216  20150506                              Bloomberg  ...  0.20%     1\n",
            "1217  20150506  Interactive television company OpenTV  ...  0.20%     1\n",
            "1218  20150506                                  Apple  ...  0.20%     1\n",
            "1219  20150506                  ( Bloomberg)Apple Pay  ...  0.20%     1\n",
            "1220  20150506                                 OpenTV  ...  0.20%     1\n",
            "\n",
            "[19 rows x 13 columns]\n",
            "0 1202 19\n",
            "1 1202 19\n",
            "2 1202 19\n",
            "3 1202 19\n",
            "4 1202 19\n",
            "5 1202 19\n",
            "6 1202 19\n",
            "7 1202 19\n",
            "8 1202 19\n",
            "9 1202 19\n",
            "10 1202 19\n",
            "11 1202 19\n",
            "12 1202 19\n",
            "13 1202 19\n",
            "14 1202 19\n",
            "15 1202 19\n",
            "16 1202 19\n",
            "17 1202 19\n",
            "18 1202 19\n",
            "Apple is no stranger to antitrust enforcement. The U.S. government sued Apple in 2012. Apple pushed the publishers. The U.S. government sued Apple and five publishers. The U.S. government sued five publishers in 2012. Apple and five publishers be sued in 2012. The Vulcain Cricket can wake you up in the morning. you to plug it. you can be wake up in the morning. you do n't even have to plug it. it bought Navteq in just three months. it bought Navteq. Bloomberg sued Apple for patent infringement. Interactive television company OpenTV sued Apple for patent infringement. Bloomberg sued Apple. Interactive television company OpenTV sued Apple. Apple be sued for patent infringement. ( Bloomberg)Apple Pay is coming to 2,000 Home Depot stores. OpenTV be company of Interactive television\n",
            "          time                    actor  ... Change index\n",
            "1221  20150507            The interview  ...  1.88%     1\n",
            "1222  20150507            The interview  ...  1.88%     1\n",
            "1223  20150507              The company  ...  1.88%     1\n",
            "1224  20150507           retail startup  ...  1.88%     1\n",
            "1225  20150507  Forbes)Enjoy Technology  ...  1.88%     1\n",
            "\n",
            "[5 rows x 13 columns]\n",
            "0 1221 5\n",
            "1 1221 5\n",
            "2 1221 5\n",
            "3 1221 5\n",
            "4 1221 5\n",
            "The interview later moves then to a reading room to his office. The interview later moves then to a reading room in a stand-alone garden hut. The company offers a home. retail startup be founded by ex-Apple retail head. Forbes)Enjoy Technology is open for business\n",
            "          time  ... index\n",
            "1226  20150508  ...     0\n",
            "1227  20150508  ...     0\n",
            "1228  20150508  ...     0\n",
            "\n",
            "[3 rows x 13 columns]\n",
            "0 1226 3\n",
            "1 1226 3\n",
            "2 1226 3\n",
            "They developed a product. I look at companies. video , audio and he gets a substantial amount of traffic . I could see private equity , Yahoo , Apple , Google/YouTube being interested . What Bill offers is a rare commodity in the midst of a fragmented\n",
            "          time                   actor  ...  Change index\n",
            "1229  20150511                   Cisco  ...  -0.36%     0\n",
            "1230  20150511  Reuters)CompaniesApple  ...  -0.36%     0\n",
            "1231  20150511              That Apple  ...  -0.36%     0\n",
            "1232  20150511              That Apple  ...  -0.36%     0\n",
            "1233  20150511                      it  ...  -0.36%     0\n",
            "1234  20150511                  Greece  ...  -0.36%     0\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 1229 6\n",
            "1 1229 6\n",
            "2 1229 6\n",
            "3 1229 6\n",
            "4 1229 6\n",
            "5 1229 6\n",
            "Cisco Do n't go to FX trading school. Reuters)CompaniesApple is expanding efforts to protect the environment. That Apple should buy Greece with the useless cash it has on hand. That Apple should buy Greece. it has on hand. Greece should be buy with the useless cash it has on hand\n",
            "          time                     actor          action  ...     Vol  Change index\n",
            "1235  20150512             Apple Dippers    be adding to  ...  34.69M   0.12%     1\n",
            "1236  20150512  Constantin North America  sits down with  ...  34.69M   0.12%     1\n",
            "\n",
            "[2 rows x 13 columns]\n",
            "0 1235 2\n",
            "1 1235 2\n",
            "Apple Dippers be adding to the menu. Constantin North America sits down with Bloomberg 's Pimm Fox\n",
            "          time                                              actor  ... Change index\n",
            "1237  20150513                          the Australian government  ...  2.33%     1\n",
            "1238  20150513                          the Australian government  ...  2.33%     1\n",
            "1239  20150513                          the Australian government  ...  2.33%     1\n",
            "1240  20150513                         Bloomberg 's Stephen Engle  ...  2.33%     1\n",
            "1241  20150513                                                 He  ...  2.33%     1\n",
            "1242  20150513                                                 He  ...  2.33%     1\n",
            "1243  20150513                                       Smartwatches  ...  2.33%     1\n",
            "1244  20150513                                       a smartwatch  ...  2.33%     1\n",
            "1245  20150513                                              Apple  ...  2.33%     1\n",
            "1246  20150513                                              Apple  ...  2.33%     1\n",
            "1247  20150513  maintenance and communications . Shuttle-bus d...  ...  2.33%     1\n",
            "1248  20150513                                           The case  ...  2.33%     1\n",
            "1249  20150513                            The New York-based firm  ...  2.33%     1\n",
            "1250  20150513                                          companies  ...  2.33%     1\n",
            "1251  20150513                      the lithium-ion battery maker  ...  2.33%     1\n",
            "1252  20150513                    Apple Inc. and A123 Systems LLC  ...  2.33%     1\n",
            "\n",
            "[16 rows x 13 columns]\n",
            "0 1237 16\n",
            "1 1237 16\n",
            "2 1237 16\n",
            "3 1237 16\n",
            "4 1237 16\n",
            "5 1237 16\n",
            "6 1237 16\n",
            "7 1237 16\n",
            "8 1237 16\n",
            "9 1237 16\n",
            "10 1237 16\n",
            "11 1237 16\n",
            "12 1237 16\n",
            "13 1237 16\n",
            "14 1237 16\n",
            "15 1237 16\n",
            "the Australian government has companies like Google , Apple and Microsoft in mind. the Australian government has like Google , Apple and Microsoft. the Australian government has companies. Bloomberg 's Stephen Engle reports on Apple CEO Tim Cook 's push. He speaks with Bloomberg 's Angie Lau. He speaks on First Up . \" ( Source. Smartwatches may have an edge. a smartwatch be introduced in April. Apple agreed in March. Apple agreed to 25 percent. maintenance and communications . Shuttle-bus drivers serving Facebook , Apple Inc. , EBay Inc. and Yahoo! Inc. voted in February. The case attracted interest. The New York-based firm represents companies ranging from tech titan Apple to cigarette maker Altria. companies ranging from tech titan Apple. the lithium-ion battery maker accused Apple. Apple Inc. and A123 Systems LLC have agreed to settle a lawsuit in which the lithium-ion battery maker accused Apple\n",
            "          time  ... index\n",
            "1253  20150514  ...     0\n",
            "1254  20150514  ...     0\n",
            "1255  20150514  ...     0\n",
            "1256  20150514  ...     0\n",
            "1257  20150514  ...     0\n",
            "1258  20150514  ...     0\n",
            "1259  20150514  ...     0\n",
            "1260  20150514  ...     0\n",
            "1261  20150514  ...     0\n",
            "\n",
            "[9 rows x 13 columns]\n",
            "0 1253 9\n",
            "1 1253 9\n",
            "2 1253 9\n",
            "3 1253 9\n",
            "4 1253 9\n",
            "5 1253 9\n",
            "6 1253 9\n",
            "7 1253 9\n",
            "8 1253 9\n",
            "a full-year loss that was wider than expected as the debt-saddled display maker for Apple Inc. be received financial support from its main lenders. The company reported a net. a full-year loss that was wider than expected as the debt-saddled display maker for Apple Inc. cut jobs. the Information)Apple settled a lawsuit filed by the battery maker A123 Systems ,. a lawsuit be filed by the battery maker. the iPhone maker be accused of poaching. Systems accused the iPhone maker of poaching. activists started 344 campaigns. much companies invest in security\n",
            "          time                                        actor  ... Change index\n",
            "1262  20150515                                  The S&P 500  ...  1.10%     1\n",
            "1263  20150515                                  The S&P 500  ...  1.10%     1\n",
            "1264  20150515                                  The S&P 500  ...  1.10%     1\n",
            "1265  20150515                                       dollar  ...  1.10%     1\n",
            "1266  20150515                                        Sharp  ...  1.10%     1\n",
            "1267  20150515                               equity measure  ...  1.10%     1\n",
            "1268  20150515                               equity measure  ...  1.10%     1\n",
            "1269  20150515                                           it  ...  1.10%     1\n",
            "1270  20150517                                     Tim Cook  ...  1.10%     1\n",
            "1271  20150517                his journey of self discovery  ...  1.10%     1\n",
            "1272  20150517  Apple Inc. Chief Executive Officer Tim Cook  ...  1.10%     1\n",
            "1273  20150517  Apple Inc. Chief Executive Officer Tim Cook  ...  1.10%     1\n",
            "\n",
            "[12 rows x 13 columns]\n",
            "0 1262 12\n",
            "1 1262 12\n",
            "2 1262 12\n",
            "3 1262 12\n",
            "4 1262 12\n",
            "5 1262 12\n",
            "6 1262 12\n",
            "7 1262 12\n",
            "8 1262 12\n",
            "9 1262 12\n",
            "10 1262 12\n",
            "11 1262 12\n",
            "The S&P 500 closed at an all-time high. The S&P 500 closed on Thursday. The S&P 500 closed as Microsoft Corp. and Apple Inc.. dollar buoyed multi-national companies. Sharp fell in Tokyo trading. equity measure advanced 1.1 percent. equity measure advanced 1.1 percent in Thursday. it has the solution with a new $ 3.99 plan. Tim Cook delivers the commencement address. his journey of self discovery led to his view. Apple Inc. Chief Executive Officer Tim Cook called on new college graduates. Apple Inc. Chief Executive Officer Tim Cook called in a rare public speech\n",
            "          time                     actor  ...  Change index\n",
            "1274  20150518    Precision Industry Co.  ...  -0.09%     0\n",
            "1275  20150518    Precision Industry Co.  ...  -0.09%     0\n",
            "1276  20150518                 companies  ...  -0.09%     0\n",
            "1277  20150518            Tata Power Co.  ...  -0.09%     0\n",
            "1278  20150518                   13F day  ...  -0.09%     0\n",
            "1279  20150518      Jonathan Christodoro  ...  -0.09%     0\n",
            "1280  20150518                Carl Icahn  ...  -0.09%     0\n",
            "1281  20150518                Carl Icahn  ...  -0.09%     0\n",
            "1282  20150518                Carl Icahn  ...  -0.09%     0\n",
            "1283  20150518                     Apple  ...  -0.09%     0\n",
            "1284  20150518                        it  ...  -0.09%     0\n",
            "1285  20150518                     Apple  ...  -0.09%     0\n",
            "1286  20150518               past events  ...  -0.09%     0\n",
            "1287  20150518                  Tim Cook  ...  -0.09%     0\n",
            "1288  20150518                        He  ...  -0.09%     0\n",
            "1289  20150518  air freight market risks  ...  -0.09%     0\n",
            "1290  20150518              a technology  ...  -0.09%     0\n",
            "1291  20150518              a technology  ...  -0.09%     0\n",
            "1292  20150518             supply chains  ...  -0.09%     0\n",
            "1293  20150518                Carl Icahn  ...  -0.09%     0\n",
            "1294  20150518                Carl Icahn  ...  -0.09%     0\n",
            "1295  20150518                     Apple  ...  -0.09%     0\n",
            "1296  20150518                     Apple  ...  -0.09%     0\n",
            "1297  20150518                     Apple  ...  -0.09%     0\n",
            "1298  20150518               1.1 percent  ...  -0.09%     0\n",
            "1299  20150518           slight recovery  ...  -0.09%     0\n",
            "1300  20150518               1.1 percent  ...  -0.09%     0\n",
            "\n",
            "[27 rows x 13 columns]\n",
            "0 1274 27\n",
            "1 1274 27\n",
            "2 1274 27\n",
            "3 1274 27\n",
            "4 1274 27\n",
            "5 1274 27\n",
            "6 1274 27\n",
            "7 1274 27\n",
            "8 1274 27\n",
            "9 1274 27\n",
            "10 1274 27\n",
            "11 1274 27\n",
            "12 1274 27\n",
            "13 1274 27\n",
            "14 1274 27\n",
            "15 1274 27\n",
            "16 1274 27\n",
            "17 1274 27\n",
            "18 1274 27\n",
            "19 1274 27\n",
            "20 1274 27\n",
            "21 1274 27\n",
            "22 1274 27\n",
            "23 1274 27\n",
            "24 1274 27\n",
            "25 1274 27\n",
            "26 1274 27\n",
            "Precision Industry Co. rose to the highest. Precision Industry Co. rose after the maker of Apple Inc. iPhones. companies dominate growth. Tata Power Co. rose Hon Hai. 13F day so here are 13F stories about Apple , Herbalife , Pershing Square and Actavis , Trian and Mondelez , Paulson and Valeant. Jonathan Christodoro be a managing director of Icahn Enterprises. Carl Icahn called for the company. Carl Icahn wrote in a letter. Carl Icahn wrote a letter. Apple gives the U.S. tech company more leverage for an ultimate agreement it may seek with Samsung to end a fight over mobile phones. it may seek with Samsung. Apple gives the U.S. tech company more leverage. past events shaped the intensely private man. Tim Cook becomes comfortable. He speaks with Bloomberg 's Alix Steel and Cory Johnson. air freight market risks disrupting supply chains for a technology used to power products from Apple Inc. iPhones to Lenovo Group Ltd. laptops. a technology be used to power products. a technology be used from Apple Inc. iPhones. supply chains be disrupting for a technology used to power products from Apple Inc. iPhones to Lenovo Group Ltd. laptops. Carl Icahn wrote in a letter. Carl Icahn wrote a letter. Apple climbed 1.1 percent to its highest level. Apple climbed 1.1 percent after billionaire investor. Apple climbed 1.1 percent. 1.1 percent be climbed to its highest level. slight recovery will spur production. 1.1 percent be climbed after billionaire investor\n",
            "          time                     actor  ...  Change index\n",
            "1301  20150519               Tom Neumayr  ...  -0.01%     0\n",
            "1302  20150519                     Apple  ...  -0.01%     0\n",
            "1303  20150519                   any bid  ...  -0.01%     0\n",
            "1304  20150519                     a TV.  ...  -0.01%     0\n",
            "1305  20150519  U.S. investor Carl Icahn  ...  -0.01%     0\n",
            "1306  20150519  U.S. investor Carl Icahn  ...  -0.01%     0\n",
            "1307  20150519             a public plea  ...  -0.01%     0\n",
            "1308  20150519                  tomorrow  ...  -0.01%     0\n",
            "1309  20150519                      they  ...  -0.01%     0\n",
            "\n",
            "[9 rows x 13 columns]\n",
            "0 1301 9\n",
            "1 1301 9\n",
            "2 1301 9\n",
            "3 1301 9\n",
            "4 1301 9\n",
            "5 1301 9\n",
            "6 1301 9\n",
            "7 1301 9\n",
            "8 1301 9\n",
            "Tom Neumayr declined The question whether Apple is going to do its. Apple will dominate in two new categories. any bid could result in the iPhone maker canceling. a TV. talked about Carl Icahn 's financial model. U.S. investor Carl Icahn made a public plea to Apple Inc. Chief Executive Officer Tim Cook. U.S. investor Carl Icahn made a public plea. a public plea be made to Apple Inc. Chief Executive Officer Tim Cook. tomorrow rose higher bond yields to all-time highs. they own in Allentown\n",
            "          time             actor            action  ...     Vol  Change index\n",
            "1310  20150520       competition         announced  ...  39.73M   1.02%     1\n",
            "1311  20150520             Apple   could engage in  ...  39.73M   1.02%     1\n",
            "1312  20150520              They        speak with  ...  39.73M   1.02%     1\n",
            "1313  20150520       The country  is still good at  ...  39.73M   1.02%     1\n",
            "1314  20150520           Samsung            copied  ...  39.73M   1.02%     1\n",
            "1315  20150520  a few bad apples     ruined it for  ...  39.73M   1.02%     1\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 1310 6\n",
            "1 1310 6\n",
            "2 1310 6\n",
            "3 1310 6\n",
            "4 1310 6\n",
            "5 1310 6\n",
            "competition announced the new offerings. Apple could engage in anticompetitive behavior. They speak with Bloomberg 's Emily Chang. The country is still good at cribbing. Samsung copied Apple 's smartphone designs. a few bad apples ruined it for the rest of our good hard-working bankers\n",
            "          time                       actor  ... Change index\n",
            "1316  20150521                     company  ...  0.88%     1\n",
            "1317  20150521                  its status  ...  0.88%     1\n",
            "1318  20150521                     company  ...  0.88%     1\n",
            "1319  20150521          Japan Display Inc.  ...  0.88%     1\n",
            "1320  20150521            Bloomberg)Twilio  ...  0.88%     1\n",
            "1321  20150521                       Apple  ...  0.88%     1\n",
            "1322  20150521        Transports BounceCVS  ...  0.88%     1\n",
            "1323  20150521  University . Qualcomm Inc.  ...  0.88%     1\n",
            "1324  20150521                  Apple Inc.  ...  0.88%     1\n",
            "1325  20150521                      Oliver  ...  0.88%     1\n",
            "1326  20150521                 the outlook  ...  0.88%     1\n",
            "1327  20150521                 the outlook  ...  0.88%     1\n",
            "1328  20150521                 the outlook  ...  0.88%     1\n",
            "1329  20150521                      Oliver  ...  0.88%     1\n",
            "\n",
            "[14 rows x 13 columns]\n",
            "0 1316 14\n",
            "1 1316 14\n",
            "2 1316 14\n",
            "3 1316 14\n",
            "4 1316 14\n",
            "5 1316 14\n",
            "6 1316 14\n",
            "7 1316 14\n",
            "8 1316 14\n",
            "9 1316 14\n",
            "10 1316 14\n",
            "11 1316 14\n",
            "12 1316 14\n",
            "13 1316 14\n",
            "company maintained its status as the biggest smartphone maker. its status be maintained as the biggest smartphone maker. company maintained its status. Japan Display Inc. competes with Sharp. Bloomberg)Twilio kicked off the TwilioFund. Apple could still change the way. Transports BounceCVS gained 2.4 percent the most. University . Qualcomm Inc. advanced 1.2 percent. Apple Inc. increased 1 percent. Oliver speaks with Erik Schatzker. the outlook restricts the trading of foreign debt. the outlook restricts the trading of foreign debt by U.S. banks. the outlook speaks with Erik Schatzker. Oliver restricts the trading of foreign debt\n",
            "          time  ... index\n",
            "1330  20150522  ...     0\n",
            "1331  20150522  ...     0\n",
            "1332  20150522  ...     0\n",
            "1333  20150525  ...     0\n",
            "1334  20150525  ...     0\n",
            "1335  20150525  ...     0\n",
            "1336  20150525  ...     0\n",
            "1337  20150525  ...     0\n",
            "1338  20150525  ...     0\n",
            "1339  20150525  ...     0\n",
            "1340  20150525  ...     0\n",
            "1341  20150525  ...     0\n",
            "1342  20150525  ...     0\n",
            "1343  20150525  ...     0\n",
            "1344  20150525  ...     0\n",
            "1345  20150525  ...     0\n",
            "\n",
            "[16 rows x 13 columns]\n",
            "0 1330 16\n",
            "1 1330 16\n",
            "2 1330 16\n",
            "3 1330 16\n",
            "4 1330 16\n",
            "5 1330 16\n",
            "6 1330 16\n",
            "7 1330 16\n",
            "8 1330 16\n",
            "9 1330 16\n",
            "10 1330 16\n",
            "11 1330 16\n",
            "12 1330 16\n",
            "13 1330 16\n",
            "14 1330 16\n",
            "15 1330 16\n",
            "a row , like asking what types of fruit are in a basket , then asking it to count the number of apples . In tests gave the correct answer 64.7 percent of the time. it gave the correct answer 64.7 percent of the time. You can also buy shows. The cost to insure debt in the Japanese supplier of displays to Apple Inc. rose 210 basis points to 751. The cost to insure debt in the Japanese supplier of displays to Apple Inc. rose credit-default swap data from CMA show to 751. The cost to insure debt in the Japanese supplier of displays to Apple Inc. rose 210 basis points on May 21. The cost to insure debt in the Japanese supplier of displays to Apple Inc. rose 210 basis points credit-default swap data. The cost to insure debt in the Japanese supplier of displays to Apple Inc. rose credit-default swap data from CMA show on May 21. 210 basis points be rose credit-default swap data from CMA show to 751. The cost to insure debt in the Japanese supplier of displays to Apple Inc. rose credit-default swap data from CMA show 210 basis points. its financial performance has attracted attention Goldman , AppleOperating profit margins. it has attracted attention Goldman , AppleOperating profit margins. the company makes more income. its financial performance has attracted attention on its own. its financial performance has attracted the company makes 25 percent more income Goldman , AppleOperating profit margins. it has attracted attention on its own\n",
            "          time              actor             action  ...     Vol  Change index\n",
            "1346  20150526               they   probably make up  ...  45.83M   1.87%     1\n",
            "1347  20150526              Apple               —the  ...  45.83M   1.87%     1\n",
            "1348  20150526            Hatzius  is categorized as  ...  45.83M   1.87%     1\n",
            "1349  20150526  technology sector  is categorized as  ...  45.83M   1.87%     1\n",
            "1350  20150526              Apple          filed for  ...  45.83M   1.87%     1\n",
            "1351  20150526              Apple            can use  ...  45.83M   1.87%     1\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 1346 6\n",
            "1 1346 6\n",
            "2 1346 6\n",
            "3 1346 6\n",
            "4 1346 6\n",
            "5 1346 6\n",
            "they probably make up an even greater proportion. Apple —the world 's biggest technology company. Hatzius is categorized as 'hardware. technology sector is categorized as 'hardware. Apple filed for bankruptcy protection. Apple can use the Mesa facility\n",
            "          time                               actor  ...  Change index\n",
            "1352  20150527             The Tokyo-based company  ...  -0.20%     0\n",
            "1353  20150527             The Tokyo-based company  ...  -0.20%     0\n",
            "1354  20150527  electricity . Solar power capacity  ...  -0.20%     0\n",
            "1355  20150527  electricity . Solar power capacity  ...  -0.20%     0\n",
            "1356  20150527                      Rooftop panels  ...  -0.20%     0\n",
            "1357  20150527   companies . South Korea and China  ...  -0.20%     0\n",
            "1358  20150527                           companies  ...  -0.20%     0\n",
            "1359  20150527                          Apple Inc.  ...  -0.20%     0\n",
            "1360  20150527     owners of many Chevrolet models  ...  -0.20%     0\n",
            "1361  20150527     owners of many Chevrolet models  ...  -0.20%     0\n",
            "1362  20150527     owners of many Chevrolet models  ...  -0.20%     0\n",
            "1363  20150527     owners of many Chevrolet models  ...  -0.20%     0\n",
            "1364  20150527     owners of many Chevrolet models  ...  -0.20%     0\n",
            "1365  20150527        the first self-driving truck  ...  -0.20%     0\n",
            "1366  20150527     owners of many Chevrolet models  ...  -0.20%     0\n",
            "1367  20150527     owners of many Chevrolet models  ...  -0.20%     0\n",
            "1368  20150527                         Emily Chang  ...  -0.20%     0\n",
            "1369  20150527     owners of many Chevrolet models  ...  -0.20%     0\n",
            "1370  20150527     owners of many Chevrolet models  ...  -0.20%     0\n",
            "\n",
            "[19 rows x 13 columns]\n",
            "0 1352 19\n",
            "1 1352 19\n",
            "2 1352 19\n",
            "3 1352 19\n",
            "4 1352 19\n",
            "5 1352 19\n",
            "6 1352 19\n",
            "7 1352 19\n",
            "8 1352 19\n",
            "9 1352 19\n",
            "10 1352 19\n",
            "11 1352 19\n",
            "12 1352 19\n",
            "13 1352 19\n",
            "14 1352 19\n",
            "15 1352 19\n",
            "16 1352 19\n",
            "17 1352 19\n",
            "18 1352 19\n",
            "The Tokyo-based company expects sales. The Tokyo-based company expects in the business. electricity . Solar power capacity has jumped 20-fold since 2008. electricity . Solar power capacity has jumped 20-fold. Rooftop panels are sprouting on homes. companies . South Korea and China are adopting antitrust policies that may require companies such as Apple Inc. and Qualcomm Inc. to license inventions to rivals more easily and cheaply , potentially , giving. companies to license more easily cheaply cheaply potentially inventions. Apple Inc. gained 1.4 percent. owners of many Chevrolet models to use voice commands. owners of many Chevrolet models to use voice commands to control Apple and Android applications. owners of many Chevrolet models to control Apple and Android applications. owners of many Chevrolet models to use voice commands to control Apple on smartphones. owners of many Chevrolet models to use voice commands to control Android applications on smartphones. the first self-driving truck is already on the road. owners of many Chevrolet models to use voice commands. owners of many Chevrolet models to use voice commands to control Apple and Android applications. Emily Chang reports on Bloomberg West .\". owners of many Chevrolet models to control Apple and Android applications. owners of many Chevrolet models to use voice commands to control Apple on smartphones\n",
            "          time                         actor  ...  Change index\n",
            "1371  20150528            largest share sale  ...  -1.14%     0\n",
            "1372  20150528                   The company  ...  -1.14%     0\n",
            "1373  20150528  PC and smartphone businesses  ...  -1.14%     0\n",
            "1374  20150528                         Apple  ...  -1.14%     0\n",
            "1375  20150528                         Apple  ...  -1.14%     0\n",
            "1376  20150528                        itself  ...  -1.14%     0\n",
            "1377  20150528                         Apple  ...  -1.14%     0\n",
            "1378  20150528                      analysts  ...  -1.14%     0\n",
            "1379  20150528                      analysts  ...  -1.14%     0\n",
            "1380  20150528                     a service  ...  -1.14%     0\n",
            "1381  20150528                            He  ...  -1.14%     0\n",
            "\n",
            "[11 rows x 13 columns]\n",
            "0 1371 11\n",
            "1 1371 11\n",
            "2 1371 11\n",
            "3 1371 11\n",
            "4 1371 11\n",
            "5 1371 11\n",
            "6 1371 11\n",
            "7 1371 11\n",
            "8 1371 11\n",
            "9 1371 11\n",
            "10 1371 11\n",
            "largest share sale making it then the fourth most valuable company after Exxon Mobil Corp. , Apple Inc. and PetroChina Co.. The company also wants to grab a greater share of the market. PC and smartphone businesses compete with Apple Inc. and Samsung Electronics Co.. Apple would view the car as a the ultimate mobile device. Apple would view the car itself. itself would be view the car as a the ultimate mobile device. Apple would view itself as a the ultimate mobile device. analysts have put an increased focus on important Chinese consumers. analysts have put an increased focus. a service will ever make its way. He speaks with Bloomberg 's Emily Chang\n",
            "          time                   actor  ... Change index\n",
            "1382  20150529              Apple Inc.  ...  0.19%     1\n",
            "1383  20150529                   Apple  ...  0.19%     1\n",
            "1384  20150529              more money  ...  0.19%     1\n",
            "1385  20150529        FreeMomentMoment  ...  0.19%     1\n",
            "1386  20150529               This food  ...  0.19%     1\n",
            "1387  20150529            an apple pie  ...  0.19%     1\n",
            "1388  20150531  central-bank governors  ...  0.19%     1\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 1382 7\n",
            "1 1382 7\n",
            "2 1382 7\n",
            "3 1382 7\n",
            "4 1382 7\n",
            "5 1382 7\n",
            "6 1382 7\n",
            "Apple Inc. will release an all-in-one device or a headset. Apple to continue to send more money back to shareholders.According to new research. more money to send back to shareholders.According to be new research. FreeMomentMoment creates an easy. This food bears the same resemblance. an apple pie does to a Granny Smith and a stalk of wheat. central-bank governors will be followed by a summit of government leaders\n",
            "          time         actor             action  ...     Vol  Change index\n",
            "1389  20150601  The research  has added fuel to  ...  33.67M  -0.44%     0\n",
            "1390  20150601  The research          has added  ...  33.67M  -0.44%     0\n",
            "\n",
            "[2 rows x 13 columns]\n",
            "0 1389 2\n",
            "1 1389 2\n",
            "The research has added fuel to the discussion that women. The research has added fuel\n",
            "          time    actor         action  object  ...    Low     Vol  Change  index\n",
            "1391  20150602  Goldman  has published  a note  ...  129.9  30.98M   0.12%      1\n",
            "\n",
            "[1 rows x 13 columns]\n",
            "0 1391 1\n",
            "Goldman has published a note\n",
            "          time                     actor  ...  Change index\n",
            "1392  20150603                   Samsung  ...  -0.58%     0\n",
            "1393  20150603   no high-ranking bankers  ...  -0.58%     0\n",
            "1394  20150603         the bank scandals  ...  -0.58%     0\n",
            "1395  20150603               The service  ...  -0.58%     0\n",
            "1396  20150603               The service  ...  -0.58%     0\n",
            "1397  20150603     Chairman Eric Schmidt  ...  -0.58%     0\n",
            "1398  20150603     Chairman Eric Schmidt  ...  -0.58%     0\n",
            "1399  20150603               the company  ...  -0.58%     0\n",
            "1400  20150603  Bloomberg 's Emily Chang  ...  -0.58%     0\n",
            "1401  20150603  Bloomberg 's Emily Chang  ...  -0.58%     0\n",
            "1402  20150603                       She  ...  -0.58%     0\n",
            "1403  20150603                   Audible  ...  -0.58%     0\n",
            "1404  20150603                   Audible  ...  -0.58%     0\n",
            "\n",
            "[13 rows x 13 columns]\n",
            "0 1392 13\n",
            "1 1392 13\n",
            "2 1392 13\n",
            "3 1392 13\n",
            "4 1392 13\n",
            "5 1392 13\n",
            "6 1392 13\n",
            "7 1392 13\n",
            "8 1392 13\n",
            "9 1392 13\n",
            "10 1392 13\n",
            "11 1392 13\n",
            "12 1392 13\n",
            "Samsung to reverse declining market share. no high-ranking bankers gone to jail. the bank scandals about isolated bad apples or pervasive bad cultures. The service will will be available. The service will will be available on Apple products. Chairman Eric Schmidt turned down all stockholder proposals Schmidt. Chairman Eric Schmidt turned down Schmidt all stockholder proposals. the company is a Google partner and a competitor. Bloomberg 's Emily Chang reports on Apple CEO Tim Cook 's veiled swipe. Bloomberg 's Emily Chang reports at rivals Google. She speaks on Bloomberg West. Audible pumped $ 5 million into Tantan. Audible pumped $ 5 million in this year\n",
            "          time                   actor  ...  Change index\n",
            "1405  20150604                   Apple  ...  -0.55%     0\n",
            "1406  20150604                   Apple  ...  -0.55%     0\n",
            "1407  20150604                   Apple  ...  -0.55%     0\n",
            "1408  20150604                   Apple  ...  -0.55%     0\n",
            "1409  20150604                     you  ...  -0.55%     0\n",
            "1410  20150604  the list of milestones  ...  -0.55%     0\n",
            "1411  20150604               companies  ...  -0.55%     0\n",
            "1412  20150604                  ground  ...  -0.55%     0\n",
            "1413  20150604               companies  ...  -0.55%     0\n",
            "1414  20150604                  ground  ...  -0.55%     0\n",
            "1415  20150604               companies  ...  -0.55%     0\n",
            "1416  20150604                    They  ...  -0.55%     0\n",
            "1417  20150604                      He  ...  -0.55%     0\n",
            "1418  20150604                 outlook  ...  -0.55%     0\n",
            "1419  20150604                  Amazon  ...  -0.55%     0\n",
            "\n",
            "[15 rows x 13 columns]\n",
            "0 1405 15\n",
            "1 1405 15\n",
            "2 1405 15\n",
            "3 1405 15\n",
            "4 1405 15\n",
            "5 1405 15\n",
            "6 1405 15\n",
            "7 1405 15\n",
            "8 1405 15\n",
            "9 1405 15\n",
            "10 1405 15\n",
            "11 1405 15\n",
            "12 1405 15\n",
            "13 1405 15\n",
            "14 1405 15\n",
            "Apple sold debt in Swiss francs. Apple sold debt in February. Apple continued via bond sales. Apple sold debt. you ca n't fill an entire fund. the list of milestones will almost certainly include something that has flown under the radar of most devoted Apple users. companies lost ground to Apple Inc. and Samsung Electronics Co.. ground be lost to Apple Inc. and Samsung Electronics Co.. companies lost ground with venture investment. ground be lost with venture investment. companies lost ground. They speak with Bloomberg 's Emily. He speaks with Bloomberg 's Emily Chang. outlook speaks with Bloomberg 's Emily Chang. Amazon needs to keep shoppers\n",
            "          time  ... index\n",
            "1420  20150605  ...     0\n",
            "1421  20150605  ...     0\n",
            "1422  20150605  ...     0\n",
            "1423  20150605  ...     0\n",
            "1424  20150605  ...     0\n",
            "1425  20150605  ...     0\n",
            "1426  20150605  ...     0\n",
            "1427  20150605  ...     0\n",
            "1428  20150605  ...     0\n",
            "1429  20150605  ...     0\n",
            "1430  20150605  ...     0\n",
            "1431  20150605  ...     0\n",
            "1432  20150605  ...     0\n",
            "1433  20150605  ...     0\n",
            "1434  20150605  ...     0\n",
            "1435  20150605  ...     0\n",
            "1436  20150605  ...     0\n",
            "1437  20150605  ...     0\n",
            "1438  20150605  ...     0\n",
            "1439  20150605  ...     0\n",
            "1440  20150605  ...     0\n",
            "1441  20150605  ...     0\n",
            "1442  20150605  ...     0\n",
            "1443  20150605  ...     0\n",
            "1444  20150605  ...     0\n",
            "1445  20150605  ...     0\n",
            "\n",
            "[26 rows x 13 columns]\n",
            "0 1420 26\n",
            "1 1420 26\n",
            "2 1420 26\n",
            "3 1420 26\n",
            "4 1420 26\n",
            "5 1420 26\n",
            "6 1420 26\n",
            "7 1420 26\n",
            "8 1420 26\n",
            "9 1420 26\n",
            "10 1420 26\n",
            "11 1420 26\n",
            "12 1420 26\n",
            "13 1420 26\n",
            "14 1420 26\n",
            "15 1420 26\n",
            "16 1420 26\n",
            "17 1420 26\n",
            "18 1420 26\n",
            "19 1420 26\n",
            "20 1420 26\n",
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            "24 1420 26\n",
            "25 1420 26\n",
            "structured notes be linked to shares of companies. the moniker be applying to high-yielding structured notes tied to stocks of companies including Apple Inc. and Facebook Inc. Sales of structured notes. high-yielding structured notes be tied to stocks of companies. The initiative takes place at a time Silicon Valley companies from Apple Inc and Google Inc. to Uber Technologies Inc. are getting into transportation. The initiative takes place. place be takes by innovation and competition. The time has come for Google Inc.. The time has come to join Apple Inc. , Microsoft Corp. and other peers. Apple buys a lot of bonds. Apple buys of bonds. Apple is one of the biggest buyers of corporate bonds :Apple. shops will be stocked with a whole new range of smartwatches. shops will be stocked in coming weeks. Re/code)CompaniesApple is scrambling to agree on terms. he will stay at the company. Apple , Oracle and the other tech giants hoarding half a trillion dollars in cash have joined the ranks of the biggest buyers of the debt. The time has come for Google. The time has come to join Apple , in technology. The time has come to join Microsoft in technology. The time has come to join other peers in technology. Apple , Microsoft and other peers to be join in technology. The time has come to join Apple , Microsoft and other peers. He speaks with Bloomberg 's Emily Chang. Technalysis founder Bob O'Donnell previews Apple 's developer event. Bob O'Donnell be founder of Technalysis. Apple 's developer event be scheduled for Monday\n",
            "          time  ... index\n",
            "1446  20150608  ...     0\n",
            "1447  20150608  ...     0\n",
            "1448  20150608  ...     0\n",
            "1449  20150608  ...     0\n",
            "1450  20150608  ...     0\n",
            "1451  20150608  ...     0\n",
            "1452  20150608  ...     0\n",
            "1453  20150608  ...     0\n",
            "1454  20150608  ...     0\n",
            "1455  20150608  ...     0\n",
            "1456  20150608  ...     0\n",
            "1457  20150608  ...     0\n",
            "1458  20150608  ...     0\n",
            "1459  20150608  ...     0\n",
            "1460  20150608  ...     0\n",
            "1461  20150608  ...     0\n",
            "1462  20150608  ...     0\n",
            "1463  20150608  ...     0\n",
            "1464  20150608  ...     0\n",
            "1465  20150608  ...     0\n",
            "1466  20150608  ...     0\n",
            "1467  20150608  ...     0\n",
            "1468  20150608  ...     0\n",
            "1469  20150608  ...     0\n",
            "1470  20150608  ...     0\n",
            "1471  20150608  ...     0\n",
            "1472  20150608  ...     0\n",
            "1473  20150608  ...     0\n",
            "1474  20150608  ...     0\n",
            "1475  20150608  ...     0\n",
            "1476  20150608  ...     0\n",
            "\n",
            "[31 rows x 13 columns]\n",
            "0 1446 31\n",
            "1 1446 31\n",
            "2 1446 31\n",
            "3 1446 31\n",
            "4 1446 31\n",
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            "29 1446 31\n",
            "30 1446 31\n",
            "Vestager said in last month. regulators will fail to complete tax probes. Apple to encourage its partners. Apple to introduce a streaming-music.... Apple will stick is with most of its existing vendors. their capital to be deploy in moonshots. The service will also be available initially on Apple Inc. products. a new high-grade gauge was created in March. the company said at its WWDC event. The program will include a loyalty program and rewards. Apple is changing the name of its Passbook app. Apple 's Vice President of Online Store Jennifer Bailey speaks at Apple 's WWDC 2015. Apple Vice President Susan Prescott announces Apple News. Apple Inc. be revised software for its watch. Apple Inc. be revised software on Monday. the product be released for sale. Musician Drake announces the roll at WWDC Keynote address. Musician Drake announces the roll ( Source. Musician Drake announces ( Source : Bloomberg ) at WWDC Keynote address. Apple showed off a new streaming-music service that will give users access to an inventory of songs for $ 9.99 a month. ground to be regain against upstarts that have lured listeners by offering. this next :Apple Said to Build High-Speed Network. Apple 's—a legacy was on full display. Apple held its Worldwide Developers Conference in San Francisco on June 8 , 2015. you be the biggest moments from the keynote address. its Worldwide Developers Conference be held on June 8 , 2015. Apple held its Worldwide Developers Conference. you be the biggest moments in just three minutes. talk about Apple Inc. 's new music streaming service , updated watch operating system and Apple Pay unveiled at company 's Worldwide Developers Conference. Apple Clearly sees Apple Music now as a strategic play. Apple Clearly sees Apple PayOddly , now as a strategic play\n",
            "          time                                              actor  ... Change index\n",
            "1477  20150609                                              Apple  ...  1.15%     1\n",
            "1478  20150609                          Apple Pay and Apple Music  ...  1.15%     1\n",
            "1479  20150609                                              Apple  ...  1.15%     1\n",
            "1480  20150609                                              Apple  ...  1.15%     1\n",
            "1481  20150609  new software and services at its annual confer...  ...  1.15%     1\n",
            "1482  20150609                           China Central Television  ...  1.15%     1\n",
            "1483  20150609                                          a feature  ...  1.15%     1\n",
            "1484  20150609                                           trillion  ...  1.15%     1\n",
            "1485  20150609                                           trillion  ...  1.15%     1\n",
            "1486  20150609                 The great multinational experiment  ...  1.15%     1\n",
            "1487  20150609  more than forecast as domestic demand decrease...  ...  1.15%     1\n",
            "1488  20150609  more than forecast as domestic demand decrease...  ...  1.15%     1\n",
            "1489  20150609                                        0.3 percent  ...  1.15%     1\n",
            "1490  20150609                                               They  ...  1.15%     1\n",
            "1491  20150609                                        South Korea  ...  1.15%     1\n",
            "1492  20150609           65 Asian Infrastructure Investment Banks  ...  1.15%     1\n",
            "\n",
            "[16 rows x 13 columns]\n",
            "0 1477 16\n",
            "1 1477 16\n",
            "2 1477 16\n",
            "3 1477 16\n",
            "4 1477 16\n",
            "5 1477 16\n",
            "6 1477 16\n",
            "7 1477 16\n",
            "8 1477 16\n",
            "9 1477 16\n",
            "10 1477 16\n",
            "11 1477 16\n",
            "12 1477 16\n",
            "13 1477 16\n",
            "14 1477 16\n",
            "15 1477 16\n",
            "Apple to continue to gain share. Apple Pay and Apple Music add up to a better user experience which we believe will allow Apple to continue to gain share in the high-end smartphone. Apple to gain share. Apple held its Worldwide Developers Conference. new software and services at its annual conference for the developers building apps for iPhones , iPads , Macs and other devices . Highlights includes Apple Music. China Central Television reported in July. a feature was a possible security risk in February , 17. trillion has been added to the value of Chinese equities. trillion has been added in just 12 months. The great multinational experiment be led by such American innovators. more than forecast as domestic demand decreases . Technology shares lost 0.3 percent as Apple Inc.. more than forecast as domestic demand decreases . Technology shares lost 0.3 percent. 0.3 percent be lost as Apple Inc.. They speak with Bloomberg Businessweek 's Brad Stone. South Korea be rid of its household debt problem seven times. 65 Asian Infrastructure Investment Banks buy Apple eight times\n",
            "          time  ... index\n",
            "1493  20150610  ...     0\n",
            "1494  20150610  ...     0\n",
            "1495  20150610  ...     0\n",
            "1496  20150610  ...     0\n",
            "1497  20150610  ...     0\n",
            "1498  20150610  ...     0\n",
            "1499  20150610  ...     0\n",
            "1500  20150610  ...     0\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 1493 8\n",
            "1 1493 8\n",
            "2 1493 8\n",
            "3 1493 8\n",
            "4 1493 8\n",
            "5 1493 8\n",
            "6 1493 8\n",
            "7 1493 8\n",
            "the Walkman and Trinitron televisions led to record losses. A police spokesman declined to provide the full name or occupation of the driver. Ebert be naming as the driver of a Ferrari 458 Spider. a bad business model , an inability to attract clients , competition from Google and Apple , no profits and fighting co-founders are the main themes of capital. Both Apple and Spotify give users access. Apple Inc. gains more customers. its subscription service to be boost for its updated music offering. it tries to boost its subscription service\n",
            "          time                           actor  ...  Change index\n",
            "1501  20150611                              it  ...  -1.10%     0\n",
            "1502  20150611                        Vestager  ...  -1.10%     0\n",
            "1503  20150611            online video players  ...  -1.10%     0\n",
            "1504  20150611                       The rally  ...  -1.10%     0\n",
            "1505  20150611                     fat-fingers  ...  -1.10%     0\n",
            "1506  20150611  Apple co-founder Steve Wozniak  ...  -1.10%     0\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 1501 6\n",
            "1 1501 6\n",
            "2 1501 6\n",
            "3 1501 6\n",
            "4 1501 6\n",
            "5 1501 6\n",
            "it was embroiled in an investigation. Vestager has also sent Google Inc. a formal antitrust complaint. online video players has jumped 4,208 percent The rally. The rally be equivalent to 11 years of gains. fat-fingers be its way to a profitable media. Apple co-founder Steve Wozniak '86The first in a series of three computer science courses\n",
            "          time            actor  ...  Change index\n",
            "1507  20150612  the Apple Watch  ...  -0.20%     0\n",
            "1508  20150612             Jobs  ...  -0.20%     0\n",
            "1509  20150612             Jobs  ...  -0.20%     0\n",
            "1510  20150612             Jobs  ...  -0.20%     0\n",
            "1511  20150612       executives  ...  -0.20%     0\n",
            "1512  20150612       executives  ...  -0.20%     0\n",
            "1513  20150614               It  ...  -0.20%     0\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 1507 7\n",
            "1 1507 7\n",
            "2 1507 7\n",
            "3 1507 7\n",
            "4 1507 7\n",
            "5 1507 7\n",
            "6 1507 7\n",
            "the Apple Watch will find a way. Jobs Similarly returned as interim CEO. Jobs Similarly returned in 1997. Jobs Similarly returned to Apple. executives see business threats from Apple 's push. executives see business threats and opportunities. It 's an endorsement of the country 's current economic stewardship\n",
            "          time                                 actor  ... Change index\n",
            "1514  20150615                              a friend  ...  0.54%     1\n",
            "1515  20150615  ways to stop multinational companies  ...  0.54%     1\n",
            "1516  20150615                             Companies  ...  0.54%     1\n",
            "\n",
            "[3 rows x 13 columns]\n",
            "0 1514 3\n",
            "1 1514 3\n",
            "2 1514 3\n",
            "a friend be related to an executive that Apple had proposed. ways to stop multinational companies appeared at Australian hearings. Companies appeared at Australian hearings\n",
            "          time                         actor  ...  Change index\n",
            "1517  20150616  Video redaction , or editing  ...  -0.24%     0\n",
            "1518  20150616                         Taser  ...  -0.24%     0\n",
            "1519  20150616                         Taser  ...  -0.24%     0\n",
            "1520  20150616                         Taser  ...  -0.24%     0\n",
            "\n",
            "[4 rows x 13 columns]\n",
            "0 1517 4\n",
            "1 1517 4\n",
            "2 1517 4\n",
            "3 1517 4\n",
            "Video redaction , or editing is n't noted on Amazon 's site. Taser also supplies stun guns and body cameras. Taser also supplies stun guns to law enforcement. Taser also supplies body cameras to law enforcement\n",
            "          time                           actor  ... Change index\n",
            "1521  20150617               an unwanted rival  ...  0.46%     1\n",
            "1522  20150617               an unwanted rival  ...  0.46%     1\n",
            "1523  20150617  the consumer-electronics giant  ...  0.46%     1\n",
            "1524  20150617  the consumer-electronics giant  ...  0.46%     1\n",
            "1525  20150617                           Apple  ...  0.46%     1\n",
            "1526  20150617                       WonkBlog)  ...  0.46%     1\n",
            "1527  20150617                       WonkBlog)  ...  0.46%     1\n",
            "1528  20150617                          Google  ...  0.46%     1\n",
            "1529  20150617            Technology companies  ...  0.46%     1\n",
            "\n",
            "[9 rows x 13 columns]\n",
            "0 1521 9\n",
            "1 1521 9\n",
            "2 1521 9\n",
            "3 1521 9\n",
            "4 1521 9\n",
            "5 1521 9\n",
            "6 1521 9\n",
            "7 1521 9\n",
            "8 1521 9\n",
            "an unwanted rival began athletic activities selling the Apple Watch , with functions. an unwanted rival began heart rate selling the Apple Watch , with functions. the consumer-electronics giant began athletic activities selling the Apple Watch , with functions. the consumer-electronics giant began heart rate selling the Apple Watch , with functions. Apple is no stranger. WonkBlog) Happens to Stolen Art. WonkBlog) Happens after a Heist. Google bought security start-up Dropcam. Technology companies to address the issue\n",
            "          time  ... index\n",
            "1530  20150618  ...     0\n",
            "1531  20150618  ...     0\n",
            "1532  20150618  ...     0\n",
            "1533  20150618  ...     0\n",
            "1534  20150618  ...     0\n",
            "1535  20150618  ...     0\n",
            "1536  20150618  ...     0\n",
            "1537  20150618  ...     0\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 1530 8\n",
            "1 1530 8\n",
            "2 1530 8\n",
            "3 1530 8\n",
            "4 1530 8\n",
            "5 1530 8\n",
            "6 1530 8\n",
            "7 1530 8\n",
            "Apple which launched on June 29 , 2007. his colleagues realized it. Most of the technology world was too busy Almost immediately with the iPhone which Apple launched on June 29 , 2007. Kleiner Perkins Caufield Byers General Partners John Doerr and Beth Seidenberg sit down for an exclusive conversation. Shipments slid 8.9 percent to 1.71 billion francs. Shipments slid 8.9 percent. biggest monthly drop weighed on deliveries. 8.9 percent be slid to 1.71 billion francs\n",
            "          time                                              actor  ... Change index\n",
            "1538  20150619                                            Android  ...  0.80%     1\n",
            "1539  20150619                                                 it  ...  0.80%     1\n",
            "1540  20150621  social media feed that he keeps on behalf of h...  ...  0.80%     1\n",
            "\n",
            "[3 rows x 13 columns]\n",
            "0 1538 3\n",
            "1 1538 3\n",
            "2 1538 3\n",
            "Android Pay means. it compares to Apple Pay. social media feed that he keeps on behalf of his dog ( including photos of the pet wearing gold Apple Watch Editions ) -- to take up his birthright leading the conglomerate , which\n",
            "          time                    actor  ...  Change index\n",
            "1541  20150622          Amazon.com Inc.  ...  -0.45%     0\n",
            "1542  20150622                 The city  ...  -0.45%     0\n",
            "1543  20150622                    Apple  ...  -0.45%     0\n",
            "1544  20150622                    Apple  ...  -0.45%     0\n",
            "1545  20150622                  Artists  ...  -0.45%     0\n",
            "1546  20150622                    Apple  ...  -0.45%     0\n",
            "1547  20150622                royalties  ...  -0.45%     0\n",
            "1548  20150622                royalties  ...  -0.45%     0\n",
            "1549  20150622                       It  ...  -0.45%     0\n",
            "1550  20150622                       It  ...  -0.45%     0\n",
            "1551  20150622                    Apple  ...  -0.45%     0\n",
            "1552  20150622                    Apple  ...  -0.45%     0\n",
            "1553  20150622                       It  ...  -0.45%     0\n",
            "1554  20150622                       It  ...  -0.45%     0\n",
            "1555  20150622  her first lines of code  ...  -0.45%     0\n",
            "\n",
            "[15 rows x 13 columns]\n",
            "0 1541 15\n",
            "1 1541 15\n",
            "2 1541 15\n",
            "3 1541 15\n",
            "4 1541 15\n",
            "5 1541 15\n",
            "6 1541 15\n",
            "7 1541 15\n",
            "8 1541 15\n",
            "9 1541 15\n",
            "10 1541 15\n",
            "11 1541 15\n",
            "12 1541 15\n",
            "13 1541 15\n",
            "14 1541 15\n",
            "Amazon.com Inc. moved a distribution warehouse. The city has lured several large technology companies. Apple has agreed to pay royalties to artists. Apple has agreed to pay royalties. Artists were unhappy. Apple has agreed to pay royalties during the free trial period of its new music streaming service. royalties to pay to be artists. royalties to be pay during the free trial period of its new music streaming service. It took Taylor Swift than 24 hours. It took Taylor Swift less than 24 hours to make a rare public about-face. Apple can no longer call the shots which explains why. Apple is just one of a bunch of also-rans. It took Taylor Swift than 24 hours. It took Taylor Swift less than 24 hours to make a rare public about-face. her first lines of code to change the simple balls of Pong\n",
            "          time                               actor  ... Change index\n",
            "1556  20150623                The Canadian company  ...  0.85%     1\n",
            "1557  20150623                The Canadian company  ...  0.85%     1\n",
            "1558  20150623                The Canadian company  ...  0.85%     1\n",
            "1559  20150623  its Android Wear software platform  ...  0.85%     1\n",
            "1560  20150623            its monthly song service  ...  0.85%     1\n",
            "1561  20150623                                  it  ...  0.85%     1\n",
            "1562  20150623            its monthly song service  ...  0.85%     1\n",
            "1563  20150623                                  it  ...  0.85%     1\n",
            "1564  20150623                        Taylor Swift  ...  0.85%     1\n",
            "1565  20150623                        Taylor Swift  ...  0.85%     1\n",
            "1566  20150623                      an open letter  ...  0.85%     1\n",
            "1567  20150623              Certain types of names  ...  0.85%     1\n",
            "1568  20150623              Certain types of names  ...  0.85%     1\n",
            "1569  20150623                     other companies  ...  0.85%     1\n",
            "1570  20150623                        Taylor Swift  ...  0.85%     1\n",
            "1571  20150623                           royalties  ...  0.85%     1\n",
            "1572  20150623                                  it  ...  0.85%     1\n",
            "\n",
            "[17 rows x 13 columns]\n",
            "0 1556 17\n",
            "1 1556 17\n",
            "2 1556 17\n",
            "3 1556 17\n",
            "4 1556 17\n",
            "5 1556 17\n",
            "6 1556 17\n",
            "7 1556 17\n",
            "8 1556 17\n",
            "9 1556 17\n",
            "10 1556 17\n",
            "11 1556 17\n",
            "12 1556 17\n",
            "13 1556 17\n",
            "14 1556 17\n",
            "15 1556 17\n",
            "16 1556 17\n",
            "The Canadian company has narrowed the target audience for its phones. The Canadian company has narrowed the target audience to financial. The Canadian company has narrowed the target audience. its Android Wear software platform also have smartwatches and devices. its monthly song service to push to be hundreds of millions of iTunes users. it to push its monthly song service to hundreds of millions of iTunes users. its monthly song service to be push on June 30. it prepares for digital-song pioneer Apple. Taylor Swift sent an open letter to Apple Inc.. Taylor Swift sent an open letter. an open letter be sent to Apple Inc.. Certain types of names raise flags in the ICANN process. Certain types of names raise flags. other companies have successfully applied for such domains. Taylor Swift recently shamed Apple with Google. royalties be paying for the free trials it is offering as part of Apple Music. it is offering as part of Apple Music\n",
            "          time    actor                         action  ...     Vol  Change index\n",
            "1573  20150624  Ontario      has switched its focus to  ...  31.94M  -0.48%     0\n",
            "1574  20150624  Ontario                   has switched  ...  31.94M  -0.48%     0\n",
            "1575  20150624       it  has struggled to compete with  ...  31.94M  -0.48%     0\n",
            "1576  20150624     They                        discuss  ...  31.94M  -0.48%     0\n",
            "1577  20150624  Dropbox                    was n't for  ...  31.94M  -0.48%     0\n",
            "\n",
            "[5 rows x 13 columns]\n",
            "0 1573 5\n",
            "1 1573 5\n",
            "2 1573 5\n",
            "3 1573 5\n",
            "4 1573 5\n",
            "Ontario has switched its focus to high-security software. Ontario has switched its focus. it has struggled to compete with Apple Inc. and Samsung Electronics Co. Ltd.. They discuss Houston 's meeting. Dropbox was n't for sale\n",
            "          time                      actor  ...  Change index\n",
            "1578  20150625                        She  ...  -0.59%     0\n",
            "1579  20150625                     Yvonne  ...  -0.59%     0\n",
            "1580  20150625               Taylor Swift  ...  -0.59%     0\n",
            "1581  20150625                    Merkley  ...  -0.59%     0\n",
            "1582  20150625                 Republican  ...  -0.59%     0\n",
            "1583  20150625  Wal-Mart Stores and Apple  ...  -0.59%     0\n",
            "1584  20150625                    Merkley  ...  -0.59%     0\n",
            "1585  20150625                a big boost  ...  -0.59%     0\n",
            "1586  20150625             Goldman report  ...  -0.59%     0\n",
            "\n",
            "[9 rows x 13 columns]\n",
            "0 1578 9\n",
            "1 1578 9\n",
            "2 1578 9\n",
            "3 1578 9\n",
            "4 1578 9\n",
            "5 1578 9\n",
            "6 1578 9\n",
            "7 1578 9\n",
            "8 1578 9\n",
            "She speaks to Bloomberg 's Yvonne Man. Yvonne be Man on Trending Business. Taylor Swift taking on Apple Music over artist compensation. Merkley got a big boost from the business community. Republican be governors of Indiana and Arkansas. Wal-Mart Stores and Apple joined other large companies. Merkley got a big boost. a big boost be got from the business community. Goldman report is because of Apple Inc.\n",
            "          time                                            actor  ...  Change index\n",
            "1587  20150626                                     entrepreneur  ...  -1.75%     0\n",
            "1588  20150626                                      music world  ...  -1.75%     0\n",
            "1589  20150626                                      music world  ...  -1.75%     0\n",
            "1590  20150626                                            Apple  ...  -1.75%     0\n",
            "1591  20150626                                            Apple  ...  -1.75%     0\n",
            "1592  20150626  an apples-to-oranges comparison.The data source  ...  -1.75%     0\n",
            "1593  20150626                       comparison.The data source  ...  -1.75%     0\n",
            "1594  20150626  an apples-to-oranges comparison.The data source  ...  -1.75%     0\n",
            "1595  20150626                                            first  ...  -1.75%     0\n",
            "1596  20150626                                            first  ...  -1.75%     0\n",
            "\n",
            "[10 rows x 13 columns]\n",
            "0 1587 10\n",
            "1 1587 10\n",
            "2 1587 10\n",
            "3 1587 10\n",
            "4 1587 10\n",
            "5 1587 10\n",
            "6 1587 10\n",
            "7 1587 10\n",
            "8 1587 10\n",
            "9 1587 10\n",
            "entrepreneur speaks to Bloomberg. music world had already been putting the screws. music world had already been putting the screws to Apple. Apple brings us to China. Apple brings us. an apples-to-oranges comparison.The data source was a Bureau of Labor Statistics survey. comparison.The data source be used in 2006. an apples-to-oranges comparison.The data source was a Bureau of Labor Statistics survey. first unveiled for the Apple Watch and the newest MacBook model. first unveiled for the Apple Watch and the newest MacBook model\n",
            "          time                       actor  ... Change index\n",
            "1597  20150629  About 11 percent of people  ...  0.71%     1\n",
            "1598  20150629                          It  ...  0.71%     1\n",
            "1599  20150629                  This tasty  ...  0.71%     1\n",
            "1600  20150629   Bloomberg 's Cory Johnson  ...  0.71%     1\n",
            "1601  20150629                          He  ...  0.71%     1\n",
            "\n",
            "[5 rows x 13 columns]\n",
            "0 1597 5\n",
            "1 1597 5\n",
            "2 1597 5\n",
            "3 1597 5\n",
            "4 1597 5\n",
            "About 11 percent of people had purchased a Fitbit product .It could be that it is simply too early for the Apple Watch to have. It 's no substitute for Heinz ketchup. This tasty gets its vivid purple hue from beets and its sweetness. Bloomberg 's Cory Johnson takes a look. He speaks on Bloomberg West\n",
            "          time                   actor  ... Change index\n",
            "1602  20150630           their iPhones  ...  0.94%     1\n",
            "1603  20150630                   users  ...  0.94%     1\n",
            "1604  20150630  Launch TimeApple Music  ...  0.94%     1\n",
            "1605  20150630                   Apple  ...  0.94%     1\n",
            "1606  20150630             Apple Music  ...  0.94%     1\n",
            "1607  20150630  Apple MusicThe message  ...  0.94%     1\n",
            "1608  20150630             The service  ...  0.94%     1\n",
            "1609  20150630              Apple Inc.  ...  0.94%     1\n",
            "1610  20150630              Apple Inc.  ...  0.94%     1\n",
            "1611  20150630   a price-fixing scheme  ...  0.94%     1\n",
            "1612  20150630          the government  ...  0.94%     1\n",
            "1613  20150630     Hirai 's reputation  ...  0.94%     1\n",
            "\n",
            "[12 rows x 13 columns]\n",
            "0 1602 12\n",
            "1 1602 12\n",
            "2 1602 12\n",
            "3 1602 12\n",
            "4 1602 12\n",
            "5 1602 12\n",
            "6 1602 12\n",
            "7 1602 12\n",
            "8 1602 12\n",
            "9 1602 12\n",
            "10 1602 12\n",
            "11 1602 12\n",
            "their iPhones should be update at 11 a.m. East Coast time. users should update their iPhones at 11 a.m. East Coast time. Launch TimeApple Music launches in Tuesday. Apple enters the subscription streaming music game up against power. Apple Music is finally available and with. Apple MusicThe message comes on the same day that Apple rolls out its subscription-based service Apple Music. The service won attention. Apple Inc. orchestrated a price-fixing scheme in the electronic-book market. Apple Inc. orchestrated a price-fixing scheme. a price-fixing scheme be orchestrated in the electronic-book market. the government will only let people. Hirai 's reputation now deserves to take a hit\n",
            "          time           actor                    action  ...     Vol  Change index\n",
            "1614  20150702  most consumers                       got  ...  28.06M  -0.35%     0\n",
            "1615  20150702         Organic  be Quick Take foodbefore  ...  28.06M  -0.35%     0\n",
            "1616  20150702              It    also successfully sued  ...  28.06M  -0.35%     0\n",
            "\n",
            "[3 rows x 13 columns]\n",
            "0 1614 3\n",
            "1 1614 3\n",
            "2 1614 3\n",
            "most consumers got their provisions. Organic be Quick Take foodbefore the 20th century. It also successfully sued Apple Inc.\n",
            "          time                                          actor  ...  Change index\n",
            "1617  20150707  Apple and Samsung . Bloomberg 's David Ingles  ...  -2.48%     0\n",
            "1618  20150707                                            HTC  ...  -2.48%     0\n",
            "1619  20150707                                    Apple Music  ...  -2.48%     0\n",
            "1620  20150707                 Bloomberg 's Stephen Pulvirent  ...  -2.48%     0\n",
            "1621  20150707                                    Apple Music  ...  -2.48%     0\n",
            "1622  20150707                                    Apple Music  ...  -2.48%     0\n",
            "1623  20150707                 Bloomberg 's Stephen Pulvirent  ...  -2.48%     0\n",
            "1624  20150707                                    Apple Music  ...  -2.48%     0\n",
            "1625  20150707                                          Apple  ...  -2.48%     0\n",
            "1626  20150707                                           They  ...  -2.48%     0\n",
            "1627  20150707                                           They  ...  -2.48%     0\n",
            "1628  20150707         Bloomberg Pursuits ' Stephen Pulvirent  ...  -2.48%     0\n",
            "1629  20150707                              broader . Hon Hai  ...  -2.48%     0\n",
            "1630  20150707                50 percent of its $ 139 billion  ...  -2.48%     0\n",
            "1631  20150707                              broader . Hon Hai  ...  -2.48%     0\n",
            "\n",
            "[15 rows x 13 columns]\n",
            "0 1617 15\n",
            "1 1617 15\n",
            "2 1617 15\n",
            "3 1617 15\n",
            "4 1617 15\n",
            "5 1617 15\n",
            "6 1617 15\n",
            "7 1617 15\n",
            "8 1617 15\n",
            "9 1617 15\n",
            "10 1617 15\n",
            "11 1617 15\n",
            "12 1617 15\n",
            "13 1617 15\n",
            "14 1617 15\n",
            "Apple and Samsung . Bloomberg 's David Ingles takes a look. HTC continues to struggle in the shadow of its larger , more dominant rivals. Apple Music launched on June 30th. Bloomberg 's Stephen Pulvirent launched on June 30th. Apple Music is maddeningly uneven. Apple Music launched on June 30th. Bloomberg 's Stephen Pulvirent launched on June 30th. Apple Music is maddeningly uneven. Apple stayed quiet against the old buy-to-own model. They speak with Bloomberg 's Emily Chang. They speak on Bloomberg West. Bloomberg Pursuits ' Stephen Pulvirent give their first impressions of Apple Music. broader . Hon Hai generated 50 percent of its $ 139 billion. 50 percent of its $ 139 billion be generated for its latest fiscal year. broader . Hon Hai generated 50 percent of its $ 139 billion in sales for its latest fiscal year\n",
            "          time              actor          action  ...     Vol  Change index\n",
            "1632  20150708      its best week        puts out  ...  78.60M  -2.04%     0\n",
            "1633  20150708  a large reduction   be awarded to  ...  78.60M  -2.04%     0\n",
            "1634  20150708        The company         have in  ...  78.60M  -2.04%     0\n",
            "1635  20150708    Apple 's iTunes  sells music by  ...  78.60M  -2.04%     0\n",
            "1636  20150708            comfort      be find in  ...  78.60M  -2.04%     0\n",
            "\n",
            "[5 rows x 13 columns]\n",
            "0 1632 5\n",
            "1 1632 5\n",
            "2 1632 5\n",
            "3 1632 5\n",
            "4 1632 5\n",
            "its best week puts out the 'for sale ' sign. a large reduction be awarded to a Texas patent owner. The company have in excess of $ 500 billion of cash. Apple 's iTunes sells music by the song and by the album. comfort be find in a descriptive\n",
            "          time                 actor  ... Change index\n",
            "1637  20150709  its earnings reports  ...  2.67%     1\n",
            "1638  20150709            Apple Inc.  ...  2.67%     1\n",
            "1639  20150709            Apple Inc.  ...  2.67%     1\n",
            "1640  20150709     Richard McCaffery  ...  2.67%     1\n",
            "1641  20150709                     I  ...  2.67%     1\n",
            "1642  20150709              The lure  ...  2.67%     1\n",
            "1643  20150709              The lure  ...  2.67%     1\n",
            "1644  20150709                 Apple  ...  2.67%     1\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 1637 8\n",
            "1 1637 8\n",
            "2 1637 8\n",
            "3 1637 8\n",
            "4 1637 8\n",
            "5 1637 8\n",
            "6 1637 8\n",
            "7 1637 8\n",
            "its earnings reports were closely watched by investors. Apple Inc. revolutionized the industry with its iPhone. Apple Inc. revolutionized the industry. Richard McCaffery wrote on the Motley Fool:. I see Nokia as kind of a combination of Apple Computer. The lure is revenue from the data streams. The lure is revenue. Apple has spent above the 200-day threshold\n",
            "          time                   actor  ... Change index\n",
            "1645  20150710              Apple Inc.  ...  1.93%     1\n",
            "1646  20150710              Apple Inc.  ...  1.93%     1\n",
            "1647  20150710      a five-day decline  ...  1.93%     1\n",
            "1648  20150710              Apple Inc.  ...  1.93%     1\n",
            "1649  20150710              the shares  ...  1.93%     1\n",
            "1650  20150710      a five-day decline  ...  1.93%     1\n",
            "1651  20150710  the electric-car maker  ...  1.93%     1\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 1645 7\n",
            "1 1645 7\n",
            "2 1645 7\n",
            "3 1645 7\n",
            "4 1645 7\n",
            "5 1645 7\n",
            "6 1645 7\n",
            "Apple Inc. hired former Burberry Group Plc Chief Executive Officer Angela Ahrendts. Apple Inc. hired former Burberry Group Plc Chief Executive Officer Angela Ahrendts as head of its retail. a five-day decline pushed the shares to the brink of a 10 percent. Apple Inc. rose 1.6 percent. the shares be pushed to the brink of a 10 percent. a five-day decline pushed the shares. the electric-car maker extend its reputation\n",
            "          time        actor               action  ...     Vol  Change index\n",
            "1652  20150713  art museums  can be crushed with  ...  31.77M  -0.04%     0\n",
            "1653  20150713  the company        aims to reach  ...  31.77M  -0.04%     0\n",
            "\n",
            "[2 rows x 13 columns]\n",
            "0 1652 2\n",
            "1 1652 2\n",
            "art museums can be crushed with crowds and airport security-style lines. the company aims to reach 40 percent\n",
            "          time                   actor  ... Change index\n",
            "1654  20150714   whose business empire  ...  0.96%     1\n",
            "1655  20150714   whose business empire  ...  0.96%     1\n",
            "1656  20150714        one million jobs  ...  0.96%     1\n",
            "1657  20150714   third-largest economy  ...  0.96%     1\n",
            "1658  20150714                 revenue  ...  0.96%     1\n",
            "1659  20150714   the Apple Watch—which  ...  0.96%     1\n",
            "1660  20150714  1.5 million timepieces  ...  0.96%     1\n",
            "1661  20150714                 revenue  ...  0.96%     1\n",
            "1662  20150714                  target  ...  0.96%     1\n",
            "\n",
            "[9 rows x 13 columns]\n",
            "0 1654 9\n",
            "1 1654 9\n",
            "2 1654 9\n",
            "3 1654 9\n",
            "4 1654 9\n",
            "5 1654 9\n",
            "6 1654 9\n",
            "7 1654 9\n",
            "8 1654 9\n",
            "whose business empire gets half its revenue from Apple Inc.. whose business empire gets half its revenue. one million jobs to be create by 2020. third-largest economy expects to open as many as 12 factories. revenue rose by an even larger rate. the Apple Watch—which even sold 1.5 million timepieces in a week—might. 1.5 million timepieces be even sold in a week—might. revenue even sold 1.5 million timepieces in a week—might. target be based on 17 times 2016 earnings and Apple 's $ 25.65 cash\n",
            "          time         actor  ... Change index\n",
            "1663  20150715   the company  ...  1.33%     1\n",
            "1664  20150715     Naskovets  ...  1.33%     1\n",
            "1665  20150715  resold items  ...  1.33%     1\n",
            "1666  20150715            he  ...  1.33%     1\n",
            "\n",
            "[4 rows x 13 columns]\n",
            "0 1663 4\n",
            "1 1663 4\n",
            "2 1663 4\n",
            "3 1663 4\n",
            "the company has happened as rivals. Naskovets provided the final piece. resold items be then initiate fraudulent transfers or purchase expensive with his conversational English. he was hands-on in the style of Apple founder Steve Jobs\n",
            "          time                                   actor  ... Change index\n",
            "1667  20150716                      antitrust watchdog  ...  0.86%     1\n",
            "1668  20150716                      antitrust watchdog  ...  0.86%     1\n",
            "1669  20150716                      No WaitingVestager  ...  0.86%     1\n",
            "1670  20150716                           functionality  ...  0.86%     1\n",
            "1671  20150716                          Shares of Rovi  ...  0.86%     1\n",
            "1672  20150716  Google , Facebook , Apple , and others  ...  0.86%     1\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 1667 6\n",
            "1 1667 6\n",
            "2 1667 6\n",
            "3 1667 6\n",
            "4 1667 6\n",
            "5 1667 6\n",
            "antitrust watchdog has also sought to rein in patent abuses. antitrust watchdog has also sought to rein across the world. No WaitingVestager told EU lawmakers minutes. functionality provided for over-the-top video service which has been utilized by companies including Apple Inc. , Google Inc. and Hulu LLC. Shares of Rovi slid 19 percent. Google , Facebook , Apple , and others are pushing.Apps accounted for seven of every eight minutes\n",
            "          time                                              actor  ... Change index\n",
            "1673  20150717                         A gauge of property stocks  ...  1.89%     1\n",
            "1674  20150717  phone-company and industrial shares advanced 6...  ...  1.89%     1\n",
            "1675  20150717                                     the Apple case  ...  1.89%     1\n",
            "1676  20150717         the law which will govern the Apple case ,  ...  1.89%     1\n",
            "1677  20150717                                        Rachel Wolf  ...  1.89%     1\n",
            "1678  20150717                                 Apple 's App Store  ...  1.89%     1\n",
            "1679  20150717                                              users  ...  1.89%     1\n",
            "1680  20150717                                                you  ...  1.89%     1\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 1673 8\n",
            "1 1673 8\n",
            "2 1673 8\n",
            "3 1673 8\n",
            "4 1673 8\n",
            "5 1673 8\n",
            "6 1673 8\n",
            "7 1673 8\n",
            "A gauge of property stocks jumped 5.6 percent. phone-company and industrial shares advanced 6.5 percent rallied by the daily limit of 10 percent. the Apple case is in federal court. the law which will govern the Apple case , declined to comment on the ruling. Rachel Wolf be spokeswoman of Apple. Apple 's App Store has users registered in 155 distinct countries and territories. users be registered in 155 distinct countries and territories. you might take comfort\n",
            "          time  ... index\n",
            "1681  20150720  ...     0\n",
            "1682  20150720  ...     0\n",
            "1683  20150720  ...     0\n",
            "1684  20150720  ...     0\n",
            "1685  20150720  ...     0\n",
            "1686  20150720  ...     0\n",
            "1687  20150720  ...     0\n",
            "1688  20150720  ...     0\n",
            "1689  20150720  ...     0\n",
            "1690  20150720  ...     0\n",
            "1691  20150720  ...     0\n",
            "1692  20150720  ...     0\n",
            "1693  20150720  ...     0\n",
            "1694  20150720  ...     0\n",
            "1695  20150720  ...     0\n",
            "1696  20150720  ...     0\n",
            "1697  20150720  ...     0\n",
            "1698  20150720  ...     0\n",
            "1699  20150720  ...     0\n",
            "\n",
            "[19 rows x 13 columns]\n",
            "0 1681 19\n",
            "1 1681 19\n",
            "2 1681 19\n",
            "3 1681 19\n",
            "4 1681 19\n",
            "5 1681 19\n",
            "6 1681 19\n",
            "7 1681 19\n",
            "8 1681 19\n",
            "9 1681 19\n",
            "10 1681 19\n",
            "11 1681 19\n",
            "12 1681 19\n",
            "13 1681 19\n",
            "14 1681 19\n",
            "15 1681 19\n",
            "16 1681 19\n",
            "17 1681 19\n",
            "18 1681 19\n",
            "3 percent downgraded its rating on the supplier of screens to Apple Inc. Daewoo Shipbuilding. 3 percent downgraded its rating. its rating be downgraded to Apple Inc. Daewoo Shipbuilding. 6.6 percent be dropped in Seoul. Apple is making a bigger push to compete with companies. Bellevue is making a bigger push to compete with companies. big years be had from Allergan Plc. companies had big years in 2014 from Allergan Plc. Apple Inc. is a massive 13.8 percent of the NDX 100. Apple is in the DJIA. Apple is with a lesser weighting of 4.8 percent. Industrial Average . Goldman Sachs Group Inc. is 7.8 percent of the Dow. Apple Inc. is a massive 13.8 percent of the NDX 100. earnings , while Halliburton Co. advanced 2.4 percent after its profit fell less than predicted . Apple Inc. rose 2 percent to pace gains. earnings , while Halliburton Co. advanced 2.4 percent after its profit fell less than predicted . Apple Inc. rose 2 percent. Newmont Mining Corp. lost 11 percent. 2 percent be rose to pace gains. Halliburton Co. advanced 2.4 percent after its profit. Halliburton Co. advanced 2.4 percent\n",
            "          time  ... index\n",
            "1700  20150721  ...     0\n",
            "1701  20150721  ...     0\n",
            "1702  20150721  ...     0\n",
            "1703  20150721  ...     0\n",
            "1704  20150721  ...     0\n",
            "1705  20150721  ...     0\n",
            "1706  20150721  ...     0\n",
            "1707  20150721  ...     0\n",
            "1708  20150721  ...     0\n",
            "1709  20150721  ...     0\n",
            "1710  20150721  ...     0\n",
            "1711  20150721  ...     0\n",
            "1712  20150721  ...     0\n",
            "1713  20150721  ...     0\n",
            "1714  20150721  ...     0\n",
            "1715  20150721  ...     0\n",
            "1716  20150721  ...     0\n",
            "1717  20150721  ...     0\n",
            "1718  20150721  ...     0\n",
            "1719  20150721  ...     0\n",
            "1720  20150721  ...     0\n",
            "\n",
            "[21 rows x 13 columns]\n",
            "0 1700 21\n",
            "1 1700 21\n",
            "2 1700 21\n",
            "3 1700 21\n",
            "4 1700 21\n",
            "5 1700 21\n",
            "6 1700 21\n",
            "7 1700 21\n",
            "8 1700 21\n",
            "9 1700 21\n",
            "10 1700 21\n",
            "11 1700 21\n",
            "12 1700 21\n",
            "13 1700 21\n",
            "14 1700 21\n",
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            "19 1700 21\n",
            "20 1700 21\n",
            "established financial institutions are pouring money into technology. money are pouring into technology. established financial institutions are pouring money. earnings days bode well for Apple 's stock. He speaks on Market Makers. Apple and Apple Watch speaks on Market Makers. Bloomberg Intelligence 's Anand Srinivasan also reports on Bloomberg Markets. Daryanani owns no stock. They speak on Bloomberg Markets. Bloomberg 's Craig Giamonna and Tim Higgins preview Apple and Chipotle earnings. a 13th quarter United Technologies lost 7.7 percent after cutting its 2015 profit forecast declined 0.8 percent. United Technologies lost 7.7 percent. its earnings report added 3.9 percent. Pixate build their applications. They speak on Bloomberg Markets. Bloomberg 's Emily Chang and Tim Higgins preview Apple 's earnings. Apple reach all-time quarterly profit in the period that ended in December. Apple reach all-time quarterly profit. all-time quarterly profit be reach in the period that ended in December. Apple sold in that six-month stretch. Currency ImpactsMicrosoft expects currency exchange rates\n",
            "          time                                         actor  ...  Change index\n",
            "1721  20150722  data-center services and Office 365 programs  ...  -0.05%     0\n",
            "1722  20150722                      commercial cloud revenue  ...  -0.05%     0\n",
            "1723  20150722                   The MSCI Asia Pacific Index  ...  -0.05%     0\n",
            "1724  20150722                                   0.5 percent  ...  -0.05%     0\n",
            "1725  20150722                Apple Inc. and Microsoft Corp.  ...  -0.05%     0\n",
            "1726  20150722                              iPhone shipments  ...  -0.05%     0\n",
            "1727  20150722                                     O'Donnell  ...  -0.05%     0\n",
            "1728  20150722                                 Bob O'Donnell  ...  -0.05%     0\n",
            "1729  20150722                            Japan Display Inc.  ...  -0.05%     0\n",
            "1730  20150722                                 Stock Average  ...  -0.05%     0\n",
            "1731  20150722                                 Stock Average  ...  -0.05%     0\n",
            "1732  20150722                            Japan Display Inc.  ...  -0.05%     0\n",
            "1733  20150722                             its sharpest fall  ...  -0.05%     0\n",
            "1734  20150722                            Japan Display Inc.  ...  -0.05%     0\n",
            "1735  20150722                            Japan Display Inc.  ...  -0.05%     0\n",
            "1736  20150722                                     exporters  ...  -0.05%     0\n",
            "1737  20150722                          the smartphone maker  ...  -0.05%     0\n",
            "1738  20150722                                  Apple shares  ...  -0.05%     0\n",
            "1739  20150722                                  Apple shares  ...  -0.05%     0\n",
            "1740  20150722                AAC Technologies Holdings Inc.  ...  -0.05%     0\n",
            "1741  20150722                                   6.9 percent  ...  -0.05%     0\n",
            "1742  20150722                                   6.9 percent  ...  -0.05%     0\n",
            "1743  20150722                AAC Technologies Holdings Inc.  ...  -0.05%     0\n",
            "1744  20150722                AAC Technologies Holdings Inc.  ...  -0.05%     0\n",
            "1745  20150722                                         Apple  ...  -0.05%     0\n",
            "1746  20150722                                 Index futures  ...  -0.05%     0\n",
            "1747  20150722                                         Apple  ...  -0.05%     0\n",
            "1748  20150722                                         Apple  ...  -0.05%     0\n",
            "1749  20150722                                   5.5 percent  ...  -0.05%     0\n",
            "1750  20150722                                   5.5 percent  ...  -0.05%     0\n",
            "1751  20150722                     Bloomberg 's Vonnie Quinn  ...  -0.05%     0\n",
            "1752  20150722                                          They  ...  -0.05%     0\n",
            "1753  20150722                                       markets  ...  -0.05%     0\n",
            "1754  20150722                                   the company  ...  -0.05%     0\n",
            "1755  20150722                                   the company  ...  -0.05%     0\n",
            "1756  20150722                                          They  ...  -0.05%     0\n",
            "1757  20150722                 Piper Jaffray 's Gene Munster  ...  -0.05%     0\n",
            "1758  20150722                                            He  ...  -0.05%     0\n",
            "1759  20150722                                  Gene Munster  ...  -0.05%     0\n",
            "1760  20150722                      Bloomberg 's Tim Higgins  ...  -0.05%     0\n",
            "1761  20150722                                            He  ...  -0.05%     0\n",
            "1762  20150722                      Bloomberg 's Julie Hyman  ...  -0.05%     0\n",
            "1763  20150722                                           She  ...  -0.05%     0\n",
            "1764  20150722                                          They  ...  -0.05%     0\n",
            "1765  20150722                                  Apple shares  ...  -0.05%     0\n",
            "1766  20150722                                         Apple  ...  -0.05%     0\n",
            "1767  20150722       Bloomberg 's Tim Higgins and Mike Regan  ...  -0.05%     0\n",
            "1768  20150722                                          They  ...  -0.05%     0\n",
            "1769  20150722                                          They  ...  -0.05%     0\n",
            "1770  20150722                                       October  ...  -0.05%     0\n",
            "1771  20150722                              its biggest loss  ...  -0.05%     0\n",
            "1772  20150722                                       October  ...  -0.05%     0\n",
            "1773  20150722                              its biggest loss  ...  -0.05%     0\n",
            "1774  20150722            several large technology companies  ...  -0.05%     0\n",
            "1775  20150722                             technology stocks  ...  -0.05%     0\n",
            "1776  20150722                             technology stocks  ...  -0.05%     0\n",
            "1777  20150722                           Apple Inc. Changyou  ...  -0.05%     0\n",
            "\n",
            "[57 rows x 13 columns]\n",
            "0 1721 57\n",
            "1 1721 57\n",
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            "56 1721 57\n",
            "data-center services and Office 365 programs climbed in the fourth quarter. commercial cloud revenue climbed in the fourth quarter. The MSCI Asia Pacific Index fell 0.5 percent to 144.56. 0.5 percent be fell to 144.56. Apple Inc. and Microsoft Corp. reported disappointing results. iPhone shipments unexpectedly decreased in the fiscal third quarter. O'Donnell speaks with Angie Lau. Bob O'Donnell talks about Apple 's first results. Japan Display Inc. sank 3.6 percent. Stock Average had recovered almost 10 percent in the past two weeks. Stock Average had recovered almost 10 percent. Japan Display Inc. counts Apple as its biggest customer. its sharpest fall drove an after-hours technology selloff. Japan Display Inc. counts Apple as its biggest customer. Japan Display Inc. sank 3.6 percent. exporters be suppliers to Apple Inc.. the smartphone maker posted weaker-than-expected results. Apple shares fell sharply following record profit that managed to fall short of analyst expectations. Apple shares fell sharply in after-hours trading. AAC Technologies Holdings Inc. tumbled 6.9 percent to pace losses. 6.9 percent be tumbled to pace losses. 6.9 percent be tumbled by Apple Inc. suppliers. AAC Technologies Holdings Inc. tumbled 6.9 percent by Apple Inc. suppliers. AAC Technologies Holdings Inc. tumbled 6.9 percent. Apple plunged 5.5 percent in early New York trading. Index futures retreated as disappointing results from Apple Inc. , Microsoft Corp. and Yahoo! Inc. rippled through technology stocks. Apple plunged 5.5 percent as iPhone. Apple plunged 5.5 percent. 5.5 percent be plunged in early New York trading. 5.5 percent be plunged as iPhone. Bloomberg 's Vonnie Quinn reports on today 's top news stories. They speak on Bloomberg Surveillance. markets are talking Apple rips. the company failed to report the sales of the Apple Watch. the company to report the sales of the Apple Watch. They speak on Bloomberg Surveillance. Piper Jaffray 's Gene Munster discusses Apple 's earnings and product sales. He speaks on Market Makers. Gene Munster talks about Apple Inc. 's third-quarter earnings and outlook. Bloomberg 's Tim Higgins reports on Apple 's earnings and Apple Watch sales. He speaks on Market Makers. Bloomberg 's Julie Hyman updates the latest markets news ( Source. She reports on Market Makers. They speak on Bloomberg Markets. Apple shares have dropped as much as 5.8 percent. Apple posted fiscal-third quarter results in Tuesday. Bloomberg 's Tim Higgins and Mike Regan reports on Apple 's earnings and product sales. They speak ( Source. They speak ( Source : Bloomberg ) on Bloomberg Markets. October knocked cold as punished Microsoft Corp.. its biggest loss be gave Apple Inc. with Joe Ciolli. October knocked cold as punished Microsoft Corp.. its biggest loss be gave Apple Inc. with Joe Ciolli. several large technology companies released their diversity data. technology stocks fell around the world. technology stocks fell after a disappointing forecast. Apple Inc. Changyou relies on a multi-player martial arts game called Tian Long Ba Bu\n",
            "          time  ... index\n",
            "1778  20150723  ...     0\n",
            "1779  20150723  ...     0\n",
            "1780  20150723  ...     0\n",
            "1781  20150723  ...     0\n",
            "1782  20150723  ...     0\n",
            "1783  20150723  ...     0\n",
            "1784  20150723  ...     0\n",
            "1785  20150723  ...     0\n",
            "1786  20150723  ...     0\n",
            "1787  20150723  ...     0\n",
            "1788  20150723  ...     0\n",
            "1789  20150723  ...     0\n",
            "1790  20150723  ...     0\n",
            "1791  20150723  ...     0\n",
            "1792  20150723  ...     0\n",
            "1793  20150723  ...     0\n",
            "1794  20150723  ...     0\n",
            "1795  20150723  ...     0\n",
            "1796  20150723  ...     0\n",
            "1797  20150723  ...     0\n",
            "1798  20150723  ...     0\n",
            "1799  20150723  ...     0\n",
            "1800  20150723  ...     0\n",
            "1801  20150723  ...     0\n",
            "1802  20150723  ...     0\n",
            "1803  20150723  ...     0\n",
            "1804  20150723  ...     0\n",
            "1805  20150723  ...     0\n",
            "1806  20150723  ...     0\n",
            "1807  20150723  ...     0\n",
            "\n",
            "[30 rows x 13 columns]\n",
            "0 1778 30\n",
            "1 1778 30\n",
            "2 1778 30\n",
            "3 1778 30\n",
            "4 1778 30\n",
            "5 1778 30\n",
            "6 1778 30\n",
            "7 1778 30\n",
            "8 1778 30\n",
            "9 1778 30\n",
            "10 1778 30\n",
            "11 1778 30\n",
            "12 1778 30\n",
            "13 1778 30\n",
            "14 1778 30\n",
            "15 1778 30\n",
            "16 1778 30\n",
            "17 1778 30\n",
            "18 1778 30\n",
            "19 1778 30\n",
            "20 1778 30\n",
            "21 1778 30\n",
            "22 1778 30\n",
            "23 1778 30\n",
            "24 1778 30\n",
            "25 1778 30\n",
            "26 1778 30\n",
            "27 1778 30\n",
            "28 1778 30\n",
            "29 1778 30\n",
            "The benchmark Taiex index lost 1.4 percent to 8,791.12. The benchmark Taiex index lost 1.4 percent in a second day of losses. 1.4 percent be lost to 8,791.12. the brunt of the losses be bore after disappointing results. 1.4 percent be lost in a second day of losses. The benchmark Taiex index lost 1.4 percent. technology companies bore the brunt of the losses after disappointing results. The benchmark Taiex index lost 1.4 percent a second day of losses. the Nasdaq Composite Index slumped the most in two weeks. the most be slumped in two weeks. the Nasdaq Composite Index slumped the most. the phone will be delivered in minutes. The gauge retreated The U.S. reports on jobless claims after disappointing results from Apple Inc. and Microsoft Corp. fueled a selloff in technology stocks. Apple Inc. and Microsoft Corp. fueled a selloff. The gauge retreated The U.S. reports. Apple Inc. and Nike Inc. show up in the top holdings of the iShares. steam starting in 2013:The companies that score well on ESG issues. 2013:The companies score well on ESG issues. the shares had fallen 4.5 percent. Apple Pay rolled out in last year. its well-built and relatively cheap devices trailing only Samsung Electronics , Apple , and Lenovo in global shipments shipped 57.7 million phones around the world. its well-built and relatively cheap devices trailing only Samsung Electronics , Apple , and Lenovo in global shipments shipped 57.7 million phones in 2014. its well-built and relatively cheap devices trailing only Samsung Electronics , Apple , and Lenovo in global shipments shipped 57.7 million phones. the company shipped 57.7 million phones around the world. the company shipped 57.7 million phones. maker shipped 57.7 million phones around the world. 57.7 million phones be shipped around the world. maker shipped 57.7 million phones in 2014. maker shipped 57.7 million phones. the company shipped 57.7 million phones in 2014\n",
            "          time                           actor  ...  Change index\n",
            "1808  20150724  Apple Inc. and Microsoft Corp.  ...  -1.39%     0\n",
            "1809  20150724   Apple SupportLoyalty programs  ...  -1.39%     0\n",
            "1810  20150724                      Apple Inc.  ...  -1.39%     0\n",
            "1811  20150724                          Forbes  ...  -1.39%     0\n",
            "1812  20150724                          Square  ...  -1.39%     0\n",
            "1813  20150724            The Nasdaq 100 Index  ...  -1.39%     0\n",
            "1814  20150724            The Nasdaq 100 Index  ...  -1.39%     0\n",
            "1815  20150724                         results  ...  -1.39%     0\n",
            "1816  20150726                     3.9 percent  ...  -1.39%     0\n",
            "1817  20150726                     3.9 percent  ...  -1.39%     0\n",
            "\n",
            "[10 rows x 13 columns]\n",
            "0 1808 10\n",
            "1 1808 10\n",
            "2 1808 10\n",
            "3 1808 10\n",
            "4 1808 10\n",
            "5 1808 10\n",
            "6 1808 10\n",
            "7 1808 10\n",
            "8 1808 10\n",
            "9 1808 10\n",
            "Apple Inc. and Microsoft Corp. earlier in the week sparked a selloff. Apple SupportLoyalty programs be tied to smartphone apps. Apple Inc. said in June. Forbes reported in last month. Square Also unveiled in June. The Nasdaq 100 Index slumped 1.1 percent in Wednesday. The Nasdaq 100 Index slumped 1.1 percent. results disappointed investors. 3.9 percent be rose as technology stocks. 3.9 percent be rose for the week\n",
            "          time             actor  ... Change index\n",
            "1818  20150727         companies  ...  0.50%     1\n",
            "1819  20150727  the default font  ...  0.50%     1\n",
            "1820  20150727         Helvetica  ...  0.50%     1\n",
            "1821  20150727     many of which  ...  0.50%     1\n",
            "\n",
            "[4 rows x 13 columns]\n",
            "0 1818 4\n",
            "1 1818 4\n",
            "2 1818 4\n",
            "3 1818 4\n",
            "companies has strengthened to near the highest level. the default font setting for Apple Mail . Gmail defaults. Helvetica be the hip font of choice. many of which show up in retail indexes\n",
            "          time  actor        action  ...     Vol  Change index\n",
            "1822  20150728  Icahn  is quoted in  ...  37.01M  -0.32%     0\n",
            "1823  20150728  Apple         to do  ...  37.01M  -0.32%     0\n",
            "\n",
            "[2 rows x 13 columns]\n",
            "0 1822 2\n",
            "1 1822 2\n",
            "Icahn is quoted in Andrew. Apple to do more stock buybacks\n",
            "          time                       actor  ...  Change index\n",
            "1824  20150729                          it  ...  -0.50%     0\n",
            "1825  20150729        Other investigations  ...  -0.50%     0\n",
            "1826  20150729                  techniques  ...  -0.50%     0\n",
            "1827  20150729                    a letter  ...  -0.50%     0\n",
            "1828  20150729  The supplier of LCD panels  ...  -0.50%     0\n",
            "\n",
            "[5 rows x 13 columns]\n",
            "0 1824 5\n",
            "1 1824 5\n",
            "2 1824 5\n",
            "3 1824 5\n",
            "4 1824 5\n",
            "it abided by the law. Other investigations are also in the works. techniques be used by Apple Inc.. a letter be signed by Tesla Motors Chief Executive Officer Elon Musk. The supplier of LCD panels will probably post an operating loss of 19.4 billion yen\n",
            "          time               actor       action  ...     Vol  Change index\n",
            "1829  20150730               Apple         gave  ...  42.88M  -0.87%     0\n",
            "1830  20150730  cultural relevance  do a lot to  ...  42.88M  -0.87%     0\n",
            "1831  20150730           Companies  do a lot to  ...  42.88M  -0.87%     0\n",
            "1832  20150730  cultural relevance           do  ...  42.88M  -0.87%     0\n",
            "1833  20150730           Companies           do  ...  42.88M  -0.87%     0\n",
            "1834  20150730   A lyrical mention   is perhaps  ...  42.88M  -0.87%     0\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 1829 6\n",
            "1 1829 6\n",
            "2 1829 6\n",
            "3 1829 6\n",
            "4 1829 6\n",
            "5 1829 6\n",
            "Apple gave a bunch of them. cultural relevance do a lot to court pop and hip-hop stars. Companies do a lot to court pop and hip-hop stars. cultural relevance do a lot. Companies do a lot. A lyrical mention is perhaps coveted\n",
            "          time   actor             action  ...     Vol  Change index\n",
            "1835  20150731  makers  work closely with  ...  69.98M  -2.36%     0\n",
            "\n",
            "[1 rows x 13 columns]\n",
            "0 1835 1\n",
            "makers work closely with wireless operators\n",
            "          time        actor  ...  Change index\n",
            "1836  20150803    the radar  ...  -3.21%     0\n",
            "1837  20150803          one  ...  -3.21%     0\n",
            "1838  20150803          one  ...  -3.21%     0\n",
            "1839  20150803  application  ...  -3.21%     0\n",
            "1840  20150803  application  ...  -3.21%     0\n",
            "1841  20150803  application  ...  -3.21%     0\n",
            "1842  20150803  application  ...  -3.21%     0\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 1836 7\n",
            "1 1836 7\n",
            "2 1836 7\n",
            "3 1836 7\n",
            "4 1836 7\n",
            "5 1836 7\n",
            "6 1836 7\n",
            "the radar alerts synced with your Apple watch. one comes in handy. one comes for people riding motorcycles. application will be can available to 3,000 test users , and can be downloaded. application will can be available to 3,000 test users , and can be downloaded. application will be available can to 3,000 test users. application will can be downloaded from Android , Windows and Apple stores\n",
            "          time                                       actor  ... Change index\n",
            "1843  20150804                                      stocks  ...  0.66%     1\n",
            "1844  20150804                         Communications Inc.  ...  0.66%     1\n",
            "1845  20150804                                  Apple Inc.  ...  0.66%     1\n",
            "1846  20150804                                  Apple Inc.  ...  0.66%     1\n",
            "1847  20150804                   the prospect of Apple Pay  ...  0.66%     1\n",
            "1848  20150804                         Communications Inc.  ...  0.66%     1\n",
            "1849  20150804          this year 's profit forecast.Apple  ...  0.66%     1\n",
            "1850  20150804                                          it  ...  0.66%     1\n",
            "1851  20150804                                          it  ...  0.66%     1\n",
            "1852  20150804                    Bloomberg 's Julie Hyman  ...  0.66%     1\n",
            "1853  20150804                                         She  ...  0.66%     1\n",
            "1854  20150804  Bloomberg 's Alix Steel and Joe Weisenthal  ...  0.66%     1\n",
            "\n",
            "[12 rows x 13 columns]\n",
            "0 1843 12\n",
            "1 1843 12\n",
            "2 1843 12\n",
            "3 1843 12\n",
            "4 1843 12\n",
            "5 1843 12\n",
            "6 1843 12\n",
            "7 1843 12\n",
            "8 1843 12\n",
            "9 1843 12\n",
            "10 1843 12\n",
            "11 1843 12\n",
            "stocks can be hundreds of times. Communications Inc. to sign up customers. Apple Inc. has already expanded the mobile-payments service to the U.K.. Apple Inc. has already expanded the mobile-payments service. the prospect of Apple Pay looms over the market. Communications Inc. are working to sign up customers. this year 's profit forecast.Apple to be revise below the 200-dmaShares. it to revise this year 's profit forecast.Apple below the 200-dmaShares. it to revise this year 's profit forecast.Apple. Bloomberg 's Julie Hyman updates the latest markets news ( Source. She reports on Bloomberg Markets. Bloomberg 's Alix Steel and Joe Weisenthal take a look\n",
            "          time  ... index\n",
            "1855  20150805  ...     0\n",
            "1856  20150805  ...     0\n",
            "1857  20150805  ...     0\n",
            "1858  20150805  ...     0\n",
            "1859  20150805  ...     0\n",
            "1860  20150805  ...     0\n",
            "1861  20150805  ...     0\n",
            "1862  20150805  ...     0\n",
            "1863  20150805  ...     0\n",
            "1864  20150805  ...     0\n",
            "1865  20150805  ...     0\n",
            "1866  20150805  ...     0\n",
            "1867  20150805  ...     0\n",
            "1868  20150805  ...     0\n",
            "1869  20150805  ...     0\n",
            "1870  20150805  ...     0\n",
            "1871  20150805  ...     0\n",
            "\n",
            "[17 rows x 13 columns]\n",
            "0 1855 17\n",
            "1 1855 17\n",
            "2 1855 17\n",
            "3 1855 17\n",
            "4 1855 17\n",
            "5 1855 17\n",
            "6 1855 17\n",
            "7 1855 17\n",
            "8 1855 17\n",
            "9 1855 17\n",
            "10 1855 17\n",
            "11 1855 17\n",
            "12 1855 17\n",
            "13 1855 17\n",
            "14 1855 17\n",
            "15 1855 17\n",
            "16 1855 17\n",
            "investment company run by Warren Buffett has stayed at the same spot. investment company run by Warren Buffett has stayed as last year. investment company run by Warren Buffett has stayed behind tech giants Apple Inc. , Google Inc. and Microsoft Corp. Wells Fargo. investment company be run by Warren Buffett. an Apple Watch be integrated into the metal bracelet. Bloomberg 's Brendan Greeley examines the ratio of the S&P 500 Market Cap. Bloomberg 's Brendan Greeley examines the ratio of the S&P 500 Market Cap versus the U.S. GDP. He speaks with WPP CEO.... They speak on Market Makers. Bloomberg 's Julie Hyman updates the latest markets news ( Source. She speaks on Bloomberg Markets. Apple Inc. climbed for the first time. Walt Disney Co. tumbled the most. Cognizant Technology Solutions Corp. and First Solar Inc. jumped at least 7.2 percent. Cognizant Technology Solutions Corp. and First Solar Inc. jumped at least 7.2 percent after earnings. at least 7.2 percent be jumped after earnings. Apple to speaks on Bloomberg West\n",
            "          time                             actor  ... Change index\n",
            "1872  20150806                     Apple 's woes  ...  0.34%     1\n",
            "1873  20150806                                it  ...  0.34%     1\n",
            "1874  20150806        .Emerging market investors  ...  0.34%     1\n",
            "1875  20150806                        Apple Inc.  ...  0.34%     1\n",
            "1876  20150806                   Walt Disney Co.  ...  0.34%     1\n",
            "1877  20150806                   Walt Disney Co.  ...  0.34%     1\n",
            "1878  20150806  Chief Executive Officer Tim Cook  ...  0.34%     1\n",
            "1879  20150806                        Steve Jobs  ...  0.34%     1\n",
            "1880  20150806                            Margin  ...  0.34%     1\n",
            "1881  20150806        His Icahn Associates Corp.  ...  0.34%     1\n",
            "\n",
            "[10 rows x 13 columns]\n",
            "0 1872 10\n",
            "1 1872 10\n",
            "2 1872 10\n",
            "3 1872 10\n",
            "4 1872 10\n",
            "5 1872 10\n",
            "6 1872 10\n",
            "7 1872 10\n",
            "8 1872 10\n",
            "9 1872 10\n",
            "Apple 's woes deepened on Wednesday. it reopens to the world .Emerging market investors have had a terrible five years .If you. .Emerging market investors have had a terrible five years. Apple Inc. is since July 20. Walt Disney Co. has lost 14 percent in just two days. Walt Disney Co. has lost 14 percent. Chief Executive Officer Tim Cook has made a half-dozen press-swarmed visits. Steve Jobs made zero. Margin LaggardComparing Mondelez to the newly formed Kraft Heinz Co.. His Icahn Associates Corp. has recently taken large stakes\n",
            "          time                             actor  ... Change index\n",
            "1882  20150807                            Google  ...  3.64%     1\n",
            "1883  20150807       Islamic State terror threat  ...  3.64%     1\n",
            "1884  20150807                               you  ...  3.64%     1\n",
            "1885  20150807                            losses  ...  3.64%     1\n",
            "1886  20150807                        Apple Inc.  ...  3.64%     1\n",
            "1887  20150807             The benchmark measure  ...  3.64%     1\n",
            "1888  20150807               commodity producers  ...  3.64%     1\n",
            "1889  20150807                       The S&P 500  ...  3.64%     1\n",
            "1890  20150807          Apple 's declining stock  ...  3.64%     1\n",
            "1891  20150807                                He  ...  3.64%     1\n",
            "1892  20150807                        Apple Inc.  ...  3.64%     1\n",
            "1893  20150807               Commodity producers  ...  3.64%     1\n",
            "1894  20150807                        Apple Inc.  ...  3.64%     1\n",
            "1895  20150807               Commodity producers  ...  3.64%     1\n",
            "1896  20150807                        Apple Inc.  ...  3.64%     1\n",
            "1897  20150807                   Walt Disney Co.  ...  3.64%     1\n",
            "1898  20150807                   Walt Disney Co.  ...  3.64%     1\n",
            "1899  20150807  The Dow Jones Industrial Average  ...  3.64%     1\n",
            "1900  20150807                        Apple Inc.  ...  3.64%     1\n",
            "\n",
            "[19 rows x 13 columns]\n",
            "0 1882 19\n",
            "1 1882 19\n",
            "2 1882 19\n",
            "3 1882 19\n",
            "4 1882 19\n",
            "5 1882 19\n",
            "6 1882 19\n",
            "7 1882 19\n",
            "8 1882 19\n",
            "9 1882 19\n",
            "10 1882 19\n",
            "11 1882 19\n",
            "12 1882 19\n",
            "13 1882 19\n",
            "14 1882 19\n",
            "15 1882 19\n",
            "16 1882 19\n",
            "17 1882 19\n",
            "18 1882 19\n",
            "Google should cooperate with law enforcement. Islamic State terror threat be compared to cybersecurity danger posed by Russia , China. you criticize the Chinese government. losses mount ( Bloomberg)Debt markets. Apple Inc. fell into a correction. The benchmark measure is up 1 percent. commodity producers fell into a correction. The S&P 500 has dropped 1.2 percent. Apple 's declining stock has on ETFs. He speaks on Market Makers. Apple Inc. have fell into a correction. Commodity producers have fell into a correction. Apple Inc. have also slumped The benchmark measure. Commodity producers have also slumped The benchmark measure. Apple Inc. tumbled into a correction. Walt Disney Co. tumbled into a correction. Walt Disney Co. sank in four years. The Dow Jones Industrial Average dropped 1.8 percent. Apple Inc. sank in four years\n",
            "          time        actor                  action  ...     Vol  Change index\n",
            "1901  20150810        purée  glazed bacon alongside  ...  97.08M  -5.20%     0\n",
            "1902  20150810        maple      be a sunny side up  ...  97.08M  -5.20%     0\n",
            "1903  20150810        purée                  glazed  ...  97.08M  -5.20%     0\n",
            "1904  20150810        maple                  glazed  ...  97.08M  -5.20%     0\n",
            "1905  20150810        maple  glazed bacon alongside  ...  97.08M  -5.20%     0\n",
            "1906  20150810  Its revenue               has risen  ...  97.08M  -5.20%     0\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 1901 6\n",
            "1 1901 6\n",
            "2 1901 6\n",
            "3 1901 6\n",
            "4 1901 6\n",
            "5 1901 6\n",
            "purée glazed bacon alongside crispy pork skin. maple be a sunny side up quail egg topped by an apple cider reduction .\"It 's an amazing company. purée glazed bacon. maple glazed bacon. maple glazed bacon alongside crispy pork skin. Its revenue has risen than 30 percent\n",
            "          time                      actor  ... Change index\n",
            "1907  20150811                 Apple Inc.  ...  1.54%     1\n",
            "1908  20150811   Some Taiwanese companies  ...  1.54%     1\n",
            "1909  20150811  China 's yuan devaluation  ...  1.54%     1\n",
            "1910  20150811                        She  ...  1.54%     1\n",
            "\n",
            "[4 rows x 13 columns]\n",
            "0 1907 4\n",
            "1 1907 4\n",
            "2 1907 4\n",
            "3 1907 4\n",
            "Apple Inc. counts China as a major market. Some Taiwanese companies may benefit from improved profit margins. China 's yuan devaluation may impact Apple 's suppliers. She speaks on Bloomberg West\n",
            "          time                  actor  ...  Change index\n",
            "1911  20150812    . Chinese consumers  ...  -0.08%     0\n",
            "1912  20150812                The Dow  ...  -0.08%     0\n",
            "1913  20150812                economy  ...  -0.08%     0\n",
            "1914  20150812                The Dow  ...  -0.08%     0\n",
            "1915  20150812            1.2 percent  ...  -0.08%     0\n",
            "1916  20150812            The S&P 500  ...  -0.08%     0\n",
            "1917  20150812                     he  ...  -0.08%     0\n",
            "1918  20150812                     he  ...  -0.08%     0\n",
            "1919  20150812  The social-media tool  ...  -0.08%     0\n",
            "1920  20150812            the company  ...  -0.08%     0\n",
            "1921  20150812                     He  ...  -0.08%     0\n",
            "1922  20150812            the company  ...  -0.08%     0\n",
            "1923  20150812            few traders  ...  -0.08%     0\n",
            "\n",
            "[13 rows x 13 columns]\n",
            "0 1911 13\n",
            "1 1911 13\n",
            "2 1911 13\n",
            "3 1911 13\n",
            "4 1911 13\n",
            "5 1911 13\n",
            "6 1911 13\n",
            "7 1911 13\n",
            "8 1911 13\n",
            "9 1911 13\n",
            "10 1911 13\n",
            "11 1911 13\n",
            "12 1911 13\n",
            ". Chinese consumers bought the fewest passenger. The Dow dropped 1.2 percent as large companies such as Apple Inc. and Caterpillar Inc. led the retreat. economy is headed for a deeper slowdown. The Dow dropped 1.2 percent. 1.2 percent be dropped as large companies such as Apple Inc. and Caterpillar Inc. led the retreat. The S&P 500 slipped 1 percent. he sold to Apple Inc.. he sold in a $ 3 billion deal. The social-media tool be created by Beats. the company plans to take on the Apple Watch. He speaks with Bloomberg Pursuits ' Stephen Pulvirent. the company to take on the Apple Watch. few traders are interested in the options market\n",
            "          time                                       actor  ... Change index\n",
            "1924  20150813       Hon Hai Precision Industry Co. profit  ...  0.70%     1\n",
            "1925  20150813       Hon Hai Precision Industry Co. profit  ...  0.70%     1\n",
            "1926  20150813                the value of its real estate  ...  0.70%     1\n",
            "1927  20150813                                        They  ...  0.70%     1\n",
            "1928  20150813                                       Apple  ...  0.70%     1\n",
            "1929  20150813  Bloomberg 's Joe Weisenthal and Scarlet Fu  ...  0.70%     1\n",
            "1930  20150813                                         500  ...  0.70%     1\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 1924 7\n",
            "1 1924 7\n",
            "2 1924 7\n",
            "3 1924 7\n",
            "4 1924 7\n",
            "5 1924 7\n",
            "6 1924 7\n",
            "Hon Hai Precision Industry Co. profit rose for the third straight quarter. Hon Hai Precision Industry Co. profit rose as the Apple Inc. supplier. the value of its real estate climbed to 5.6 billion euros. They speak on Miss. Apple speak on Miss. Bloomberg 's Joe Weisenthal and Scarlet Fu take a look. 500 speak on Miss\n",
            "          time                                     actor  ... Change index\n",
            "1931  20150814                    Precision Industry Co.  ...  1.03%     1\n",
            "1932  20150814                                   Samsung  ...  1.03%     1\n",
            "1933  20150814  Bloomberg Intelligence 's Jitendra Waral  ...  1.03%     1\n",
            "1934  20150814                      No other information  ...  1.03%     1\n",
            "1935  20150814                                  majority  ...  1.03%     1\n",
            "1936  20150814                           the Apple Daily  ...  1.03%     1\n",
            "1937  20150814                           Apple customers  ...  1.03%     1\n",
            "1938  20150814                                        it  ...  1.03%     1\n",
            "1939  20150814         Billionaire investor David Tepper  ...  1.03%     1\n",
            "1940  20150814                              David Tepper  ...  1.03%     1\n",
            "\n",
            "[10 rows x 13 columns]\n",
            "0 1931 10\n",
            "1 1931 10\n",
            "2 1931 10\n",
            "3 1931 10\n",
            "4 1931 10\n",
            "5 1931 10\n",
            "6 1931 10\n",
            "7 1931 10\n",
            "8 1931 10\n",
            "9 1931 10\n",
            "Precision Industry Co. rose as the Apple Inc. supplier. Samsung has debuted a new smartphone. Bloomberg Intelligence 's Jitendra Waral discusses the new device. No other information was disclosed in the statement which was released after the Apple Daily reported the lender , majority owned by Yue Xiu Group , was planning a rights issue. majority be owned by Yue Xiu Group. the Apple Daily reported the lender. Apple customers waiting for the company to revolutionize live television as it did for music and phone service. it did for music and phone service. Billionaire investor David Tepper took new positions. David Tepper be investor of Billionaire\n",
            "          time  ... index\n",
            "1941  20150817  ...     0\n",
            "1942  20150817  ...     0\n",
            "1943  20150817  ...     0\n",
            "1944  20150817  ...     0\n",
            "1945  20150817  ...     0\n",
            "1946  20150817  ...     0\n",
            "1947  20150817  ...     0\n",
            "1948  20150817  ...     0\n",
            "1949  20150817  ...     0\n",
            "1950  20150817  ...     0\n",
            "\n",
            "[10 rows x 13 columns]\n",
            "0 1941 10\n",
            "1 1941 10\n",
            "2 1941 10\n",
            "3 1941 10\n",
            "4 1941 10\n",
            "5 1941 10\n",
            "6 1941 10\n",
            "7 1941 10\n",
            "8 1941 10\n",
            "9 1941 10\n",
            "The stock dropped 3.2 percent to 1,104,000 won on Monday , its lowest. The stock dropped 3.2 percent. 3.2 percent be dropped to 1,104,000 won on Monday , its lowest. LG Display Co. plans to invest about 10 trillion. Apple Inc. Taiwan Semiconductor Manufacturing Co. slid 1.6 percent in Taipei. 1.6 percent be slid in Taipei. April be employee of Apple. you do n't .In April. Rivals can sometimes seem to be in possession of secret recipes. them to come up with a viable answer\n",
            "          time                       actor  ...  Change index\n",
            "1951  20150818                  Apple Inc.  ...  -1.28%     0\n",
            "1952  20150818  Apple and Spotify , Deezer  ...  -1.28%     0\n",
            "1953  20150818              highway and it  ...  -1.28%     0\n",
            "1954  20150818                          He  ...  -1.28%     0\n",
            "1955  20150818           a live-TV service  ...  -1.28%     0\n",
            "1956  20150818           a live-TV service  ...  -1.28%     0\n",
            "1957  20150818                     Molotov  ...  -1.28%     0\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 1951 7\n",
            "1 1951 7\n",
            "2 1951 7\n",
            "3 1951 7\n",
            "4 1951 7\n",
            "5 1951 7\n",
            "6 1951 7\n",
            "Apple Inc. introduced its offering. Apple and Spotify , Deezer also competes with Pandora Media Inc. Access. highway and it has traditional carmakers facing competition from tech companies like Google , Apple , Uber and even Chinese search giant Baidu , all of them. He speaks on Bloomberg Markets. a live-TV service be delivered via the Internet. a live-TV service be delivered in this year. Molotov is eyeing for next year\n",
            "          time          actor  ...  Change index\n",
            "1958  20150819     Apple Inc.  ...  -2.05%     0\n",
            "1959  20150819     Apple Inc.  ...  -2.05%     0\n",
            "1960  20150819  Inyoung Hwang  ...  -2.05%     0\n",
            "\n",
            "[3 rows x 13 columns]\n",
            "0 1958 3\n",
            "1 1958 3\n",
            "2 1958 3\n",
            "Apple Inc. has been granted an exemption from foreign ownership laws in the United Arab Emirates. Apple Inc. has been granted an exemption. Inyoung Hwang reports on Bloomberg Markets\n",
            "          time                         actor  ...  Change index\n",
            "1961  20150820  The debut of the Apple Watch  ...  -6.12%     0\n",
            "1962  20150820  The debut of the Apple Watch  ...  -6.12%     0\n",
            "1963  20150820                     the virus  ...  -6.12%     0\n",
            "1964  20150820  The debut of the Apple Watch  ...  -6.12%     0\n",
            "1965  20150820                     the virus  ...  -6.12%     0\n",
            "1966  20150820     Apple , Google and Amazon  ...  -6.12%     0\n",
            "1967  20150820                       success  ...  -6.12%     0\n",
            "1968  20150820          its market valuation  ...  -6.12%     0\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 1961 8\n",
            "1 1961 8\n",
            "2 1961 8\n",
            "3 1961 8\n",
            "4 1961 8\n",
            "5 1961 8\n",
            "6 1961 8\n",
            "7 1961 8\n",
            "The debut of the Apple Watch is an additional cause of worry. The debut of the Apple Watch is an additional cause of worry for the Swiss watch industry. the virus was no longer a concern on July 28. The debut of the Apple Watch is an additional cause of worry. the virus was no longer a concern. Apple , Google and Amazon are not unique in their understanding. success requires a perspective. its market valuation has fallen by 95 percent\n",
            "          time                         actor  ...  Change index\n",
            "1969  20150821  the basics of its technology  ...  -2.50%     0\n",
            "1970  20150821     Adding FeaturesChipmakers  ...  -2.50%     0\n",
            "1971  20150821          the Nasdaq 100 Index  ...  -2.50%     0\n",
            "1972  20150821                        Losses  ...  -2.50%     0\n",
            "1973  20150821                    Apple Inc.  ...  -2.50%     0\n",
            "\n",
            "[5 rows x 13 columns]\n",
            "0 1969 5\n",
            "1 1969 5\n",
            "2 1969 5\n",
            "3 1969 5\n",
            "4 1969 5\n",
            "the basics of its technology to use to be the likes of Intel , Qualcomm Inc. and Apple Inc. Adding FeaturesChipmakers uses those blueprints or the underpinning technology to create. Adding FeaturesChipmakers uses those blueprints. the Nasdaq 100 Index be pushed after Thursday 's selloff. Losses pushed the Nasdaq 100 Index after Thursday 's selloff. Apple Inc. also entered a bear market\n",
            "          time                                              actor  ... Change index\n",
            "1974  20150824  Someone earning that same pay at Apple , Oracl...  ...  0.60%     1\n",
            "1975  20150824                          Bloomberg 's Cory Johnson  ...  0.60%     1\n",
            "1976  20150824                                                 He  ...  0.60%     1\n",
            "1977  20150824                          Bloomberg 's Cory Johnson  ...  0.60%     1\n",
            "1978  20150824                                     Apple 's stock  ...  0.60%     1\n",
            "1979  20150824                                         Surowiecki  ...  0.60%     1\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 1974 6\n",
            "1 1974 6\n",
            "2 1974 6\n",
            "3 1974 6\n",
            "4 1974 6\n",
            "5 1974 6\n",
            "Someone earning that same pay at Apple , Oracle , or Microsoft would get a maximum contribution of $ 2,400. Bloomberg 's Cory Johnson reports on the performance of tech stocks. He speaks with Bloomberg 's Mark Crumpton and Olivia Sterns. Bloomberg 's Cory Johnson reports during today 's stock market selloff. Apple 's stock rallied dramatically after an unscheduled first-two-months-of-the-quarter earnings preview. Surowiecki is a skeptic\n",
            "          time       actor                        action  ...     Vol  Change index\n",
            "1980  20150825  phenomenon                was evident in  ...  96.77M   5.74%     1\n",
            "1981  20150825  phenomenon                           was  ...  96.77M   5.74%     1\n",
            "1982  20150825    services  has formed partnerships with  ...  96.77M   5.74%     1\n",
            "1983  20150825  The school                    has formed  ...  96.77M   5.74%     1\n",
            "1984  20150825          he                    got out on  ...  96.77M   5.74%     1\n",
            "1985  20150825      Dalton                   speaks with  ...  96.77M   5.74%     1\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 1980 6\n",
            "1 1980 6\n",
            "2 1980 6\n",
            "3 1980 6\n",
            "4 1980 6\n",
            "5 1980 6\n",
            "phenomenon was evident in single-stock options. phenomenon was evident. services has formed partnerships with than 350 companies. The school has formed partnerships. he got out on bail?Apple 's e-mail.One weird thing that happened yesterday. Dalton speaks with Erik Schatzker and Julie\n",
            "          time                        actor  ... Change index\n",
            "1986  20150826                    the gains  ...  2.94%     1\n",
            "1987  20150826                    its gains  ...  2.94%     1\n",
            "1988  20150826  Cameron International Corp.  ...  2.94%     1\n",
            "1989  20150826                           It  ...  2.94%     1\n",
            "1990  20150826                     Wal-Mart  ...  2.94%     1\n",
            "1991  20150826                     Wal-Mart  ...  2.94%     1\n",
            "1992  20150826                     Wal-Mart  ...  2.94%     1\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 1986 7\n",
            "1 1986 7\n",
            "2 1986 7\n",
            "3 1986 7\n",
            "4 1986 7\n",
            "5 1986 7\n",
            "6 1986 7\n",
            "the gains soared with Apple Inc. , Google Inc. and Intel Inc.. its gains be erasing since the end of 2013.Technology companies. Cameron International Corp. soared with Apple Inc. , Google Inc. and Intel Inc.. It uses sensors and scales. Wal-Mart has weighed on companies. Wal-Mart has weighed from retail giant Wal-Mart Stores Inc. and iPhone maker Apple Inc.. Wal-Mart has weighed inc. retail giant Wal-Mart Stores Inc. and iPhone maker Apple Inc.\n",
            "          time                   actor  ... Change index\n",
            "1993  20150827                  Jordan  ...  0.33%     1\n",
            "1994  20150827              Apple Inc.  ...  0.33%     1\n",
            "1995  20150827              Apple Inc.  ...  0.33%     1\n",
            "1996  20150827                    they  ...  0.33%     1\n",
            "1997  20150827            Retail money  ...  0.33%     1\n",
            "1998  20150827            Retail money  ...  0.33%     1\n",
            "1999  20150827                   users  ...  0.33%     1\n",
            "2000  20150827                   Apple  ...  0.33%     1\n",
            "2001  20150827                   Apple  ...  0.33%     1\n",
            "2002  20150827                    They  ...  0.33%     1\n",
            "2003  20150827  Apple 's product event  ...  0.33%     1\n",
            "\n",
            "[11 rows x 13 columns]\n",
            "0 1993 11\n",
            "1 1993 11\n",
            "2 1993 11\n",
            "3 1993 11\n",
            "4 1993 11\n",
            "5 1993 11\n",
            "6 1993 11\n",
            "7 1993 11\n",
            "8 1993 11\n",
            "9 1993 11\n",
            "10 1993 11\n",
            "Jordan lost a case. Apple Inc. to settle a trademark dispute. Apple Inc. paid $ 60 million to settle a trademark dispute. they are tied to terminals. Retail money is tied in knots. Retail money is tied over beloved APPL shares. users navigate through features. Apple may also release an update to Apple TV. Apple may also release an update. They speak with Bloomberg 's Emily Chang. Apple 's product event be scheduled for Sept. 9\n",
            "          time                             actor  ...  Change index\n",
            "2004  20150828                                He  ...  -0.47%     0\n",
            "2005  20150828                        Apple Inc.  ...  -0.47%     0\n",
            "2006  20150828                        Apple Inc.  ...  -0.47%     0\n",
            "2007  20150828           Application 20150245129  ...  -0.47%     0\n",
            "2008  20150828                       The startup  ...  -0.47%     0\n",
            "2009  20150828                           Jackson  ...  -0.47%     0\n",
            "2010  20150828                           Jackson  ...  -0.47%     0\n",
            "2011  20150828                           Jackson  ...  -0.47%     0\n",
            "2012  20150828                           the EPA  ...  -0.47%     0\n",
            "2013  20150828                             Apple  ...  -0.47%     0\n",
            "2014  20150828                           PepsiCo  ...  -0.47%     0\n",
            "2015  20150828                           PepsiCo  ...  -0.47%     0\n",
            "2016  20150828                           PepsiCo  ...  -0.47%     0\n",
            "2017  20150828                     Manzanita Sol  ...  -0.47%     0\n",
            "2018  20150828  the amount of sugar and calories  ...  -0.47%     0\n",
            "2019  20150828                           .Rogers  ...  -0.47%     0\n",
            "2020  20150828                       other fruit  ...  -0.47%     0\n",
            "\n",
            "[17 rows x 13 columns]\n",
            "0 2004 17\n",
            "1 2004 17\n",
            "2 2004 17\n",
            "3 2004 17\n",
            "4 2004 17\n",
            "5 2004 17\n",
            "6 2004 17\n",
            "7 2004 17\n",
            "8 2004 17\n",
            "9 2004 17\n",
            "10 2004 17\n",
            "11 2004 17\n",
            "12 2004 17\n",
            "13 2004 17\n",
            "14 2004 17\n",
            "15 2004 17\n",
            "16 2004 17\n",
            "He has in recent years taken stakes in companies including Apple Inc. , Cheniere Energy Inc. , Manitowoc Co. and EBay Inc.. Apple Inc. has filed an application for a patent. Apple Inc. has filed an application. Application 20150245129 published in the database of the U.S. Patent. The startup has operations in 11 countries. Jackson left the EPA in 2013. Jackson now serves as a vice president of Apple .Former EPA Administrator Lisa Jackson Photographer. Jackson left the EPA. the EPA be left in 2013. Apple found wearable success. PepsiCo allows to reduce the amount of sugar and calories. PepsiCo allows to reduce calories in the drinks. PepsiCo allows to reduce the amount of sugar in the drinks. Manzanita Sol also will use the ingredient PepsiCo and larger rival. the amount of sugar and calories allows to reduce in the drinks. .Rogers be joined in Apple. other fruit is actually frozen\n",
            "          time  ... index\n",
            "2021  20150831  ...     0\n",
            "2022  20150831  ...     0\n",
            "2023  20150831  ...     0\n",
            "2024  20150831  ...     0\n",
            "2025  20150831  ...     0\n",
            "2026  20150831  ...     0\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 2021 6\n",
            "1 2021 6\n",
            "2 2021 6\n",
            "3 2021 6\n",
            "4 2021 6\n",
            "5 2021 6\n",
            "true of widely held investment brands --such be washed out with the bad. they are rushing to raise cash. investors turn into ATMs. Apple speaks with Bloomberg 's Cory Johnson. He speaks with Bloomberg 's Cory Johnson. president of Cisco 's Collaboration Technology Group discusses the company 's partnership\n",
            "          time                     actor       action  ...     Vol  Change index\n",
            "2027  20150901                executives    have held  ...  61.89M   4.29%     1\n",
            "2028  20150901  Entertainment executives    have held  ...  61.89M   4.29%     1\n",
            "2029  20150901                        He  speaks with  ...  61.89M   4.29%     1\n",
            "\n",
            "[3 rows x 13 columns]\n",
            "0 2027 3\n",
            "1 2027 3\n",
            "2 2027 3\n",
            "executives have held talks. Entertainment executives have held talks. He speaks with Bloomberg 's Emily Chang\n",
            "          time                     actor  ...  Change index\n",
            "2030  20150902                        He  ...  -1.75%     0\n",
            "2031  20150902             Goldman Sachs  ...  -1.75%     0\n",
            "2032  20150902             Goldman Sachs  ...  -1.75%     0\n",
            "2033  20150902  a list of S&P 500 stocks  ...  -1.75%     0\n",
            "2034  20150902                       you  ...  -1.75%     0\n",
            "2035  20150902                opposition  ...  -1.75%     0\n",
            "2036  20150902                opposition  ...  -1.75%     0\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 2030 7\n",
            "1 2030 7\n",
            "2 2030 7\n",
            "3 2030 7\n",
            "4 2030 7\n",
            "5 2030 7\n",
            "6 2030 7\n",
            "He speaks on Market Makers. Goldman Sachs created a list of S&P 500 stocks with the most exposure. Goldman Sachs created a list of S&P 500 stocks. a list of S&P 500 stocks be created with the most exposure. you can upgrade to one of the wood. opposition puts the Moto 360 in the same bracket. opposition puts the Moto 360 below the tariff\n",
            "          time                   actor  ...  Change index\n",
            "2037  20150903                      it  ...  -1.00%     0\n",
            "2038  20150903              Apple Inc.  ...  -1.00%     0\n",
            "2039  20150903   its latest smartphone  ...  -1.00%     0\n",
            "2040  20150903  the start of September  ...  -1.00%     0\n",
            "2041  20150903                   Apple  ...  -1.00%     0\n",
            "2042  20150903             the company  ...  -1.00%     0\n",
            "2043  20150903                   Apple  ...  -1.00%     0\n",
            "2044  20150903              the iPhone  ...  -1.00%     0\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 2037 8\n",
            "1 2037 8\n",
            "2 2037 8\n",
            "3 2037 8\n",
            "4 2037 8\n",
            "5 2037 8\n",
            "6 2037 8\n",
            "7 2037 8\n",
            "it borrowed from Apple Inc. 's iPhone rollout playbook. Apple Inc. to unveil its latest smartphone with a look similar. its latest smartphone to be unveil with a look similar. the start of September be data in the coming week. Apple has received for its new smartwatch and music service , or rumors. the company is increasingly dependent. Apple declined with the shared stage time. the iPhone shows no signs losing its position as Apple 's most lucrative product\n",
            "          time      actor                action  ...     Vol  Change index\n",
            "2045  20150904  Pulrivent               reviews  ...  54.84M   2.78%     1\n",
            "2046  20150904         He             speaks on  ...  54.84M   2.78%     1\n",
            "2047  20150904        You  can gussy it up with  ...  54.84M   2.78%     1\n",
            "\n",
            "[3 rows x 13 columns]\n",
            "0 2045 3\n",
            "1 2045 3\n",
            "2 2045 3\n",
            "Pulrivent reviews Samsung 's latest smartwatch. He speaks on Bloomberg Markets. You can gussy it up with more layers\n",
            "          time  ... index\n",
            "2048  20150908  ...     0\n",
            "2049  20150908  ...     0\n",
            "2050  20150908  ...     0\n",
            "2051  20150908  ...     0\n",
            "2052  20150908  ...     0\n",
            "2053  20150908  ...     0\n",
            "2054  20150908  ...     0\n",
            "2055  20150908  ...     0\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 2048 8\n",
            "1 2048 8\n",
            "2 2048 8\n",
            "3 2048 8\n",
            "4 2048 8\n",
            "5 2048 8\n",
            "6 2048 8\n",
            "7 2048 8\n",
            "record sales make for a tough comparison.Apps. deals to be strike for the Apple TV. Prospects may be overblown. Apple , with $ 56 billion in dividends and buybacks , and Apple , even post-Steve-Jobs-Apple sits uncomfortably at the top of a list of proofs. The company has also used the occasion. The company has also used the occasion to update customers. They speak with Bloomberg 's Emily Chang. Apple 's product event be scheduled for tomorrow\n",
            "          time                                              actor  ... Change index\n",
            "2056  20150909                           Murata Manufacturing Co.  ...  2.20%     1\n",
            "2057  20150909                                              Apple  ...  2.20%     1\n",
            "2058  20150909                                        Nate Lanxon  ...  2.20%     1\n",
            "2059  20150909                                              Apple  ...  2.20%     1\n",
            "2060  20150909                                              Apple  ...  2.20%     1\n",
            "...        ...                                                ...  ...    ...   ...\n",
            "2119  20150909  Malik , a True Ventures partner , and Ben Bajarin  ...  2.20%     1\n",
            "2120  20150909  Malik , a True Ventures partner , and Ben Bajarin  ...  2.20%     1\n",
            "2121  20150909                        the mobile health-app maker  ...  2.20%     1\n",
            "2122  20150909                        the mobile health-app maker  ...  2.20%     1\n",
            "2123  20150909                                  investor interest  ...  2.20%     1\n",
            "\n",
            "[68 rows x 13 columns]\n",
            "0 2056 68\n",
            "1 2056 68\n",
            "2 2056 68\n",
            "3 2056 68\n",
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            "66 2056 68\n",
            "67 2056 68\n",
            "Murata Manufacturing Co. rose 6.3 percent. Apple to unveil the latest version of the iPhone. Nate Lanxon reports on Countdown. Apple to unveil the latest version of the iPhone at its annual event. Apple to unveil the latest version of the iPhone in San Francisco. Apple to unveil the latest edition of the iPhone. Bloomberg 's John Butler previews today 's event. They speak on Bloomberg. Bill Janeway preview today 's Apple event. Bill Janeway be managing director at Warburg Pincus. She speaks on Bloomberg Surveillance. Amazon has surpassed Apple as the most important stock. Amazon has surpassed Apple. Bloomberg 's Julie Hyman and Erik Schatzker explain on Bloomberg. Amazon has surpassed Apple to own in 2015. Bollore is looking for deals to transform the media group to take on Google Inc. and Apple Inc. as well as traditional rivals such as Sky Plc . Vivendi has accumulated 9 billion euros ( $. Vivendi is looking for deals to transform the media group to take on Google Inc. and Apple Inc. as well as traditional rivals such as Sky Plc . Vivendi has accumulated 9 billion euros ( $. Bloomberg 's Cory Johnson previews today 's Apple event. He speaks on Bloomberg Markets. Bloomberg 's Cory Johnson reports on the proceedings. He speaks on Bloomberg Markets. a larger iPad be aimed at business users. Apple Chief Executive Officer Tim Cook unveiled a larger iPad aimed at business users at the Bill Graham Civic Auditorium in San Francisco today. a larger iPad be introducing with a 12.9-inch screen designed to attract business users. Eddy Cue introduced the new version of Apple TV at the Bill Graham Civic Auditorium. the new version of Apple TV be introduced at the Bill Graham Civic Auditorium. Eddy Cue introduced the new version of Apple TV. Eddy Cue be senior vice president of internet software and services. Jeff Williams introduced new bands for the Apple Watch at the Bill Graham Civic Auditorium. Jeff Williams introduced new bands. new bands be introduced at the Bill Graham Civic Auditorium. Jeff Williams introduced new bands for the Apple Watch in today. Jeff Williams be senior vice president of operations. Bloomberg 's Julie Hyman updates the latest markets news ( Source. She reports on Bloomberg Markets. president of operations speaks during an Apple product announcement. Apple speaks during an Apple product announcement. CEO David Kirkpatrick discusses Apple 's product announcements. Bloomberg 's Alix Steel and Joe Weisenthal take a look. Apple Inc. took the wraps off the latest version of its iPhone. The disappearance of Fire phones happened in the same week. Apple Inc. took the wraps. the wraps be took off the latest version of its iPhone. declines picked up pace. a jump lost momentum during an event unveiling. Equity futures had soared at the outset. momentum be lost during an event unveiling. report picked up pace. report showed job openings. a jump lost momentum. Apple 's updated iPhones be discuss with Bloomberg 's Emily Chang. hands-on look to announced at the Apple event. hands-on look to announced on September 9 , 2015. the iPhone 6 and 6S to announced at the Apple event. Malik , a True Ventures partner , and Ben Bajarin discuss Apple 's new iPad. a hands-on look announced at the Apple event. a hands-on look announced on September 9 , 2015. Apple unveiled a new iPad at its event. Apple unveiled a new iPad on September 9 , 2015. Apple unveiled a new iPad. a new iPad be unveiled at its event. a new iPad be unveiled on September 9 , 2015. Apple TV 's first big upgrade be discuss since 2012. Malik , a True Ventures partner , and Ben Bajarin discuss Apple TV 's first big upgrade since 2012. Malik , a True Ventures partner , and Ben Bajarin discuss Apple TV 's first big upgrade. the mobile health-app maker now featured twice by Apple Inc.. the mobile health-app maker now featured twice during major product debuts. investor interest grows in mobile\n",
            "          time                                     actor  ... Change index\n",
            "2124  20150910                                 O'Donnell  ...  1.46%     1\n",
            "2125  20150910                                     Apple  ...  1.46%     1\n",
            "2126  20150910                                        He  ...  1.46%     1\n",
            "2127  20150910                                     Apple  ...  1.46%     1\n",
            "2128  20150910                                        He  ...  1.46%     1\n",
            "2129  20150910             their highlights and features  ...  1.46%     1\n",
            "2130  20150910                                        He  ...  1.46%     1\n",
            "2131  20150910                                    Losses  ...  1.46%     1\n",
            "2132  20150910                                    Losses  ...  1.46%     1\n",
            "2133  20150910  Bloomberg 's Head of Digital Nate Lanxon  ...  1.46%     1\n",
            "2134  20150910                Mirae Asset Securities Co.  ...  1.46%     1\n",
            "2135  20150910        percent . Murata Manufacturing Co.  ...  1.46%     1\n",
            "2136  20150910                Mirae Asset Securities Co.  ...  1.46%     1\n",
            "2137  20150910        percent . Murata Manufacturing Co.  ...  1.46%     1\n",
            "2138  20150910                                18 percent  ...  1.46%     1\n",
            "2139  20150910                               2.3 percent  ...  1.46%     1\n",
            "2140  20150910                                     Apple  ...  1.46%     1\n",
            "2141  20150910                                Apple Inc.  ...  1.46%     1\n",
            "2142  20150910                          shares and locks  ...  1.46%     1\n",
            "2143  20150910                                Apple Inc.  ...  1.46%     1\n",
            "2144  20150910                                Apple Inc.  ...  1.46%     1\n",
            "2145  20150910                                        it  ...  1.46%     1\n",
            "2146  20150910                                Apple Inc.  ...  1.46%     1\n",
            "2147  20150910                             a bigger iPad  ...  1.46%     1\n",
            "2148  20150910                             announcements  ...  1.46%     1\n",
            "2149  20150910                                       you  ...  1.46%     1\n",
            "2150  20150910                 hold)Apple 's Sep 9 event  ...  1.46%     1\n",
            "2151  20150910                                        We  ...  1.46%     1\n",
            "2152  20150910                                     Apple  ...  1.46%     1\n",
            "2153  20150910                               new devices  ...  1.46%     1\n",
            "2154  20150910                                      They  ...  1.46%     1\n",
            "2155  20150910   Bloomberg 's Julie Hyman and David Gura  ...  1.46%     1\n",
            "2156  20150910                                     Apple  ...  1.46%     1\n",
            "2157  20150910                         almost 20 percent  ...  1.46%     1\n",
            "2158  20150910                                     Apple  ...  1.46%     1\n",
            "2159  20150910                                     Apple  ...  1.46%     1\n",
            "2160  20150910                                        He  ...  1.46%     1\n",
            "2161  20150910                               his outlook  ...  1.46%     1\n",
            "2162  20150910                                     Apple  ...  1.46%     1\n",
            "2163  20150910                                        He  ...  1.46%     1\n",
            "2164  20150910                     Businessweek Designer  ...  1.46%     1\n",
            "\n",
            "[41 rows x 13 columns]\n",
            "0 2124 41\n",
            "1 2124 41\n",
            "2 2124 41\n",
            "3 2124 41\n",
            "4 2124 41\n",
            "5 2124 41\n",
            "6 2124 41\n",
            "7 2124 41\n",
            "8 2124 41\n",
            "9 2124 41\n",
            "10 2124 41\n",
            "11 2124 41\n",
            "12 2124 41\n",
            "13 2124 41\n",
            "14 2124 41\n",
            "15 2124 41\n",
            "16 2124 41\n",
            "17 2124 41\n",
            "18 2124 41\n",
            "19 2124 41\n",
            "20 2124 41\n",
            "21 2124 41\n",
            "22 2124 41\n",
            "23 2124 41\n",
            "24 2124 41\n",
            "25 2124 41\n",
            "26 2124 41\n",
            "27 2124 41\n",
            "28 2124 41\n",
            "29 2124 41\n",
            "30 2124 41\n",
            "31 2124 41\n",
            "32 2124 41\n",
            "33 2124 41\n",
            "34 2124 41\n",
            "35 2124 41\n",
            "36 2124 41\n",
            "37 2124 41\n",
            "38 2124 41\n",
            "39 2124 41\n",
            "40 2124 41\n",
            "O'Donnell discusses the launch of the latest products. Apple speaks to Bloomberg 's Angie Lau. He speaks to Bloomberg 's Angie Lau. Apple speaks on First Up . \" ( Source. He speaks on First Up . \" ( Source. their highlights and features speaks to Bloomberg 's Rishaad Salamat. He speaks to Bloomberg 's Rishaad Salamat. Losses worsened in late trading. Losses worsened as Apple Inc.. Bloomberg 's Head of Digital Nate Lanxon reveals about Apple 's latest line. Mirae Asset Securities Co. plunged 18 percent in Seoul. percent . Murata Manufacturing Co. fell 2.3 percent in Tokyo. Mirae Asset Securities Co. plunged 18 percent. percent . Murata Manufacturing Co. fell 2.3 percent. 18 percent be plunged in Seoul. 2.3 percent be fell in Tokyo. Apple unveiled new products. Apple Inc. is selling bonds in euros. shares and locks to be buy back in borrowing costs. Apple Inc. is selling bonds. Apple Inc. is selling bonds for the second time. it raises funds to buy back shares in borrowing costs. Apple Inc. unveiled a wide-ranging lineup of new products. a bigger iPad be designed for business customers. announcements speaks not own shares of Apple. you need to know about Apple 's new products .Want. hold)Apple 's Sep 9 event was in line. We liked Apple 's progress. Apple did some things. new devices be released by Apple and a corruption probe focusing on United Continental and the Port Authority of New York and New. They report on Bloomberg Surveillance. Bloomberg 's Julie Hyman and David Gura update the latest markets news. Apple offers on its various gadgets. almost 20 percent be climbed in August. Apple climbed almost 20 percent in August. Apple offers in the size of the screens. He speaks on Bloomberg Markets. his outlook speaks on Bloomberg 's Markets. Apple speaks on Bloomberg 's Markets. He speaks on Bloomberg 's Markets. Businessweek Designer discuss the magazine\n",
            "          time                       actor  ... Change index\n",
            "2165  20150911                     Verizon  ...  0.96%     1\n",
            "2166  20150911                 growth drop  ...  0.96%     1\n",
            "2167  20150911   Bloomberg 's Cory Johnson  ...  0.96%     1\n",
            "2168  20150911                          He  ...  0.96%     1\n",
            "2169  20150911                 the S&P 500  ...  0.96%     1\n",
            "2170  20150911                 the S&P 500  ...  0.96%     1\n",
            "2171  20150911                    the bank  ...  0.96%     1\n",
            "2172  20150911  calls and texts.The agency  ...  0.96%     1\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 2165 8\n",
            "1 2165 8\n",
            "2 2165 8\n",
            "3 2165 8\n",
            "4 2165 8\n",
            "5 2165 8\n",
            "6 2165 8\n",
            "7 2165 8\n",
            "Verizon have postponed their streaming-TV services until next year.. growth drop saw have by half last quarter. Bloomberg 's Cory Johnson reports on the business making Apple 's iPhones. He speaks on Bloomberg Markets. the S&P 500 extend its weekly advance to its best. the S&P 500 extend its weekly advance. the bank requires online banking and Apple Pay customers to agree to receive autodialed telemarketing texts in order to use its services. calls and texts.The agency also cited F.N.B. Corp.\n",
            "          time                                              actor  ... Change index\n",
            "2173  20150914                                                 It  ...  0.84%     1\n",
            "2174  20150914                                       this weekend  ...  0.84%     1\n",
            "2175  20150914                                       this weekend  ...  0.84%     1\n",
            "2176  20150914                                   both categories.  ...  0.84%     1\n",
            "2177  20150914                               at least one company  ...  0.84%     1\n",
            "2178  20150914                                           the team  ...  0.84%     1\n",
            "2179  20150914              record output.Shares RiseApple shares  ...  0.84%     1\n",
            "2180  20150914              record output.Shares RiseApple shares  ...  0.84%     1\n",
            "2181  20150914                                         the shares  ...  0.84%     1\n",
            "2182  20150914                                              Apple  ...  0.84%     1\n",
            "2183  20150914                                         the shares  ...  0.84%     1\n",
            "2184  20150914                                        0.7 percent  ...  0.84%     1\n",
            "2185  20150914              record output.Shares RiseApple shares  ...  0.84%     1\n",
            "2186  20150914  the ninth time in 11 sessions . Energy and raw...  ...  0.84%     1\n",
            "2187  20150914                                         Apple Inc.  ...  0.84%     1\n",
            "2188  20150914                                    its Apple Watch  ...  0.84%     1\n",
            "2189  20150914                                              Apple  ...  0.84%     1\n",
            "2190  20150914                                              Apple  ...  0.84%     1\n",
            "\n",
            "[18 rows x 13 columns]\n",
            "0 2173 18\n",
            "1 2173 18\n",
            "2 2173 18\n",
            "3 2173 18\n",
            "4 2173 18\n",
            "5 2173 18\n",
            "6 2173 18\n",
            "7 2173 18\n",
            "8 2173 18\n",
            "9 2173 18\n",
            "10 2173 18\n",
            "11 2173 18\n",
            "12 2173 18\n",
            "13 2173 18\n",
            "14 2173 18\n",
            "15 2173 18\n",
            "16 2173 18\n",
            "17 2173 18\n",
            "It counts sensor-manufacturer Keyence Corp.. this weekend were very strong around the world. this weekend were very strong. both categories. found in general. at least one company makes it. the team found in general. record output.Shares RiseApple shares rose 0.7 percent at 1:08. record output.Shares RiseApple shares rose 0.7 percent. the shares had fallen 13 percent. Apple released financial results. the shares had fallen 13 percent since July 21. 0.7 percent be rose at 1:08. record output.Shares RiseApple shares rose 0.7 percent through Friday. the ninth time in 11 sessions . Energy and raw-materials shares sank as commodities retreated. Apple Inc. climbed 1 percent an earlier 2.4 percent gain. its Apple Watch made by fashion company Hermes . Angela Ahrendts. Apple be joined as head. Apple unveiled a new band\n",
            "          time                                              actor  ... Change index\n",
            "2191  20150915                                              Apple  ...  0.11%     1\n",
            "2192  20150915                                              Apple  ...  0.11%     1\n",
            "2193  20150915  the Big Apple . Wholesale on-peak electricity ...  ...  0.11%     1\n",
            "2194  20150915                                                 He  ...  0.11%     1\n",
            "2195  20150915                                                 We  ...  0.11%     1\n",
            "\n",
            "[5 rows x 13 columns]\n",
            "0 2191 5\n",
            "1 2191 5\n",
            "2 2191 5\n",
            "3 2191 5\n",
            "4 2191 5\n",
            "Apple to add a touch of luxury. Apple is also looking to add a touch of luxury. the Big Apple . Wholesale on-peak electricity prices averaged $ 40.99 a megawatt-hour since the start of July. He is the editor of Bloomberg Businessweek. We are joined by Josh Tyrangiel\n",
            "          time                                actor  ...  Change index\n",
            "2196  20150916  Sanford C. Bernstein & Co. analysts  ...  -2.14%     0\n",
            "2197  20150916   a poll of almost 1,300 respondents  ...  -2.14%     0\n",
            "2198  20150916      provincial Governor James Soong  ...  -2.14%     0\n",
            "2199  20150916   a poll of almost 1,300 respondents  ...  -2.14%     0\n",
            "2200  20150916                           ExxonMobil  ...  -2.14%     0\n",
            "2201  20150916                      eight of the 11  ...  -2.14%     0\n",
            "2202  20150916                            Microsoft  ...  -2.14%     0\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 2196 7\n",
            "1 2196 7\n",
            "2 2196 7\n",
            "3 2196 7\n",
            "4 2196 7\n",
            "5 2196 7\n",
            "6 2196 7\n",
            "Sanford C. Bernstein & Co. analysts jokingly referred to Quanta Computer Inc.--. a poll of almost 1,300 respondents be released in Wednesday. provincial Governor James Soong be member of KMT. a poll of almost 1,300 respondents be released by the Apple Daily newspaper. ExxonMobil (up 6.6 percent. eight of the 11 have outperformed the S&P 500 index .Some of the standouts. Microsoft are Apple (up 12.1 percent\n",
            "          time                               actor  ...  Change index\n",
            "2203  20150917                             Johnson  ...  -0.41%     0\n",
            "2204  20150917                             Johnson  ...  -0.41%     0\n",
            "2205  20150917                          the report  ...  -0.41%     0\n",
            "2206  20150917                          Apple Inc.  ...  -0.41%     0\n",
            "2207  20150917                    Bertrand Schmitt  ...  -0.41%     0\n",
            "2208  20150917  a larger iPad and a TV set-top box  ...  -0.41%     0\n",
            "2209  20150917                            products  ...  -0.41%     0\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 2203 7\n",
            "1 2203 7\n",
            "2 2203 7\n",
            "3 2203 7\n",
            "4 2203 7\n",
            "5 2203 7\n",
            "6 2203 7\n",
            "Johnson are among members of the program.Executives. Johnson are from 13 major U.S. corporations. the report speculated in July. Apple Inc. will release an all-in-one device or a headset. Bertrand Schmitt said of six platforms. a larger iPad and a TV set-top box be includes by line-up of products. products be unveiled in last week\n",
            "          time                            actor  ... Change index\n",
            "2210  20150918                            Apple  ...  1.55%     1\n",
            "2211  20150918                       Yvonne Man  ...  1.55%     1\n",
            "2212  20150918                          Samsung  ...  1.55%     1\n",
            "2213  20150918                          Samsung  ...  1.55%     1\n",
            "2214  20150918                        the banks  ...  1.55%     1\n",
            "2215  20150918                        the banks  ...  1.55%     1\n",
            "2216  20150918                            Apple  ...  1.55%     1\n",
            "2217  20150918                            Apple  ...  1.55%     1\n",
            "2218  20150918                           family  ...  1.55%     1\n",
            "2219  20150918          Arquiste 's crisp scent  ...  1.55%     1\n",
            "2220  20150918                 one part vinegar  ...  1.55%     1\n",
            "2221  20150918                        Blackmore  ...  1.55%     1\n",
            "2222  20150918                             they  ...  1.55%     1\n",
            "2223  20150918        Bloomberg 's Cory Johnson  ...  1.55%     1\n",
            "2224  20150918  Apple 's ad-blocking technology  ...  1.55%     1\n",
            "2225  20150918                   Friday .Keller  ...  1.55%     1\n",
            "2226  20150918                   Friday .Keller  ...  1.55%     1\n",
            "2227  20150918                   Friday .Keller  ...  1.55%     1\n",
            "2228  20150918                          company  ...  1.55%     1\n",
            "2229  20150918                   Friday .Keller  ...  1.55%     1\n",
            "2230  20150918                    the chipmaker  ...  1.55%     1\n",
            "2231  20150918                   Friday .Keller  ...  1.55%     1\n",
            "2232  20150918                              AMD  ...  1.55%     1\n",
            "2233  20150920                      whose chips  ...  1.55%     1\n",
            "2234  20150920         Dialog Semiconductor Plc  ...  1.55%     1\n",
            "2235  20150920         Dialog Semiconductor Plc  ...  1.55%     1\n",
            "\n",
            "[26 rows x 13 columns]\n",
            "0 2210 26\n",
            "1 2210 26\n",
            "2 2210 26\n",
            "3 2210 26\n",
            "4 2210 26\n",
            "5 2210 26\n",
            "6 2210 26\n",
            "7 2210 26\n",
            "8 2210 26\n",
            "9 2210 26\n",
            "10 2210 26\n",
            "11 2210 26\n",
            "12 2210 26\n",
            "13 2210 26\n",
            "14 2210 26\n",
            "15 2210 26\n",
            "16 2210 26\n",
            "17 2210 26\n",
            "18 2210 26\n",
            "19 2210 26\n",
            "20 2210 26\n",
            "21 2210 26\n",
            "22 2210 26\n",
            "23 2210 26\n",
            "24 2210 26\n",
            "25 2210 26\n",
            "Apple has won an appeals court ruling that may force Samsung to stop using some features in its smartphones and tablets. Yvonne Man reports on First. Samsung to stop in its smartphones and tablets. Samsung to stop using some features. the banks bought it at a 0.60 percent discount. the banks bought it. Apple did a 10-year bond in this year. Apple did a 10-year bond. family founded the chain. Arquiste 's crisp scent suggests apple blossoms. one part vinegar be ) followed by an avocado mask. Blackmore recommends a detoxifying apple cider vinegar rinse. they do n't have to race Apple. Bloomberg 's Cory Johnson reports on Bloomberg Markets. Apple 's ad-blocking technology may impact revenue generation. Friday .Keller was in charge of attempts. Friday .Keller rejoined AMD from Apple Inc.. Friday .Keller was by the chipmaker. company to look for other opportunities. Friday .Keller rejoined AMD in 2012. the chipmaker said Friday .Keller. Friday .Keller to produce designs capable of reversing. AMD be rejoined from Apple Inc.. whose chips are used in Apple Inc.s iPhone and iPad. Dialog Semiconductor Plc agreed to buy Atmel Corp.. Dialog Semiconductor Plc to buy Atmel Corp.\n",
            "          time                     actor        action  ...     Vol  Change index\n",
            "2236  20150921  Bloomberg 's Emily Chang    reports on  ...  50.35M  -1.57%     0\n",
            "2237  20150921  Bloomberg 's Emily Chang  reports into  ...  50.35M  -1.57%     0\n",
            "2238  20150921                       She     speaks on  ...  50.35M  -1.57%     0\n",
            "\n",
            "[3 rows x 13 columns]\n",
            "0 2236 3\n",
            "1 2236 3\n",
            "2 2236 3\n",
            "Bloomberg 's Emily Chang reports on Apple 's foray. Bloomberg 's Emily Chang reports into the electric car space. She speaks on Bloomberg West\n",
            "          time                                              actor  ... Change index\n",
            "2239  20150922                                              Apple  ...  0.81%     1\n",
            "2240  20150922                                         Zeb Eckert  ...  0.81%     1\n",
            "2241  20150922                                            The IPO  ...  0.81%     1\n",
            "2242  20150922                                              place  ...  0.81%     1\n",
            "2243  20150922                                            The IPO  ...  0.81%     1\n",
            "2244  20150922                                            The IPO  ...  0.81%     1\n",
            "2245  20150922                                              areas  ...  0.81%     1\n",
            "2246  20150922                          the Seattle-based company  ...  0.81%     1\n",
            "2247  20150922  The service which works with Apple or Android ...  ...  0.81%     1\n",
            "2248  20150922                                              areas  ...  0.81%     1\n",
            "2249  20150922                          the Seattle-based company  ...  0.81%     1\n",
            "2250  20150922                                        The service  ...  0.81%     1\n",
            "2251  20150922                           Bloomberg 's Sam Grobart  ...  0.81%     1\n",
            "2252  20150922                                          Bloomberg  ...  0.81%     1\n",
            "2253  20150922                                                 He  ...  0.81%     1\n",
            "2254  20150922                                            Spotify  ...  0.81%     1\n",
            "\n",
            "[16 rows x 13 columns]\n",
            "0 2239 16\n",
            "1 2239 16\n",
            "2 2239 16\n",
            "3 2239 16\n",
            "4 2239 16\n",
            "5 2239 16\n",
            "6 2239 16\n",
            "7 2239 16\n",
            "8 2239 16\n",
            "9 2239 16\n",
            "10 2239 16\n",
            "11 2239 16\n",
            "12 2239 16\n",
            "13 2239 16\n",
            "14 2239 16\n",
            "15 2239 16\n",
            "Apple has pulled some apps from its app store. Zeb Eckert reports on First. The IPO to take place toward the end of the year. place to be take toward the end of the year. The IPO to take place. The IPO to take place on the Paris exchange. areas said in statement. the Seattle-based company said in statement. The service which works with Apple or Android smartphones will debut at some locations. areas said on Tuesday. the Seattle-based company said on Tuesday. The service works with Apple or Android smartphones. Bloomberg 's Sam Grobart reviews the Apple iPhone 6S and 6S Plus. Bloomberg crunched the latest U.S. median pay data. He speaks on Bloomberg Markets. Spotify claims than 20 million\n",
            "          time                     actor  ... Change index\n",
            "2255  20150923  the Obama administration  ...  0.59%     1\n",
            "2256  20150923                 the maker  ...  0.59%     1\n",
            "2257  20150923                     India  ...  0.59%     1\n",
            "2258  20150923           the environment  ...  0.59%     1\n",
            "\n",
            "[4 rows x 13 columns]\n",
            "0 2255 4\n",
            "1 2255 4\n",
            "2 2255 4\n",
            "3 2255 4\n",
            "the Obama administration announced 13 U.S. companies. the maker suffers from sluggish global demand. India to produce an Apple or Amazon. the environment be improving for innovation\n",
            "          time                           actor  ...  Change index\n",
            "2259  20150924                      Its shares  ...  -0.25%     0\n",
            "2260  20150924     question-and-answer session  ...  -0.25%     0\n",
            "2261  20150924                     investments  ...  -0.25%     0\n",
            "2262  20150924     question-and-answer session  ...  -0.25%     0\n",
            "2263  20150924                 the Apple Watch  ...  -0.25%     0\n",
            "2264  20150924                 the Apple Watch  ...  -0.25%     0\n",
            "2265  20150924  Bloomberg 's Stephen Pulvirent  ...  -0.25%     0\n",
            "2266  20150924                              It  ...  -0.25%     0\n",
            "2267  20150924     a white sports band .\"Apple  ...  -0.25%     0\n",
            "2268  20150924                   The president  ...  -0.25%     0\n",
            "2269  20150924               the State Council  ...  -0.25%     0\n",
            "\n",
            "[11 rows x 13 columns]\n",
            "0 2259 11\n",
            "1 2259 11\n",
            "2 2259 11\n",
            "3 2259 11\n",
            "4 2259 11\n",
            "5 2259 11\n",
            "6 2259 11\n",
            "7 2259 11\n",
            "8 2259 11\n",
            "9 2259 11\n",
            "10 2259 11\n",
            "Its shares fell the most in more than four months.The supplier of displays to Apple Inc.. question-and-answer session also plans to seek investments into India. investments to be seek into India. question-and-answer session to seek investments into India. the Apple Watch went on sale. the Apple Watch went in April. Bloomberg 's Stephen Pulvirent reviews the new Moto 360. It might not feel quite as solid as the standard steel Apple Watch. a white sports band .\"Apple is very good at honing. The president has met with the heads of companies. the State Council released guidelines\n",
            "          time                              actor  ...  Change index\n",
            "2270  20150925                     display panels  ...  -1.98%     0\n",
            "2271  20150925  Shares of the Apple Inc. supplier  ...  -1.98%     0\n",
            "2272  20150925               The latest iPhone 6s  ...  -1.98%     0\n",
            "2273  20150925                 Apple 's iPhone 6s  ...  -1.98%     0\n",
            "2274  20150925                 Apple 's iPhone 6s  ...  -1.98%     0\n",
            "2275  20150925                   Google and Apple  ...  -1.98%     0\n",
            "2276  20150925                          consumers  ...  -1.98%     0\n",
            "2277  20150925          the last 24 hours.Chinese  ...  -1.98%     0\n",
            "2278  20150925      its best-selling F-150 pickup  ...  -1.98%     0\n",
            "2279  20150925                           a ruling  ...  -1.98%     0\n",
            "2280  20150925      the launch of Apple 's iPhone  ...  -1.98%     0\n",
            "\n",
            "[11 rows x 13 columns]\n",
            "0 2270 11\n",
            "1 2270 11\n",
            "2 2270 11\n",
            "3 2270 11\n",
            "4 2270 11\n",
            "5 2270 11\n",
            "6 2270 11\n",
            "7 2270 11\n",
            "8 2270 11\n",
            "9 2270 11\n",
            "10 2270 11\n",
            "display panels be makes by unit. Shares of the Apple Inc. supplier pared losses. The latest iPhone 6s follow a hugely popular design overhaul that added bigger screens. Apple 's iPhone 6s goes on sale. Apple 's iPhone 6s goes in today. Google and Apple settled the FTC complaint. consumers be wrongly billing for unauthorized purchases made by children on mobile applications Google and Apple settled the FTC complaint and agreed. the last 24 hours.Chinese take to the web. its best-selling F-150 pickup to achieve better fuel efficiency. a ruling could hamper its ability to compete with Apple Inc. and Microsoft Corp. for advertising dollars. the launch of Apple 's iPhone 6s with Bloomberg 's Brendan Greeley and Mark Crumpton\n",
            "          time                        actor  ...  Change index\n",
            "2281  20150928                        Apple  ...  -3.01%     0\n",
            "2282  20150928                  enthusiasts  ...  -3.01%     0\n",
            "2283  20150928                        Apple  ...  -3.01%     0\n",
            "2284  20150928  a record 13 million iPhones  ...  -3.01%     0\n",
            "2285  20150928                     His goal  ...  -3.01%     0\n",
            "2286  20150928                     His goal  ...  -3.01%     0\n",
            "2287  20150928                     His goal  ...  -3.01%     0\n",
            "2288  20150928                           he  ...  -3.01%     0\n",
            "2289  20150928                     His goal  ...  -3.01%     0\n",
            "2290  20150928                     His goal  ...  -3.01%     0\n",
            "\n",
            "[10 rows x 13 columns]\n",
            "0 2281 10\n",
            "1 2281 10\n",
            "2 2281 10\n",
            "3 2281 10\n",
            "4 2281 10\n",
            "5 2281 10\n",
            "6 2281 10\n",
            "7 2281 10\n",
            "8 2281 10\n",
            "9 2281 10\n",
            "Apple sold a record 13 million iPhones during the debut weekend of its latest handsets. enthusiasts rushed to stores. Apple sold a record 13 million iPhones. a record 13 million iPhones be sold during the debut weekend of its latest handsets. His goal was for GM. His goal was to set trends for consumer electronics companies. His goal to set trends for consumer electronics companies. he was met with resistance. His goal to set trends. His goal was to set trends\n",
            "          time                                   actor  ... Change index\n",
            "2291  20150929                        Some train lines  ...  1.14%     1\n",
            "2292  20150929              His Icahn Associates Corp.  ...  1.14%     1\n",
            "2293  20150929                                      it  ...  1.14%     1\n",
            "2294  20150929                              Horlogerie  ...  1.14%     1\n",
            "2295  20150929                                     She  ...  1.14%     1\n",
            "2296  20150929                                     She  ...  1.14%     1\n",
            "2297  20150929                         similar devices  ...  1.14%     1\n",
            "2298  20150929  tablet featuring a detachable keyboard  ...  1.14%     1\n",
            "2299  20150929  tablet featuring a detachable keyboard  ...  1.14%     1\n",
            "2300  20150929                              vulnerable  ...  1.14%     1\n",
            "2301  20150929                                 lenders  ...  1.14%     1\n",
            "\n",
            "[11 rows x 13 columns]\n",
            "0 2291 11\n",
            "1 2291 11\n",
            "2 2291 11\n",
            "3 2291 11\n",
            "4 2291 11\n",
            "5 2291 11\n",
            "6 2291 11\n",
            "7 2291 11\n",
            "8 2291 11\n",
            "9 2291 11\n",
            "10 2291 11\n",
            "Some train lines remain halted until noon , Taiwan Railways and Taiwan High Speed. His Icahn Associates Corp. has in recent years taken stakes in companies including Apple Inc. , Cheniere Energy Inc. , Freeport-McMoRan Inc. and EBay Inc.. it is a tight period for the industry. Horlogerie discusses the Watches and Wonders Exhibition. She speaks to Bloomberg 's Angie Lau. She speaks on Asia. similar devices be offered by Microsoft Corp. and Apple Inc. The new Pixel C sports a 10.2-inch screen. tablet featuring a detachable keyboard starts with 32 gigabytes of storage. tablet featuring a detachable keyboard taking on similar devices offered by Microsoft Corp. and Apple Inc. The new Pixel C sports a 10.2-inch screen. vulnerable said in a report released Wednesday in London. lenders be vulnerable to competition from so-called fintech startups and established companies\n",
            "          time                 actor  ...  Change index\n",
            "2302  20150930          Glencore Plc  ...  -0.65%     0\n",
            "2303  20150930          Glencore Plc  ...  -0.65%     0\n",
            "2304  20150930            Apple Inc.  ...  -0.65%     0\n",
            "2305  20150930            17 percent  ...  -0.65%     0\n",
            "2306  20150930               iPhones  ...  -0.65%     0\n",
            "2307  20150930                 Apple  ...  -0.65%     0\n",
            "2308  20150930                    VW  ...  -0.65%     0\n",
            "2309  20150930      Ad-blocking apps  ...  -0.65%     0\n",
            "2310  20150930              analysts  ...  -0.65%     0\n",
            "2311  20150930                  they  ...  -0.65%     0\n",
            "2312  20150930  Chinese phone makers  ...  -0.65%     0\n",
            "\n",
            "[11 rows x 13 columns]\n",
            "0 2302 11\n",
            "1 2302 11\n",
            "2 2302 11\n",
            "3 2302 11\n",
            "4 2302 11\n",
            "5 2302 11\n",
            "6 2302 11\n",
            "7 2302 11\n",
            "8 2302 11\n",
            "9 2302 11\n",
            "10 2302 11\n",
            "Glencore Plc rose 17 percent in London. Glencore Plc rose 17 percent. Apple Inc. erased an early rally Glencore Plc. 17 percent be rose in London. iPhones warned not to cheat on diesel. Apple clearly needs some advice. VW warned not to cheat on diesel. Ad-blocking apps have slipped from the top of the Apple Store charts. analysts have slipped from the top of the Apple Store charts. they get at Apple 's retail stores. Chinese phone makers compete with Apple Inc.\n",
            "          time                                     actor  ... Change index\n",
            "2313  20151001                                    probes  ...  0.73%     1\n",
            "2314  20151001                                    probes  ...  0.73%     1\n",
            "2315  20151001                 two gold Apple Watches.As  ...  0.73%     1\n",
            "2316  20151001                              Paris Hilton  ...  0.73%     1\n",
            "2317  20151001                    son of the richest man  ...  0.73%     1\n",
            "2318  20151001                                   fuerdai  ...  0.73%     1\n",
            "2319  20151001                                   members  ...  0.73%     1\n",
            "2320  20151001                                   members  ...  0.73%     1\n",
            "2321  20151001                                    Valley  ...  0.73%     1\n",
            "2322  20151001                                    Valley  ...  0.73%     1\n",
            "2323  20151001                                   members  ...  0.73%     1\n",
            "2324  20151001                     Silicon Valley giants  ...  0.73%     1\n",
            "2325  20151001  a $ 611.8 billion defense policy measure  ...  0.73%     1\n",
            "\n",
            "[13 rows x 13 columns]\n",
            "0 2313 13\n",
            "1 2313 13\n",
            "2 2313 13\n",
            "3 2313 13\n",
            "4 2313 13\n",
            "5 2313 13\n",
            "6 2313 13\n",
            "7 2313 13\n",
            "8 2313 13\n",
            "9 2313 13\n",
            "10 2313 13\n",
            "11 2313 13\n",
            "12 2313 13\n",
            "probes to be conclude into possible illegal aid. probes to be conclude through tax arrangements. two gold Apple Watches.As portrayed in the local press. Paris Hilton was to the U.S.... son of the richest man caused a stir. fuerdai are to China. members have slipped back below their Aug. 25 price. members have slipped back below their Aug. 25 price. Valley is lemony as a bone , with some intense cider apple , mineral , and earth notes. Valley is lemony and dry. members have slipped back below their Aug. 25 price. Silicon Valley giants stand to benefit from a $ 611.8 billion defense policy measure passed by the House Thursday over a veto threat from President Barack. a $ 611.8 billion defense policy measure be passed over a veto threat\n",
            "          time         actor  ... Change index\n",
            "2326  20151002  Gene Munster  ...  0.36%     1\n",
            "2327  20151002  Gene Munster  ...  0.36%     1\n",
            "2328  20151002           you  ...  0.36%     1\n",
            "2329  20151002          Kerv  ...  0.36%     1\n",
            "2330  20151002           you  ...  0.36%     1\n",
            "2331  20151002           you  ...  0.36%     1\n",
            "2332  20151002         Apple  ...  0.36%     1\n",
            "2333  20151002   Emily Chang  ...  0.36%     1\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 2326 8\n",
            "1 2326 8\n",
            "2 2326 8\n",
            "3 2326 8\n",
            "4 2326 8\n",
            "5 2326 8\n",
            "6 2326 8\n",
            "7 2326 8\n",
            "Gene Munster discusses Apple 's potential in the wearable technology market with Bloomberg 's Carol Massar and Cory Johnson. Gene Munster discusses Apple 's potential. you should buy .of course. Kerv is not the only wearable device with payment functionality. you pay for goods. you can wrap around your finger. Apple has applied for a patent you can wrap around your finger. Emily Chang reports on Bloomberg West\n",
            "          time                                              actor  ... Change index\n",
            "2334  20151005                           a new patent application  ...  0.48%     1\n",
            "2335  20151005                                            Johnson  ...  0.48%     1\n",
            "2336  20151005            Activate Managing Director Michael Wolf  ...  0.48%     1\n",
            "2337  20151005                                                 He  ...  0.48%     1\n",
            "2338  20151005                                                 He  ...  0.48%     1\n",
            "2339  20151005  Universal PicturesHis portrayal of the Apple I...  ...  0.48%     1\n",
            "2340  20151005  Universal PicturesHis portrayal of the Apple I...  ...  0.48%     1\n",
            "2341  20151005                                            Bollore  ...  0.48%     1\n",
            "2342  20151005                                            Vivendi  ...  0.48%     1\n",
            "2343  20151005                                                 he  ...  0.48%     1\n",
            "2344  20151005                                                 he  ...  0.48%     1\n",
            "\n",
            "[11 rows x 13 columns]\n",
            "0 2334 11\n",
            "1 2334 11\n",
            "2 2334 11\n",
            "3 2334 11\n",
            "4 2334 11\n",
            "5 2334 11\n",
            "6 2334 11\n",
            "7 2334 11\n",
            "8 2334 11\n",
            "9 2334 11\n",
            "10 2334 11\n",
            "a new patent application be filed for an inductive power transmission. Johnson is n't the first firm to recommend quality. Activate Managing Director Michael Wolf discusses his outlook. He speaks on Bloomberg Markets. He reports on Bloomberg Markets. Universal PicturesHis portrayal of the Apple Inc. co-founder has garnered plaudits despite some concern. Universal PicturesHis portrayal of the Apple Inc. co-founder has garnered plaudits. Bollore is looking for deals to transform the media group to take on Google Inc. and Apple Inc. as well as traditional rivals such as Sky Plc . Vivendi has accumulated 9 billion euros in. Vivendi is looking for deals to transform the media group to take on Google Inc. and Apple Inc. as well as traditional rivals such as Sky Plc . Vivendi has accumulated 9 billion euros in. he returned to lead Apple Inc. in the late 1990s. he returned to lead Apple Inc.\n",
            "          time  ... index\n",
            "2345  20151006  ...     0\n",
            "2346  20151006  ...     0\n",
            "2347  20151006  ...     0\n",
            "2348  20151006  ...     0\n",
            "2349  20151006  ...     0\n",
            "2350  20151006  ...     0\n",
            "2351  20151006  ...     0\n",
            "2352  20151006  ...     0\n",
            "2353  20151006  ...     0\n",
            "2354  20151006  ...     0\n",
            "2355  20151006  ...     0\n",
            "2356  20151006  ...     0\n",
            "2357  20151006  ...     0\n",
            "2358  20151006  ...     0\n",
            "2359  20151006  ...     0\n",
            "\n",
            "[15 rows x 13 columns]\n",
            "0 2345 15\n",
            "1 2345 15\n",
            "2 2345 15\n",
            "3 2345 15\n",
            "4 2345 15\n",
            "5 2345 15\n",
            "6 2345 15\n",
            "7 2345 15\n",
            "8 2345 15\n",
            "9 2345 15\n",
            "10 2345 15\n",
            "11 2345 15\n",
            "12 2345 15\n",
            "13 2345 15\n",
            "14 2345 15\n",
            "David Steinberg be co-founder of Zeta. John Sculley be co-founder of Zeta. Victor Anthony be analyst of Axiom Capital. all three companies pitched them as a way to play video games on TV. all three companies pitched them. them be pitched as a way to play video games on TV. Amazon.com , Apple , and Google released updated versions of their streaming video devices. they offer to companies. European Union nations agreed to share information they offer to companies like Apple Inc. and Amazon.com Inc.. European Union nations agreed to share information on tax deals they offer to companies like Apple Inc. and Amazon.com Inc. after a last-minute clash. European Union nations to share information they offer to companies like Apple Inc. and Amazon.com Inc.. information they offer to companies like Apple Inc. and Amazon.com Inc. to be share after a last-minute clash. European Union nations to share information on tax deals they offer to companies like Apple Inc. and Amazon.com Inc. after a last-minute clash. Fidelity Management investing in technology companies. women be connect to jobs that lead to a work-life balance\n",
            "          time        actor  ...  Change index\n",
            "2360  20151007  An employee  ...  -1.16%     0\n",
            "2361  20151007    the sales  ...  -1.16%     0\n",
            "2362  20151007     the Pill  ...  -1.16%     0\n",
            "2363  20151007        Apple  ...  -1.16%     0\n",
            "\n",
            "[4 rows x 13 columns]\n",
            "0 2360 4\n",
            "1 2360 4\n",
            "2 2360 4\n",
            "3 2360 4\n",
            "An employee uses Apple laptops. the sales counter inside an electronics superstore. the Pill + charge. Apple powerfully to the general public does a better job explaining that you can start a task on one device and continue it on another , even though Apple 's desktop and laptop computers run on ...\n",
            "          time             actor  ... Change index\n",
            "2364  20151008       The company  ...  2.39%     1\n",
            "2365  20151008        Apple Inc.  ...  2.39%     1\n",
            "2366  20151008       The company  ...  2.39%     1\n",
            "2367  20151008  Apple 's Airplay  ...  2.39%     1\n",
            "2368  20151008             Apple  ...  2.39%     1\n",
            "2369  20151008            Google  ...  2.39%     1\n",
            "2370  20151008        every user  ...  2.39%     1\n",
            "2371  20151008    Apple software  ...  2.39%     1\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 2364 8\n",
            "1 2364 8\n",
            "2 2364 8\n",
            "3 2364 8\n",
            "4 2364 8\n",
            "5 2364 8\n",
            "6 2364 8\n",
            "7 2364 8\n",
            "The company sells subscriptions has to individual creators. Apple Inc. runs iTunes. The company sells has subscriptions. Apple 's Airplay streaming to the mix. Apple predates all the companies. Google predates all the companies. every user to comment with any emoji. Apple software has hundreds of emoji\n",
            "          time                       actor  ...  Change index\n",
            "2372  20151009                           I  ...  -0.46%     0\n",
            "2373  20151009                    Kamozawa  ...  -0.46%     0\n",
            "2374  20151009                  applesauce  ...  -0.46%     0\n",
            "2375  20151009                    Kamozawa  ...  -0.46%     0\n",
            "2376  20151009                    The food  ...  -0.46%     0\n",
            "2377  20151009             Jennifer Bailey  ...  -0.46%     0\n",
            "2378  20151009             Jennifer Bailey  ...  -0.46%     0\n",
            "2379  20151009                  Apple Inc.  ...  -0.46%     0\n",
            "2380  20151009                       Alcoa  ...  -0.46%     0\n",
            "2381  20151009                      energy  ...  -0.46%     0\n",
            "2382  20151009  its longest winning streak  ...  -0.46%     0\n",
            "\n",
            "[11 rows x 13 columns]\n",
            "0 2372 11\n",
            "1 2372 11\n",
            "2 2372 11\n",
            "3 2372 11\n",
            "4 2372 11\n",
            "5 2372 11\n",
            "6 2372 11\n",
            "7 2372 11\n",
            "8 2372 11\n",
            "9 2372 11\n",
            "10 2372 11\n",
            "I 'm much more excited about the new apple pie doughnut. Kamozawa glazed with butterscotch. applesauce be made from apples that Kamozawa picked in New Hampshire and glazed with butterscotch. Kamozawa that picked in New Hampshire. The food is pretty killer , too—think bison beef burgers , apple-smoked Scottish salmon , and freshly baked soft pretzels. Jennifer Bailey said at the Code/Mobile conference. Jennifer Bailey be president of Apple vice. Apple Inc. added 2.4 percent to boost technology shares. Alcoa slumped 6.8 percent to weigh on commodity. energy snapped its longest winning streak in six years. its longest winning streak be snapped in six years\n",
            "          time                                              actor  ... Change index\n",
            "2383  20151012                                         Apple Inc.  ...  0.17%     1\n",
            "2384  20151012                                         Apple Inc.  ...  0.17%     1\n",
            "2385  20151012                                               data  ...  0.17%     1\n",
            "2386  20151012                            2 billion euros of debt  ...  0.17%     1\n",
            "2387  20151012                                               data  ...  0.17%     1\n",
            "2388  20151012  the best-performing stocks of the decade and i...  ...  0.17%     1\n",
            "2389  20151012                     Apple Co-Founder Steve Wozniak  ...  0.17%     1\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 2383 7\n",
            "1 2383 7\n",
            "2 2383 7\n",
            "3 2383 7\n",
            "4 2383 7\n",
            "5 2383 7\n",
            "6 2383 7\n",
            "Apple Inc. sold 2 billion euros of debt in September. Apple Inc. sold 2 billion euros of debt. data be compiled in an effort to capture relatively low borrowing costs. 2 billion euros of debt be sold in September. data be compiled by Bloomberg.. the best-performing stocks of the decade and its founder-CEO famously suggested of Apple. Apple Co-Founder Steve Wozniak sits down ( Source : Bloomberg ) to dicuss the new \" Steve Jobs \" movie and future of Apple\n",
            "          time                     actor  ...  Change index\n",
            "2390  20151013  The supplier of displays  ...  -1.41%     0\n",
            "2391  20151013  The supplier of displays  ...  -1.41%     0\n",
            "2392  20151013             a fourth loss  ...  -1.41%     0\n",
            "2393  20151013  The supplier of displays  ...  -1.41%     0\n",
            "2394  20151013               the monitor  ...  -1.41%     0\n",
            "2395  20151013               the monitor  ...  -1.41%     0\n",
            "2396  20151013            The patent box  ...  -1.41%     0\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 2390 7\n",
            "1 2390 7\n",
            "2 2390 7\n",
            "3 2390 7\n",
            "4 2390 7\n",
            "5 2390 7\n",
            "6 2390 7\n",
            "The supplier of displays to post a fourth loss in five years. The supplier of displays to post a fourth loss. a fourth loss to be post in five years. The supplier of displays to post a fourth loss amid rising debt. the monitor submitted excessive bills. the monitor asked prematurely to interview Apple directors. The patent box would compete with similar benefits offered by countries such as the U.K.\n",
            "          time                                       actor  ... Change index\n",
            "2397  20151014                    Apple founder Steve Jobs  ...  1.50%     1\n",
            "2398  20151014                    Apple founder Steve Jobs  ...  1.50%     1\n",
            "2399  20151014                    Apple founder Steve Jobs  ...  1.50%     1\n",
            "2400  20151014                                        they  ...  1.50%     1\n",
            "2401  20151014                                          He  ...  1.50%     1\n",
            "2402  20151014                         half of its revenue  ...  1.50%     1\n",
            "2403  20151014  no one—not Spotify , not Apple Music , not  ...  1.50%     1\n",
            "2404  20151014                                   Listeners  ...  1.50%     1\n",
            "2405  20151014                                   Listeners  ...  1.50%     1\n",
            "2406  20151014                                 competition  ...  1.50%     1\n",
            "\n",
            "[10 rows x 13 columns]\n",
            "0 2397 10\n",
            "1 2397 10\n",
            "2 2397 10\n",
            "3 2397 10\n",
            "4 2397 10\n",
            "5 2397 10\n",
            "6 2397 10\n",
            "7 2397 10\n",
            "8 2397 10\n",
            "9 2397 10\n",
            "Apple founder Steve Jobs declared war. Apple founder Steve Jobs declared war on it in 2010. Apple founder Steve Jobs declared on it. they may have up their sleeve. He speaks on Bloomberg ‹GO›. half of its revenue is following technology heavyweights. no one—not Spotify , not Apple Music , not solved the problem of what to listen to next . Hit radio. Listeners really do have infinite possibilities. Listeners really do have infinite possibilities at their fingertips. competition heats up from technology heavyweight Apple Inc. and stand-alone PayPal Holdings Inc.Square\n",
            "          time  ... index\n",
            "2407  20151015  ...     0\n",
            "2408  20151015  ...     0\n",
            "2409  20151015  ...     0\n",
            "2410  20151015  ...     0\n",
            "2411  20151015  ...     0\n",
            "2412  20151015  ...     0\n",
            "2413  20151015  ...     0\n",
            "2414  20151015  ...     0\n",
            "2415  20151015  ...     0\n",
            "\n",
            "[9 rows x 13 columns]\n",
            "0 2407 9\n",
            "1 2407 9\n",
            "2 2407 9\n",
            "3 2407 9\n",
            "4 2407 9\n",
            "5 2407 9\n",
            "6 2407 9\n",
            "7 2407 9\n",
            "8 2407 9\n",
            "its revenue from Apple and is the biggest maker of iPhones and iPads . ASE , which packages and tests chips also supplies to Apple. its revenue from Apple and is the biggest maker of iPhones and iPads . ASE , which packages and tests chips provides a key electronics module. Ahrendts doubled sales in almost eight years. Ahrendts doubled sales. The EU may issue as soon as next week a two-year decisions. European Union regulators issue a series of rulings The EU may issue decisions against Starbucks and Fiat as soon as next week following a two-year. New York still reeled from the economic downturn. the spark be once lit by Detroit 's rocket-powered and jet-inspired concepts. Tesla has little choice\n",
            "          time                   actor  ... Change index\n",
            "2416  20151016                    Sony  ...  0.62%     1\n",
            "2417  20151016           Pavel Alpeyev  ...  0.62%     1\n",
            "2418  20151016                      it  ...  0.62%     1\n",
            "2419  20151016             the company  ...  0.62%     1\n",
            "2420  20151016             the company  ...  0.62%     1\n",
            "2421  20151016              Its method  ...  0.62%     1\n",
            "2422  20151016  Wells Fargo Securities  ...  0.62%     1\n",
            "2423  20151016             this month.  ...  0.62%     1\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 2416 8\n",
            "1 2416 8\n",
            "2 2416 8\n",
            "3 2416 8\n",
            "4 2416 8\n",
            "5 2416 8\n",
            "6 2416 8\n",
            "7 2416 8\n",
            "Sony stumbled in the smartphone race. Pavel Alpeyev reports on Trending Business. it could pull ahead Bloomberg 's Pavel Alpeyev reports. the company still wants to contend with Apple Inc. and Samsung Electronics Co.. the company to contend with Apple Inc. and Samsung Electronics Co.. Its method is public. Wells Fargo Securities said in a report. this month. be The home to companies\n",
            "          time                actor               action  ...     Vol  Change index\n",
            "2424  20151020                 they                 need  ...  42.33M  -0.01%     0\n",
            "2425  20151020                Biden      has to convince  ...  42.33M  -0.01%     0\n",
            "2426  20151020  Clinton and Sanders      has to convince  ...  42.33M  -0.01%     0\n",
            "2427  20151020                   it  also plans to upend  ...  42.33M  -0.01%     0\n",
            "\n",
            "[4 rows x 13 columns]\n",
            "0 2424 4\n",
            "1 2424 4\n",
            "2 2424 4\n",
            "3 2424 4\n",
            "they need a third choice. Biden has to convince the party electorate they need a third choice beyond Apple and Android . His best path. Clinton and Sanders has to convince the party electorate they need a third choice beyond Apple and Android . His best path. it also plans to upend the utility business\n",
            "          time                       actor  action  ...     Vol  Change index\n",
            "2428  20151021                 The company  was on  ...  41.65M   1.53%     1\n",
            "2429  20151021  Apple and its AT&T partner    sold  ...  41.65M   1.53%     1\n",
            "2430  20151021                        bare  was on  ...  41.65M   1.53%     1\n",
            "2431  20151021      most storeroom shelves    were  ...  41.65M   1.53%     1\n",
            "\n",
            "[4 rows x 13 columns]\n",
            "0 2428 4\n",
            "1 2428 4\n",
            "2 2428 4\n",
            "3 2428 4\n",
            "The company was on its way. Apple and its AT&T partner sold hundreds of thousands of phones. bare was on its way. most storeroom shelves were bare\n",
            "          time                              actor  ... Change index\n",
            "2432  20151022                         Apple Inc.  ...  3.10%     1\n",
            "2433  20151022                         Apple Inc.  ...  3.10%     1\n",
            "2434  20151022                    these companies  ...  3.10%     1\n",
            "2435  20151022                            release  ...  3.10%     1\n",
            "2436  20151022                Apple Inc 's iPhone  ...  3.10%     1\n",
            "2437  20151022  the city state 's overall exports  ...  3.10%     1\n",
            "2438  20151022                       Bigger bills  ...  3.10%     1\n",
            "2439  20151022                       Bigger bills  ...  3.10%     1\n",
            "2440  20151022                    The small bills  ...  3.10%     1\n",
            "2441  20151022                          observers  ...  3.10%     1\n",
            "2442  20151022                              Icahn  ...  3.10%     1\n",
            "2443  20151022                              Icahn  ...  3.10%     1\n",
            "2444  20151022                              Icahn  ...  3.10%     1\n",
            "2445  20151022                                 he  ...  3.10%     1\n",
            "2446  20151022                              Apple  ...  3.10%     1\n",
            "2447  20151022                              Apple  ...  3.10%     1\n",
            "\n",
            "[16 rows x 13 columns]\n",
            "0 2432 16\n",
            "1 2432 16\n",
            "2 2432 16\n",
            "3 2432 16\n",
            "4 2432 16\n",
            "5 2432 16\n",
            "6 2432 16\n",
            "7 2432 16\n",
            "8 2432 16\n",
            "9 2432 16\n",
            "10 2432 16\n",
            "11 2432 16\n",
            "12 2432 16\n",
            "13 2432 16\n",
            "14 2432 16\n",
            "15 2432 16\n",
            "Apple Inc. will build an additional 200 megawatts of solar power. Apple Inc. will build an additional 200 megawatts of solar power in China. these companies trail the impact. release gave Taiwan 's exports a significant boost. Apple Inc 's iPhone gave Taiwan 's exports a significant boost. the city state 's overall exports beat forecasts. Bigger bills are expected soon in EU disputes. Bigger bills are expected soon over tax deals. The small bills underscore much profit companies. observers underscore much profit companies. Icahn to mention in every public appearance. Icahn Elsewhere seems to mention in every public appearance. Icahn Elsewhere seems like Cato the Elder. he should really have a Latin motto. Apple will build an additional 200 megawatts of solar power. Apple will build an additional 200 megawatts of solar power in China\n",
            "          time             actor     action  ...     Vol  Change index\n",
            "2448  20151023       his outlook  speaks on  ...  66.33M  -3.19%     0\n",
            "2449  20151023                He  speaks on  ...  66.33M  -3.19%     0\n",
            "2450  20151023  Apple and Amazon  speaks on  ...  66.33M  -3.19%     0\n",
            "\n",
            "[3 rows x 13 columns]\n",
            "0 2448 3\n",
            "1 2448 3\n",
            "2 2448 3\n",
            "his outlook speaks on Bloomberg ‹GO›. He speaks on Bloomberg ‹GO›. Apple and Amazon speaks on Bloomberg ‹GO›\n",
            "          time  ... index\n",
            "2451  20151026  ...     0\n",
            "2452  20151026  ...     0\n",
            "2453  20151026  ...     0\n",
            "2454  20151026  ...     0\n",
            "2455  20151026  ...     0\n",
            "2456  20151026  ...     0\n",
            "2457  20151026  ...     0\n",
            "2458  20151026  ...     0\n",
            "2459  20151026  ...     0\n",
            "2460  20151026  ...     0\n",
            "\n",
            "[10 rows x 13 columns]\n",
            "0 2451 10\n",
            "1 2451 10\n",
            "2 2451 10\n",
            "3 2451 10\n",
            "4 2451 10\n",
            "5 2451 10\n",
            "6 2451 10\n",
            "7 2451 10\n",
            "8 2451 10\n",
            "9 2451 10\n",
            "spending to keep up with demand from customers including Apple Inc. and Samsung Electronics Co.Sony controlled about 40 percent of the $ 8.7 billion market. We needed confirmation from the growth stocks. confirmation be needed from the growth stocks. their way be made into the top 10. The only Silicon Valley representatives made their way into the top 10. The only Silicon Valley representatives were Google and Apple. Apple generates sales and profit. Apple put up in last holiday season. Apple generates profit than any other time. Apple put up .During the critical October to December period\n",
            "          time                                              actor  ... Change index\n",
            "2461  20151027                                          Indonesia  ...  4.12%     1\n",
            "2462  20151027                                          Indonesia  ...  4.12%     1\n",
            "2463  20151027                                                him  ...  4.12%     1\n",
            "2464  20151027                         sprigs parsley1 tablespoon  ...  4.12%     1\n",
            "2465  20151027                                  David Kirkpatrick  ...  4.12%     1\n",
            "2466  20151027             Apple and the importance of the iPhone  ...  4.12%     1\n",
            "2467  20151027                                  Tech resultsApple  ...  4.12%     1\n",
            "2468  20151027                                  Tech resultsApple  ...  4.12%     1\n",
            "2469  20151027                                  Tech resultsApple  ...  4.12%     1\n",
            "2470  20151027                                               They  ...  4.12%     1\n",
            "2471  20151027                           Bloomberg 's John Butler  ...  4.12%     1\n",
            "2472  20151027                           Bloomberg 's John Butler  ...  4.12%     1\n",
            "2473  20151027                                                 He  ...  4.12%     1\n",
            "2474  20151027                                         74 percent  ...  4.12%     1\n",
            "2475  20151027                                         Some suits  ...  4.12%     1\n",
            "2476  20151027                                         Some suits  ...  4.12%     1\n",
            "2477  20151027                                                 He  ...  4.12%     1\n",
            "2478  20151027                                               They  ...  4.12%     1\n",
            "2479  20151027  Kirkpatrick , Techonomy 's chief executive off...  ...  4.12%     1\n",
            "2480  20151027  Kirkpatrick , Techonomy 's chief executive off...  ...  4.12%     1\n",
            "\n",
            "[20 rows x 13 columns]\n",
            "0 2461 20\n",
            "1 2461 20\n",
            "2 2461 20\n",
            "3 2461 20\n",
            "4 2461 20\n",
            "5 2461 20\n",
            "6 2461 20\n",
            "7 2461 20\n",
            "8 2461 20\n",
            "9 2461 20\n",
            "10 2461 20\n",
            "11 2461 20\n",
            "12 2461 20\n",
            "13 2461 20\n",
            "14 2461 20\n",
            "15 2461 20\n",
            "16 2461 20\n",
            "17 2461 20\n",
            "18 2461 20\n",
            "19 2461 20\n",
            "Indonesia would seek to join the Trans-Pacific Partnership.A.... Indonesia to join the Trans-Pacific Partnership.A.... him to cut short a trip that would have included meetings with Google , Facebook Inc. and Apple Inc.. sprigs parsley1 tablespoon dried oregano1 tablespoon apple cider vinegar. David Kirkpatrick previews fourth-quarter results. Apple and the importance of the iPhone speaks on Bloomberg Surveillance. Tech resultsApple to report earnings. Tech resultsApple is due after the bell. Tech resultsApple is due. They speak on Bloomberg ‹GO›. Bloomberg 's John Butler previews fourth-quarter results from Apple. Bloomberg 's John Butler previews fourth-quarter results. He speaks on Bloomberg. 74 percent have exceeded profit projections Apple Inc. and Gilead Sciences Inc.. Some suits are cases like the royalty battle. Some suits are cases between big companies. He speaks on Bloomberg Markets. They speak with Bloomberg 's David Gura. Kirkpatrick , Techonomy 's chief executive officer , and Mark Gurman discuss Apple 's fourth-quarter earnings and first-quarter forecast. Kirkpatrick , Techonomy 's chief executive officer , and Mark Gurman be senior editor of 9to5Mac\n",
            "          time                                   actor  ... Change index\n",
            "2481  20151028                              Apple Inc.  ...  1.06%     1\n",
            "2482  20151028                           poor earnings  ...  1.06%     1\n",
            "2483  20151028                                  market  ...  1.06%     1\n",
            "2484  20151028    analyst at Canalys , and Sarah Hewin  ...  1.06%     1\n",
            "2485  20151028    analyst at Canalys , and Sarah Hewin  ...  1.06%     1\n",
            "2486  20151028                  Bloomberg 's Tom Keene  ...  1.06%     1\n",
            "2487  20151028                  Bloomberg 's Tom Keene  ...  1.06%     1\n",
            "2488  20151028                Bloomberg 's Matt Miller  ...  1.06%     1\n",
            "2489  20151028                                      He  ...  1.06%     1\n",
            "2490  20151028                                      He  ...  1.06%     1\n",
            "2491  20151028                  another record holiday  ...  1.06%     1\n",
            "2492  20151028                              Apple Inc.  ...  1.06%     1\n",
            "2493  20151028                                      it  ...  1.06%     1\n",
            "2494  20151028                           Walter Piecyk  ...  1.06%     1\n",
            "2495  20151028                Tuesday 's earnings call  ...  1.06%     1\n",
            "2496  20151028                                   Apple  ...  1.06%     1\n",
            "2497  20151028  sent financial shares surging.Equities  ...  1.06%     1\n",
            "2498  20151028  sent financial shares surging.Equities  ...  1.06%     1\n",
            "2499  20151028  sent financial shares surging.Equities  ...  1.06%     1\n",
            "2500  20151028                                     oil  ...  1.06%     1\n",
            "2501  20151028                                     She  ...  1.06%     1\n",
            "2502  20151028                                comments  ...  1.06%     1\n",
            "2503  20151028                             competition  ...  1.06%     1\n",
            "\n",
            "[23 rows x 13 columns]\n",
            "0 2481 23\n",
            "1 2481 23\n",
            "2 2481 23\n",
            "3 2481 23\n",
            "4 2481 23\n",
            "5 2481 23\n",
            "6 2481 23\n",
            "7 2481 23\n",
            "8 2481 23\n",
            "9 2481 23\n",
            "10 2481 23\n",
            "11 2481 23\n",
            "12 2481 23\n",
            "13 2481 23\n",
            "14 2481 23\n",
            "15 2481 23\n",
            "16 2481 23\n",
            "17 2481 23\n",
            "18 2481 23\n",
            "19 2481 23\n",
            "20 2481 23\n",
            "21 2481 23\n",
            "22 2481 23\n",
            "Apple Inc. advanced following its earnings report. poor earnings weighed on shares. market closed as quarterly profit and sales. analyst at Canalys , and Sarah Hewin discuss Apple earnings. analyst at Canalys , and Sarah Hewin be economist of Europe. Bloomberg 's Tom Keene displays the growth of Apple 's stock price. Bloomberg 's Tom Keene discusses the company 's use of cash. Bloomberg 's Matt Miller reports on today 's top news stories. He speaks on Bloomberg ‹GO›. He speaks on Bloomberg ‹GO›. another record holiday be fueled by enduring demand. Apple Inc. said of it. it will have another record holiday fueled by enduring demand for the iPhone. Walter Piecyk be talks about the power of the iPhone. Tuesday 's earnings call sang the praises of the Chinese market. Apple executive Tim Cook. sent financial shares surging.Equities had advanced into the afternoon Fed statement. sent financial shares surging.Equities had boosted by Apple Inc.. sent financial shares surging.Equities had boosted following its better-than-expected results. oil surged the most. She spoke in Oct. 27. comments be made by Apple CFO Luca Maestri. competition intensifies with startups Square Inc. and Stripe Inc.\n",
            "          time                                actor  ...  Change index\n",
            "2504  20151029                              Samsung  ...  -0.85%     0\n",
            "2505  20151029                              Samsung  ...  -0.85%     0\n",
            "2506  20151029  An inclination to abandon the fight  ...  -0.85%     0\n",
            "2507  20151029                   chips and displays  ...  -0.85%     0\n",
            "2508  20151029                                money  ...  -0.85%     0\n",
            "2509  20151029                                   He  ...  -0.85%     0\n",
            "2510  20151029               distribution.The Times  ...  -0.85%     0\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 2504 7\n",
            "1 2504 7\n",
            "2 2504 7\n",
            "3 2504 7\n",
            "4 2504 7\n",
            "5 2504 7\n",
            "6 2504 7\n",
            "Samsung has outspent Apple for years. Samsung has outspent Apple. An inclination to abandon the fight would be understandable. chips and displays be sold to Apple and other phonemakers. money 's also pouring into the Internet of Things. He 's also pouring money into the Internet of Things. distribution.The Times has joined other publishers\n",
            "          time                                 actor  ... Change index\n",
            "2511  20151030  everything the little cameras can do  ...  1.41%     1\n",
            "2512  20151030                        All four games  ...  1.41%     1\n",
            "2513  20151030                        All four games  ...  1.41%     1\n",
            "2514  20151030                                   you  ...  1.41%     1\n",
            "2515  20151030                           His support  ...  1.41%     1\n",
            "\n",
            "[5 rows x 13 columns]\n",
            "0 2511 5\n",
            "1 2511 5\n",
            "2 2511 5\n",
            "3 2511 5\n",
            "4 2511 5\n",
            "everything the little cameras can do be understand inside GoPro 's Extreme Adventure Film SchoolApple 's iPhone. All four games are available in the Apple app store and on Google Play. All four games are available on the Apple app store and on Google Play. you to be save from the most outrageous time-wasting institutions. His support was broader than Rubio\n",
            "          time                                    actor  ... Change index\n",
            "2516  20151102                        Manufacturing Co.  ...  1.15%     1\n",
            "2517  20151102  better-than-expected quarterly earnings  ...  1.15%     1\n",
            "2518  20151102                     Nomura Holdings Inc.  ...  1.15%     1\n",
            "2519  20151102                                 the firm  ...  1.15%     1\n",
            "\n",
            "[4 rows x 13 columns]\n",
            "0 2516 4\n",
            "1 2516 4\n",
            "2 2516 4\n",
            "3 2516 4\n",
            "Manufacturing Co. rose 3.7 percent. better-than-expected quarterly earnings retreated 1.6 percent. Nomura Holdings Inc. raised its price target. the firm mentions in the overweight sectors\n",
            "          time                           actor  ...  Change index\n",
            "2520  20151103                       IDC.Huami  ...  -0.47%     0\n",
            "2521  20151103  customers open accounts online  ...  -0.47%     0\n",
            "2522  20151103                       Santander  ...  -0.47%     0\n",
            "2523  20151103                        the bank  ...  -0.47%     0\n",
            "2524  20151103                       Santander  ...  -0.47%     0\n",
            "2525  20151103      lack of physical locations  ...  -0.47%     0\n",
            "2526  20151103      lack of physical locations  ...  -0.47%     0\n",
            "2527  20151103                        shoppers  ...  -0.47%     0\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 2520 8\n",
            "1 2520 8\n",
            "2 2520 8\n",
            "3 2520 8\n",
            "4 2520 8\n",
            "5 2520 8\n",
            "6 2520 8\n",
            "7 2520 8\n",
            "IDC.Huami plans to eventually take its new gadgets. customers open accounts online said in a September interview. Santander offers Apple Pay in the U.K.. the bank also developed an app to help customers track their spending. Santander offers Apple Pay. lack of physical locations has put the Seattle-based company at a disadvantage. lack of physical locations has put the Seattle-based company. shoppers can try products\n",
            "          time  ... index\n",
            "2528  20151104  ...     0\n",
            "2529  20151104  ...     0\n",
            "2530  20151104  ...     0\n",
            "2531  20151104  ...     0\n",
            "2532  20151104  ...     0\n",
            "2533  20151104  ...     0\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 2528 6\n",
            "1 2528 6\n",
            "2 2528 6\n",
            "3 2528 6\n",
            "4 2528 6\n",
            "5 2528 6\n",
            "Apple Inc. , Microsoft Corp. and Google parent Alphabet Inc. are among the companies doing the most to fight climate change. Kazuo Hirai would doubtless be willing. Fadell discusses his time at Apple working alongside Steve Jobs and the future of the connected home. Fadell be the father of the iPod and current chief executive officer of Nest. tech giants would be a draw for MBAs . Google and Apple. tech giants would be a draw\n",
            "          time                        actor  ... Change index\n",
            "2534  20151105                     his time  ...  0.12%     1\n",
            "2535  20151105                   The lineup  ...  0.12%     1\n",
            "2536  20151105                  the company  ...  0.12%     1\n",
            "2537  20151105                  the company  ...  0.12%     1\n",
            "2538  20151105  Apple Music , and Apple Pay  ...  0.12%     1\n",
            "2539  20151105                           he  ...  0.12%     1\n",
            "2540  20151105                  growth tail  ...  0.12%     1\n",
            "2541  20151105                            I  ...  0.12%     1\n",
            "2542  20151105      Ankari/BloombergThe car  ...  0.12%     1\n",
            "2543  20151105                   a long day  ...  0.12%     1\n",
            "2544  20151105                   Everything  ...  0.12%     1\n",
            "\n",
            "[11 rows x 13 columns]\n",
            "0 2534 11\n",
            "1 2534 11\n",
            "2 2534 11\n",
            "3 2534 11\n",
            "4 2534 11\n",
            "5 2534 11\n",
            "6 2534 11\n",
            "7 2534 11\n",
            "8 2534 11\n",
            "9 2534 11\n",
            "10 2534 11\n",
            "his time to be discuss at Apple working. The lineup also has chicken-bacon ranch sandwiches turkey BLTs and three chicken melts. the company may see growth tail off in the short term. the company may see off growth tail. Apple Music , and Apple Pay becoming more valuable with time .Apple. he has faith. growth tail may be see off in the short term. I drove a $ 256,545 Apple Green version. Ankari/BloombergThe car has a large trunk and a decent-size back seat. I drove a $ 256,545 Apple Green version for a week around New York. a long day spent upstate canvassing the considerable. Everything stays synched between two\n",
            "          time                                   actor  ...  Change index\n",
            "2545  20151106                                      He  ...  -0.40%     0\n",
            "2546  20151106                         officer of Nest  ...  -0.40%     0\n",
            "2547  20151106                         officer of Nest  ...  -0.40%     0\n",
            "2548  20151106  Almost five times as much market value  ...  -0.40%     0\n",
            "2549  20151106                              44 percent  ...  -0.40%     0\n",
            "2550  20151106                                      it  ...  -0.40%     0\n",
            "2551  20151107                         six-year period  ...  -0.40%     0\n",
            "2552  20151107                           Apple devices  ...  -0.40%     0\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 2545 8\n",
            "1 2545 8\n",
            "2 2545 8\n",
            "3 2545 8\n",
            "4 2545 8\n",
            "5 2545 8\n",
            "6 2545 8\n",
            "7 2545 8\n",
            "He speaks with Bloomberg 's Emily Chang. officer of Nest speaks with Bloomberg 's Emily Chang. officer of Nest discusses his relationship. Almost five times as much market value was erased from Apple Inc.. 44 percent be plunged between September 2012 and April 2013. it plunged 44 percent between September 2012 and April 2013. six-year period searched at meal breaks and after. Apple devices searched at meal breaks and after\n",
            "          time                                      actor  ...  Change index\n",
            "2553  20151109  the global brands participating this year  ...  -3.15%     0\n",
            "2554  20151109                                         He  ...  -3.15%     0\n",
            "2555  20151109                        The Connected Watch  ...  -3.15%     0\n",
            "2556  20151109                                      times  ...  -3.15%     0\n",
            "2557  20151109                        The Connected Watch  ...  -3.15%     0\n",
            "\n",
            "[5 rows x 13 columns]\n",
            "0 2553 5\n",
            "1 2553 5\n",
            "2 2553 5\n",
            "3 2553 5\n",
            "4 2553 5\n",
            "the global brands participating this year have participated in recent years. He speaks on Bloomberg ‹GO›. The Connected Watch is available at TAG 's New York City boutique. times be the price of most other high-end Android Wear. The Connected Watch is available\n",
            "          time  ... index\n",
            "2558  20151110  ...     0\n",
            "2559  20151110  ...     0\n",
            "2560  20151110  ...     0\n",
            "2561  20151110  ...     0\n",
            "2562  20151110  ...     0\n",
            "2563  20151110  ...     0\n",
            "2564  20151110  ...     0\n",
            "2565  20151110  ...     0\n",
            "2566  20151110  ...     0\n",
            "2567  20151110  ...     0\n",
            "2568  20151110  ...     0\n",
            "\n",
            "[11 rows x 13 columns]\n",
            "0 2558 11\n",
            "1 2558 11\n",
            "2 2558 11\n",
            "3 2558 11\n",
            "4 2558 11\n",
            "5 2558 11\n",
            "6 2558 11\n",
            "7 2558 11\n",
            "8 2558 11\n",
            "9 2558 11\n",
            "10 2558 11\n",
            "the Oakland , California-based company is losing ground to rivals. ground is losing to rivals. The European Commission may issue a second set of decisions. a second set of decisions may be issue before the end of the year.The Parliamentary probe. they sell high technology products. Apple recently opened an app store. Apple recently opened for Apple TV devices. developers to pitch wares directly to its customers. Kulbinder Garcha be analyst of Credit Suisse. Another national agency refused an Apple request. 2008 request to raid a factory manufacturing counterfeit Macbooks \"because the raid threatened as many as 100 local jobs\n",
            "          time                   actor  ...  Change index\n",
            "2569  20151111              Apple Inc.  ...  -0.34%     0\n",
            "2570  20151111             the company  ...  -0.34%     0\n",
            "2571  20151111             the company  ...  -0.34%     0\n",
            "2572  20151111  Bloomberg 's Tom Keene  ...  -0.34%     0\n",
            "2573  20151111                 Osborne  ...  -0.34%     0\n",
            "2574  20151111                    they  ...  -0.34%     0\n",
            "2575  20151111                 Osborne  ...  -0.34%     0\n",
            "2576  20151111                 Britain  ...  -0.34%     0\n",
            "2577  20151111               JC Penney  ...  -0.34%     0\n",
            "\n",
            "[9 rows x 13 columns]\n",
            "0 2569 9\n",
            "1 2569 9\n",
            "2 2569 9\n",
            "3 2569 9\n",
            "4 2569 9\n",
            "5 2569 9\n",
            "6 2569 9\n",
            "7 2569 9\n",
            "8 2569 9\n",
            "Apple Inc. laid out plans to expand in Ireland. the company braced for a European ruling. the company braced with the government.Apple. Bloomberg 's Tom Keene displays the climb in Apple 's share price and their importance. Osborne met Apple Inc. Chief Executive Officer Tim Cook as part of his push. they spoke extensively about Apple Pay. Osborne met Apple Inc. Chief Executive Officer Tim Cook. Britain be a global center for financial technology. JC Penney was melting down under the failed leadership of former Apple superstar Ron Johnson\n",
            "          time       actor            action  ...     Vol  Change index\n",
            "2578  20151112     bitcoin  is the future of  ...  45.81M  -2.92%     0\n",
            "2579  20151112   Microsoft               was  ...  45.81M  -2.92%     0\n",
            "2580  20151112   Microsoft                is  ...  45.81M  -2.92%     0\n",
            "2581  20151112  a solution    to offer to be  ...  45.81M  -2.92%     0\n",
            "2582  20151112   Microsoft  was the first to  ...  45.81M  -2.92%     0\n",
            "2583  20151112          it         to settle  ...  45.81M  -2.92%     0\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 2578 6\n",
            "1 2578 6\n",
            "2 2578 6\n",
            "3 2578 6\n",
            "4 2578 6\n",
            "5 2578 6\n",
            "bitcoin is the future of money. Microsoft was the first to sign up for Prism. Microsoft is the first to offer a solution to the problem U.S. companies. a solution to offer to be the problem U.S. companies. Microsoft was the first to Snowden 's documents. it to settle a tab\n",
            "          time             actor  ... Change index\n",
            "2584  20151113        its rating  ...  1.63%     1\n",
            "2585  20151113         1 percent  ...  1.63%     1\n",
            "2586  20151113        its rating  ...  1.63%     1\n",
            "2587  20151113         1 percent  ...  1.63%     1\n",
            "2588  20151113  seven-month high  ...  1.63%     1\n",
            "2589  20151113        its rating  ...  1.63%     1\n",
            "2590  20151113            target  ...  1.63%     1\n",
            "2591  20151113         The stock  ...  1.63%     1\n",
            "2592  20151113        Apple Inc.  ...  1.63%     1\n",
            "2593  20151113     Facebook Inc.  ...  1.63%     1\n",
            "2594  20151113     Facebook Inc.  ...  1.63%     1\n",
            "2595  20151113        Apple Inc.  ...  1.63%     1\n",
            "2596  20151113     Facebook Inc.  ...  1.63%     1\n",
            "2597  20151113        Apple Inc.  ...  1.63%     1\n",
            "2598  20151113     Facebook Inc.  ...  1.63%     1\n",
            "2599  20151113         its slide  ...  1.63%     1\n",
            "\n",
            "[16 rows x 13 columns]\n",
            "0 2584 16\n",
            "1 2584 16\n",
            "2 2584 16\n",
            "3 2584 16\n",
            "4 2584 16\n",
            "5 2584 16\n",
            "6 2584 16\n",
            "7 2584 16\n",
            "8 2584 16\n",
            "9 2584 16\n",
            "10 2584 16\n",
            "11 2584 16\n",
            "12 2584 16\n",
            "13 2584 16\n",
            "14 2584 16\n",
            "15 2584 16\n",
            "its rating fell 1 percent to 132.25. 1 percent be fell to 132.25. its rating fell 1 percent at 4:04 p.m. Hong Kong time. 1 percent be fell at 4:04 p.m. Hong Kong time. seven-month high raised its rating. its rating fell 1 percent. target would rely on the big one-off proceeds. The stock dropped 13 percent. Apple Inc. decreased 2.9 percent. Facebook Inc. declined 3.8 percent. Facebook Inc. decreased 2.9 percent. Apple Inc. sank 3.4 percent the most. Facebook Inc. sank 3.4 percent the most. Apple Inc. decreased 2.9 percent taking its slide to 7.2 percent. Facebook Inc. decreased 2.9 percent taking its slide to 7.2 percent. its slide be taking to 7.2 percent\n",
            "          time                        actor  ...  Change index\n",
            "2600  20151116    beaten-down energy stocks  ...  -0.42%     0\n",
            "2601  20151116    beaten-down energy stocks  ...  -0.42%     0\n",
            "2602  20151116                        users  ...  -0.42%     0\n",
            "2603  20151116                The Rdio deal  ...  -0.42%     0\n",
            "2604  20151116  security and privacy swings  ...  -0.42%     0\n",
            "\n",
            "[5 rows x 13 columns]\n",
            "0 2600 5\n",
            "1 2600 5\n",
            "2 2600 5\n",
            "3 2600 5\n",
            "4 2600 5\n",
            "beaten-down energy stocks are not the apple of most strategists ' eyes. beaten-down energy stocks are not the apple of most strategists ' eyes amid the continued softness. users might be able. The Rdio deal brings technology. security and privacy swings be balancing in response\n",
            "          time       actor                 action  ...     Vol  Change index\n",
            "2605  20151117      Amazon  climbed 41 percent by  ...  46.67M   3.17%     1\n",
            "2606  20151117      Amazon                   rose  ...  46.67M   3.17%     1\n",
            "2607  20151117        they               reported  ...  46.67M   3.17%     1\n",
            "2608  20151117      Amazon                climbed  ...  46.67M   3.17%     1\n",
            "2609  20151117  41 percent          be climbed by  ...  46.67M   3.17%     1\n",
            "\n",
            "[5 rows x 13 columns]\n",
            "0 2605 5\n",
            "1 2605 5\n",
            "2 2605 5\n",
            "3 2605 5\n",
            "4 2605 5\n",
            "Amazon climbed 41 percent by contrast. Amazon rose 23 percent. they reported recent quarterly earnings. Amazon climbed 41 percent. 41 percent be climbed by contrast\n",
            "          time                        actor  ... Change index\n",
            "2610  20151118                  other fruit  ...  1.27%     1\n",
            "2611  20151118               thinking of it  ...  1.27%     1\n",
            "2612  20151118      specter of higher rates  ...  1.27%     1\n",
            "2613  20151118                    Wednesday  ...  1.27%     1\n",
            "2614  20151118         an 8.3 percent surge  ...  1.27%     1\n",
            "2615  20151118                     Tim Cook  ...  1.27%     1\n",
            "2616  20151118       least 40,000 delegates  ...  1.27%     1\n",
            "2617  20151118          Wednesday .SunPower  ...  1.27%     1\n",
            "2618  20151118          Wednesday .SunPower  ...  1.27%     1\n",
            "2619  20151118          Wednesday .SunPower  ...  1.27%     1\n",
            "2620  20151118          Wednesday .SunPower  ...  1.27%     1\n",
            "2621  20151118  40 megawatts of solar power  ...  1.27%     1\n",
            "\n",
            "[12 rows x 13 columns]\n",
            "0 2610 12\n",
            "1 2610 12\n",
            "2 2610 12\n",
            "3 2610 12\n",
            "4 2610 12\n",
            "5 2610 12\n",
            "6 2610 12\n",
            "7 2610 12\n",
            "8 2610 12\n",
            "9 2610 12\n",
            "10 2610 12\n",
            "11 2610 12\n",
            "other fruit will suffice as well Transfer. thinking of it to be start as a service company Bloomberg 's Scarlet Fu and Akix Steel explain why on \" Bloomberg Markets. specter of higher rates halted a six-week rally that included an 8.3 percent surge in October.Apple Inc. jumped 2.5 percent Wednesday after Goldman Sachs Group Inc. recommended buying shares. Wednesday recommended after Goldman Sachs Group Inc.. an 8.3 percent surge jumped 2.5 percent. Tim Cook says the encryption now used in his company mobile operating system. least 40,000 delegates also will bring to Paris thousands of activists. Wednesday .SunPower agreed to build 40 megawatts of solar power for Apple Inc.. Wednesday .SunPower agreed to build 40 megawatts of solar power. Wednesday .SunPower to build 40 megawatts of solar power. Wednesday .SunPower to build 40 megawatts of solar power for Apple Inc.. 40 megawatts of solar power to be build for Apple Inc.\n",
            "          time                                              actor  ... Change index\n",
            "2622  20151119  2015 that has made it the best performer among...  ...  0.44%     1\n",
            "2623  20151119  2015 that has made it the best performer among...  ...  0.44%     1\n",
            "2624  20151119                at least 1 percent.Energy companies  ...  0.44%     1\n",
            "2625  20151119                                 Insurers and banks  ...  0.44%     1\n",
            "2626  20151119                                 Insurers and banks  ...  0.44%     1\n",
            "2627  20151119                                 Insurers and banks  ...  0.44%     1\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 2622 6\n",
            "1 2622 6\n",
            "2 2622 6\n",
            "3 2622 6\n",
            "4 2622 6\n",
            "5 2622 6\n",
            "2015 that has made it the best performer among 10 industry groups surged 8.2 percent Technology Corp.. 2015 that has made it the best performer among 10 industry groups surged 8.2 percent Leshi Internet Information. at least 1 percent.Energy companies be gained in the benchmark. Insurers and banks have to keep more cash on their balance sheets. Insurers and banks have to keep more cash. Insurers and banks have to keep more cash than other companies\n",
            "          time                           actor  ...  Change index\n",
            "2628  20151120                             You  ...  -1.30%     0\n",
            "2629  20151120                a helium balloon  ...  -1.30%     0\n",
            "2630  20151120              painting.The other  ...  -1.30%     0\n",
            "2631  20151120                        products  ...  -1.30%     0\n",
            "2632  20151120                      This trend  ...  -1.30%     0\n",
            "2633  20151120                        the move  ...  -1.30%     0\n",
            "2634  20151120  Apple 's FaceTime and iMessage  ...  -1.30%     0\n",
            "2635  20151120                  the oil majors  ...  -1.30%     0\n",
            "2636  20151120                     exploration  ...  -1.30%     0\n",
            "2637  20151120                          Google  ...  -1.30%     0\n",
            "\n",
            "[10 rows x 13 columns]\n",
            "0 2628 10\n",
            "1 2628 10\n",
            "2 2628 10\n",
            "3 2628 10\n",
            "4 2628 10\n",
            "5 2628 10\n",
            "6 2628 10\n",
            "7 2628 10\n",
            "8 2628 10\n",
            "9 2628 10\n",
            "You hold on with an edible string ( also made with apple ) then suck on the balloon to burst it , release the gas and have a.... a helium balloon made with green apple. painting.The other is a helium balloon. products began before Snowden 's disclosures. This trend began before Snowden 's disclosures. the move has accelerated since .\". Apple 's FaceTime and iMessage have been encrypted since 2011. the oil majors are pulling back on exploration which is kind of like Apple and Google taking a breather on research and development. exploration is kind of like Apple. Google taking a breather on research and development\n",
            "          time                             actor  ... Change index\n",
            "2638  20151123                its U.K. customers  ...  0.96%     1\n",
            "2639  20151123                its U.K. customers  ...  0.96%     1\n",
            "2640  20151123                its U.K. customers  ...  0.96%     1\n",
            "2641  20151123                             items  ...  0.96%     1\n",
            "2642  20151123                             items  ...  0.96%     1\n",
            "2643  20151123        Thanksgiving dinner basket  ...  0.96%     1\n",
            "2644  20151123  the entertainment gateway duties  ...  0.96%     1\n",
            "2645  20151123                  WeighsApple Inc.  ...  0.96%     1\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 2638 8\n",
            "1 2638 8\n",
            "2 2638 8\n",
            "3 2638 8\n",
            "4 2638 8\n",
            "5 2638 8\n",
            "6 2638 8\n",
            "7 2638 8\n",
            "its U.K. customers to use Apple Pay. its U.K. customers to use Apple Pay to make contactless payments. its U.K. customers to make contactless payments. items was conducted on Nov. 18. items was conducted at grocery stores. Thanksgiving dinner basket costs $ 107.52.The study which also included items such as eggs , stuffing , apples and cranberries , was conducted on Nov. 18 at grocery stores in New Jersey. the entertainment gateway duties be turning over to companies. WeighsApple Inc. closes.Tech sank 1.3 percent\n",
            "          time                                      actor  ...  Change index\n",
            "2646  20151124        super-precise location services—and  ...  -0.72%     0\n",
            "2647  20151124                                      Apple  ...  -0.72%     0\n",
            "2648  20151124                            a new base case  ...  -0.72%     0\n",
            "2649  20151124  a new base case forecast for Apple shares  ...  -0.72%     0\n",
            "2650  20151124                              the bull case  ...  -0.72%     0\n",
            "2651  20151124                                     outlet  ...  -0.72%     0\n",
            "2652  20151124                                    Spencer  ...  -0.72%     0\n",
            "2653  20151124                   The adjacent Apple store  ...  -0.72%     0\n",
            "2654  20151124                                         it  ...  -0.72%     0\n",
            "2655  20151124                                    Spencer  ...  -0.72%     0\n",
            "2656  20151124                   The adjacent Apple store  ...  -0.72%     0\n",
            "2657  20151124                                     outlet  ...  -0.72%     0\n",
            "2658  20151124                                    Spencer  ...  -0.72%     0\n",
            "2659  20151124                   The adjacent Apple store  ...  -0.72%     0\n",
            "2660  20151124                                      Marks  ...  -0.72%     0\n",
            "2661  20151124                                     a sign  ...  -0.72%     0\n",
            "2662  20151124                                   Mubadala  ...  -0.72%     0\n",
            "2663  20151124                    Bloomberg.The chipmaker  ...  -0.72%     0\n",
            "\n",
            "[18 rows x 13 columns]\n",
            "0 2646 18\n",
            "1 2646 18\n",
            "2 2646 18\n",
            "3 2646 18\n",
            "4 2646 18\n",
            "5 2646 18\n",
            "6 2646 18\n",
            "7 2646 18\n",
            "8 2646 18\n",
            "9 2646 18\n",
            "10 2646 18\n",
            "11 2646 18\n",
            "12 2646 18\n",
            "13 2646 18\n",
            "14 2646 18\n",
            "15 2646 18\n",
            "16 2646 18\n",
            "17 2646 18\n",
            "super-precise location services—and would be a major coup for the staid world of coupons. Apple closed on Monday. a new base case be forecast for Apple shares. a new base case forecast for Apple shares to reach $ 150 over the next 12 months. the bull case sees them. outlet had a sign on the door. Spencer were shut luxury boutiques from the likes of Vuitton. The adjacent Apple store were shut luxury boutiques from the likes of Vuitton. it was closed due to security considerations. Spencer were shut luxury boutiques across the street. The adjacent Apple store were shut luxury boutiques across the street. outlet had a sign. Spencer were shut luxury boutiques. The adjacent Apple store were shut luxury boutiques. Marks were shut luxury boutiques from the likes of Vuitton. a sign be had on the door. Mubadala bought the manufacturing facilities. Bloomberg.The chipmaker counts Apple Inc. as one of its biggest customers\n",
            "          time        actor              action  ...     Vol  Change index\n",
            "2664  20151126           it  struck a deal with  ...  13.05M  -0.19%     0\n",
            "2665  20151126       a deal      be struck with  ...  13.05M  -0.19%     0\n",
            "2666  20151126        Apple      looks to enter  ...  13.05M  -0.19%     0\n",
            "2667  20151126    Haidi Lun          reports on  ...  13.05M  -0.19%     0\n",
            "2668  20151126           it              struck  ...  13.05M  -0.19%     0\n",
            "2669  20151126   Apple Inc.       will shift to  ...  13.05M  -0.19%     0\n",
            "2670  20151126  Minebea Co.                 led  ...  13.05M  -0.19%     0\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 2664 7\n",
            "1 2664 7\n",
            "2 2664 7\n",
            "3 2664 7\n",
            "4 2664 7\n",
            "5 2664 7\n",
            "6 2664 7\n",
            "it struck a deal with UnionPay. a deal be struck with UnionPay. Apple looks to enter China 's fiercely competitive mobile payments market. Haidi Lun reports on First. it struck a deal. Apple Inc. will shift to organic light-emitting diode screens. Minebea Co. led declines\n",
            "          time actor              action  ...     Vol  Change index\n",
            "2671  20151127    It  looks perfectly at  ...  39.18M   0.42%     1\n",
            "2672  20151127     I      tested one for  ...  39.18M   0.42%     1\n",
            "2673  20151127     I              tested  ...  39.18M   0.42%     1\n",
            "2674  20151127   one       be tested for  ...  39.18M   0.42%     1\n",
            "2675  20151127   You                 put  ...  39.18M   0.42%     1\n",
            "2676  20151127     I  was impressed with  ...  39.18M   0.42%     1\n",
            "2677  20151127    It  looks perfectly on  ...  39.18M   0.42%     1\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 2671 7\n",
            "1 2671 7\n",
            "2 2671 7\n",
            "3 2671 7\n",
            "4 2671 7\n",
            "5 2671 7\n",
            "6 2671 7\n",
            "It looks perfectly at home. I tested one for a few days. I tested one. one be tested for a few days. You put your watch. I was impressed with the results. It looks perfectly on Apple 's hardware\n",
            "          time           actor  ...  Change index\n",
            "2678  20151130              he  ...  -0.81%     0\n",
            "2679  20151130        analysts  ...  -0.81%     0\n",
            "2680  20151130  your loved one  ...  -0.81%     0\n",
            "2681  20151130      The future  ...  -0.81%     0\n",
            "2682  20151130  your loved one  ...  -0.81%     0\n",
            "2683  20151130      The future  ...  -0.81%     0\n",
            "2684  20151130              it  ...  -0.81%     0\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 2678 7\n",
            "1 2678 7\n",
            "2 2678 7\n",
            "3 2678 7\n",
            "4 2678 7\n",
            "5 2678 7\n",
            "6 2678 7\n",
            "he expects in the industry. analysts are looking for the 47-year-old scion to make more significant moves to assert. your loved one still relies time. The future will have fewer wires. your loved one still relies perhaps it 's time for an upgrade on Apple 's stock earbuds. The future will have fewer wires in it. it perhaps 's time for an upgrade\n",
            "          time         actor  ...  Change index\n",
            "2685  20151201   the company  ...  -0.90%     0\n",
            "2686  20151201  Goertek Inc.  ...  -0.90%     0\n",
            "2687  20151201  Goertek Inc.  ...  -0.90%     0\n",
            "2688  20151201    Jungah Lee  ...  -0.90%     0\n",
            "2689  20151201   the company  ...  -0.90%     0\n",
            "2690  20151201     BlackRock  ...  -0.90%     0\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 2685 6\n",
            "1 2685 6\n",
            "2 2685 6\n",
            "3 2685 6\n",
            "4 2685 6\n",
            "5 2685 6\n",
            "the company tries to protect a dwindling sales lead. Goertek Inc. declined 2.5 percent to pace losses. Goertek Inc. declined 2.5 percent. Jungah Lee reports on Trending Business. the company tries to protect a dwindling sales lead. BlackRock is also one of the biggest investors\n",
            "          time                  actor  ...  Change index\n",
            "2691  20151202                  Apple  ...  -0.93%     0\n",
            "2692  20151202                   They  ...  -0.93%     0\n",
            "2693  20151202                     It  ...  -0.93%     0\n",
            "2694  20151202        the ingredients  ...  -0.93%     0\n",
            "2695  20151202              The crowd  ...  -0.93%     0\n",
            "2696  20151202  The former journalist  ...  -0.93%     0\n",
            "2697  20151202  The former journalist  ...  -0.93%     0\n",
            "2698  20151202  The former journalist  ...  -0.93%     0\n",
            "2699  20151202      Technology shares  ...  -0.93%     0\n",
            "2700  20151202        This commentary  ...  -0.93%     0\n",
            "2701  20151202                 likely  ...  -0.93%     0\n",
            "\n",
            "[11 rows x 13 columns]\n",
            "0 2691 11\n",
            "1 2691 11\n",
            "2 2691 11\n",
            "3 2691 11\n",
            "4 2691 11\n",
            "5 2691 11\n",
            "6 2691 11\n",
            "7 2691 11\n",
            "8 2691 11\n",
            "9 2691 11\n",
            "10 2691 11\n",
            "Apple responded to requests. They collaborated on an advertisement. It only shares two two of its top 10 holdings. the ingredients was memorable. The crowd is generally young. The former journalist authored one of the first books. The former journalist authored one of the first books. The former journalist authored one of the first books. Technology shares erased gains. This commentary aired on Bloomberg Radio. likely may well be purchased from Google or Apple\n",
            "          time                                           actor  ... Change index\n",
            "2702  20151203                                      bond sales  ...  3.32%     1\n",
            "2703  20151203                         iPhone maker Apple Inc.  ...  3.32%     1\n",
            "2704  20151203                           The former journalist  ...  3.32%     1\n",
            "2705  20151203                                      a new book  ...  3.32%     1\n",
            "2706  20151203     Apple Inc. supplier Avago Technologies Ltd.  ...  3.32%     1\n",
            "2707  20151203     Apple Inc. supplier Avago Technologies Ltd.  ...  3.32%     1\n",
            "2708  20151203                                            Fiat  ...  3.32%     1\n",
            "2709  20151203                                            They  ...  3.32%     1\n",
            "2710  20151203                                            They  ...  3.32%     1\n",
            "2711  20151203                                   upfront deals  ...  3.32%     1\n",
            "2712  20151203  Apple , Starbucks , Nike , and Facebook . Uber  ...  3.32%     1\n",
            "2713  20151203       a controversial and often-discussed topic  ...  3.32%     1\n",
            "2714  20151203                                           women  ...  3.32%     1\n",
            "\n",
            "[13 rows x 13 columns]\n",
            "0 2702 13\n",
            "1 2702 13\n",
            "2 2702 13\n",
            "3 2702 13\n",
            "4 2702 13\n",
            "5 2702 13\n",
            "6 2702 13\n",
            "7 2702 13\n",
            "8 2702 13\n",
            "9 2702 13\n",
            "10 2702 13\n",
            "11 2702 13\n",
            "12 2702 13\n",
            "bond sales have dropped in 2015. iPhone maker Apple Inc. concluded a marquee offering. The former journalist authored one of the first books. a new book be called by Manchester United 's Alex. Apple Inc. supplier Avago Technologies Ltd. jump 8.9 percent in premarket trading. Apple Inc. supplier Avago Technologies Ltd. jump 8.9 percent after earnings. Fiat is also looking to cooperate with technology companies. They have to strike upfront deals with record labels. They have to strike upfront deals. upfront deals to be strike with record labels. Apple , Starbucks , Nike , and Facebook . Uber is one of the best-known and highest-valued members of the. a controversial and often-discussed topic have released demographic data showing that women make up about 30 percent. women make up about 30 percent\n",
            "          time                           actor  ...  Change index\n",
            "2715  20151204                  The watchmaker  ...  -0.63%     0\n",
            "2716  20151204          the $ 1,500 smartwatch  ...  -0.63%     0\n",
            "2717  20151204                     watch brand  ...  -0.63%     0\n",
            "2718  20151204  Apple Inc. and Microsoft Corp.  ...  -0.63%     0\n",
            "2719  20151204                  oil production  ...  -0.63%     0\n",
            "2720  20151204  Apple Inc. and Microsoft Corp.  ...  -0.63%     0\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 2715 6\n",
            "1 2715 6\n",
            "2 2715 6\n",
            "3 2715 6\n",
            "4 2715 6\n",
            "5 2715 6\n",
            "The watchmaker unveiled the $ 1,500 smartwatch modeled after the classic Carrera model. the $ 1,500 smartwatch be modeled after the classic Carrera model. watch brand is one of the few high-end luxury competitors that has sprung up in response to the Apple Watch. Apple Inc. and Microsoft Corp. gained than 3 percent. oil production be maintain at current levels which sent crude prices and energy shares tumbling. Apple Inc. and Microsoft Corp. gained more than 3 percent to boost technology shares\n",
            "          time                 actor  ...  Change index\n",
            "2721  20151207  a 15-minute car ride  ...  -0.04%     0\n",
            "2722  20151207  Carousel and Mailbox  ...  -0.04%     0\n",
            "2723  20151207               Mailbox  ...  -0.04%     0\n",
            "2724  20151207               The man  ...  -0.04%     0\n",
            "2725  20151207               The man  ...  -0.04%     0\n",
            "\n",
            "[5 rows x 13 columns]\n",
            "0 2721 5\n",
            "1 2721 5\n",
            "2 2721 5\n",
            "3 2721 5\n",
            "4 2721 5\n",
            "a 15-minute car ride have an average holiday shopping budget of $ 2,886. Carousel and Mailbox competed unsuccessfully with more popular services. Mailbox will shut down on Feb. 26 , 2016. The man has been the subject of laudatory news coverage. The man has been the subject of more laudatory news coverage than an Apple device\n",
            "          time                        actor  ...  Change index\n",
            "2726  20151208                  tech giants  ...  -2.21%     0\n",
            "2727  20151208  Apple , Google and Facebook  ...  -2.21%     0\n",
            "2728  20151208                       Canada  ...  -2.21%     0\n",
            "2729  20151208       California-based Apple  ...  -2.21%     0\n",
            "\n",
            "[4 rows x 13 columns]\n",
            "0 2726 4\n",
            "1 2726 4\n",
            "2 2726 4\n",
            "3 2726 4\n",
            "tech giants embraced techniques that make it virtually impossible for anyone to access. Apple , Google and Facebook embraced techniques that make it virtually impossible for anyone to access. Canada previously threatened tariffs. California-based Apple has been is in discussions\n",
            "          time                                    actor  ... Change index\n",
            "2730  20151209            the owner of these jumbo jets  ...  0.48%     1\n",
            "2731  20151209                                    Apple  ...  0.48%     1\n",
            "2732  20151209  Bloomberg Intelligence Discussing Apple  ...  0.48%     1\n",
            "2733  20151209                                    Fruit  ...  0.48%     1\n",
            "2734  20151209                                    Apple  ...  0.48%     1\n",
            "2735  20151209                              U.S. stocks  ...  0.48%     1\n",
            "2736  20151209                              U.S. stocks  ...  0.48%     1\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 2730 7\n",
            "1 2730 7\n",
            "2 2730 7\n",
            "3 2730 7\n",
            "4 2730 7\n",
            "5 2730 7\n",
            "6 2730 7\n",
            "the owner of these jumbo jets please report to lost-and-found?Apple Inc. 's plan. Apple has suspended is plans to offer a live Internet-based television service. Bloomberg Intelligence Discussing Apple faced with a dilemma that has. Fruit is highly perishable. Apple has suspended is plans to offer a live Internet-based television service. U.S. stocks fell for a third day. U.S. stocks fell as Apple Inc.\n",
            "          time           actor                 action  ...     Vol  Change index\n",
            "2737  20151210  An early rally             fizzled in  ...  46.89M  -2.57%     0\n",
            "2738  20151210              It  's also a bet against  ...  46.89M  -2.57%     0\n",
            "2739  20151210       Apple Pay           accounts for  ...  46.89M  -2.57%     0\n",
            "2740  20151210              It                's also  ...  46.89M  -2.57%     0\n",
            "\n",
            "[4 rows x 13 columns]\n",
            "0 2737 4\n",
            "1 2737 4\n",
            "2 2737 4\n",
            "3 2737 4\n",
            "An early rally fizzled in yesterday. It 's also a bet against Apple Pay. Apple Pay accounts for just 1 percent of all retail transactions. It 's also a bet\n",
            "          time  ... index\n",
            "2741  20151211  ...     0\n",
            "2742  20151211  ...     0\n",
            "2743  20151211  ...     0\n",
            "2744  20151211  ...     0\n",
            "2745  20151211  ...     0\n",
            "2746  20151213  ...     0\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 2741 6\n",
            "1 2741 6\n",
            "2 2741 6\n",
            "3 2741 6\n",
            "4 2741 6\n",
            "5 2741 6\n",
            "residents sort out such technology issues. Marc Newson makes limited high-end pieces of furniture. Marc Newson makes of furniture. Marc Newson makes for art galleries. Apple Inc. , Visa Inc. and UnitedHealth Group Inc. Dow and DuPont will combine in an all-stock deal. digital features inroads into the automotive segment\n",
            "          time  ... index\n",
            "2747  20151214  ...     0\n",
            "2748  20151214  ...     0\n",
            "2749  20151214  ...     0\n",
            "2750  20151214  ...     0\n",
            "2751  20151214  ...     0\n",
            "\n",
            "[5 rows x 13 columns]\n",
            "0 2747 5\n",
            "1 2747 5\n",
            "2 2747 5\n",
            "3 2747 5\n",
            "4 2747 5\n",
            "his fans provided Clearly plenty of ideas. meantime provided Clearly plenty of ideas. the fifth most traded equity —sandwiched between heavyweight blue chip stocks. lock on the market for smartphone chips and wireless modems . It 's losing Samsung orders , and Apple has never been a big buyer of the company 's mobile components. lock on the market for smartphone chips and wireless modems . It 's losing Samsung orders , and Apple has never been a big buyer of the company 's mobile components on the cheaper end of the market\n",
            "          time                     actor  ... Change index\n",
            "2752  20151215                      they  ...  0.77%     1\n",
            "2753  20151215  Dialog Semiconductor Plc  ...  0.77%     1\n",
            "2754  20151215      its revenue forecast  ...  0.77%     1\n",
            "2755  20151215      its revenue forecast  ...  0.77%     1\n",
            "2756  20151215                     users  ...  0.77%     1\n",
            "2757  20151215                     crude  ...  0.77%     1\n",
            "2758  20151215              bigger blows  ...  0.77%     1\n",
            "2759  20151215      screens .Bondholders  ...  0.77%     1\n",
            "2760  20151215              a secret lab  ...  0.77%     1\n",
            "2761  20151215              bigger blows  ...  0.77%     1\n",
            "2762  20151215                     GoPro  ...  0.77%     1\n",
            "2763  20151215               Kevin Kelly  ...  0.77%     1\n",
            "2764  20151215               Kevin Kelly  ...  0.77%     1\n",
            "2765  20151215               Kevin Kelly  ...  0.77%     1\n",
            "2766  20151215               Kevin Kelly  ...  0.77%     1\n",
            "\n",
            "[15 rows x 13 columns]\n",
            "0 2752 15\n",
            "1 2752 15\n",
            "2 2752 15\n",
            "3 2752 15\n",
            "4 2752 15\n",
            "5 2752 15\n",
            "6 2752 15\n",
            "7 2752 15\n",
            "8 2752 15\n",
            "9 2752 15\n",
            "10 2752 15\n",
            "11 2752 15\n",
            "12 2752 15\n",
            "13 2752 15\n",
            "14 2752 15\n",
            "they 're getting something of genuine horological value. Dialog Semiconductor Plc sank in Frankfurt trading. its revenue forecast be cutting for the fourth quarter. its revenue forecast be cutting on weaker sales. users be attract from all parts of the country. crude is a final blow to Greenland 's oil dreams.Apple. bigger blows opened a secret lab in Taiwan. screens .Bondholders see a grim future. a secret lab be opened in Taiwan. bigger blows opened a secret lab. GoPro has been touted as a potential target. Kevin Kelly discusses options trades in the high-yield market. Kevin Kelly discusses options trades with Bloomberg 's Ramy Inocencio. Kevin Kelly be managing partner of Recon Capital Partners. Kevin Kelly discusses ( Source : Bloomberg ) with Bloomberg 's Ramy Inocencio\n",
            "          time              actor  ...  Change index\n",
            "2767  20151216                you  ...  -2.12%     0\n",
            "2768  20151216  much of the world  ...  -2.12%     0\n",
            "2769  20151216               LVMH  ...  -2.12%     0\n",
            "2770  20151216         Ian Rogers  ...  -2.12%     0\n",
            "2771  20151216             Canada  ...  -2.12%     0\n",
            "2772  20151216          producers  ...  -2.12%     0\n",
            "2773  20151216                 it  ...  -2.12%     0\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 2767 7\n",
            "1 2767 7\n",
            "2 2767 7\n",
            "3 2767 7\n",
            "4 2767 7\n",
            "5 2767 7\n",
            "6 2767 7\n",
            "you see the countries of the world. much of the world looks the way it does ( Quartz )•. LVMH snatched Ian Rogers from Apple. Ian Rogers be snatched from Apple. Canada had threatened tariffs. producers had threatened tariffs. it is distinct among digital music services\n",
            "          time                   actor  ...  Change index\n",
            "2774  20151217                Tim Cook  ...  -2.71%     0\n",
            "2775  20151217                Tim Cook  ...  -2.71%     0\n",
            "2776  20151217                 issuers  ...  -2.71%     0\n",
            "2777  20151217            the Atlantic  ...  -2.71%     0\n",
            "2778  20151217                 issuers  ...  -2.71%     0\n",
            "2779  20151217           large numbers  ...  -2.71%     0\n",
            "2780  20151217  Bloomberg 's Tom Giles  ...  -2.71%     0\n",
            "2781  20151217              Apple Inc.  ...  -2.71%     0\n",
            "2782  20151217              Apple Inc.  ...  -2.71%     0\n",
            "2783  20151217                   Apple  ...  -2.71%     0\n",
            "2784  20151217                      he  ...  -2.71%     0\n",
            "2785  20151217              Apple Inc.  ...  -2.71%     0\n",
            "2786  20151217                      he  ...  -2.71%     0\n",
            "\n",
            "[13 rows x 13 columns]\n",
            "0 2774 13\n",
            "1 2774 13\n",
            "2 2774 13\n",
            "3 2774 13\n",
            "4 2774 13\n",
            "5 2774 13\n",
            "6 2774 13\n",
            "7 2774 13\n",
            "8 2774 13\n",
            "9 2774 13\n",
            "10 2774 13\n",
            "11 2774 13\n",
            "12 2774 13\n",
            "Tim Cook Now could theoretically buy both businesses with net cash. Tim Cook Now could theoretically buy both businesses. issuers were the biggest sellers of investment-grade corporate bonds. the Atlantic be cross in large numbers lured by supportive credit conditions. issuers were the biggest sellers of investment-grade corporate bonds. large numbers be lured by supportive credit conditions. Bloomberg 's Tom Giles examines the moves. Apple Inc. shook up its management team in today. Apple Inc. shook up its management team. Apple can persuade people. he joined Apple Inc. in 1998. Apple Inc. be joined in 1998. he joined Apple Inc.\n",
            "          time                                        actor  ... Change index\n",
            "2787  20151218                              the Apple Watch  ...  1.23%     1\n",
            "2788  20151218                             their bank cards  ...  1.23%     1\n",
            "2789  20151218                The emergence of smartwatches  ...  1.23%     1\n",
            "2790  20151218                The emergence of smartwatches  ...  1.23%     1\n",
            "2791  20151218                                        Omega  ...  1.23%     1\n",
            "2792  20151218                                       prices  ...  1.23%     1\n",
            "2793  20151218                                        Omega  ...  1.23%     1\n",
            "2794  20151218                     Bloomberg 's Matt Miller  ...  1.23%     1\n",
            "2795  20151218                                           He  ...  1.23%     1\n",
            "2796  20151218                                         They  ...  1.23%     1\n",
            "2797  20151218                           his strong support  ...  1.23%     1\n",
            "2798  20151218  Apple Inc. Chief Executive Officer Tim Cook  ...  1.23%     1\n",
            "2799  20151218                                  his outlook  ...  1.23%     1\n",
            "2800  20151218                                        Apple  ...  1.23%     1\n",
            "2801  20151218                                           He  ...  1.23%     1\n",
            "2802  20151219                                  conspicuous  ...  1.23%     1\n",
            "2803  20151219                                   the iPhone  ...  1.23%     1\n",
            "\n",
            "[17 rows x 13 columns]\n",
            "0 2787 17\n",
            "1 2787 17\n",
            "2 2787 17\n",
            "3 2787 17\n",
            "4 2787 17\n",
            "5 2787 17\n",
            "6 2787 17\n",
            "7 2787 17\n",
            "8 2787 17\n",
            "9 2787 17\n",
            "10 2787 17\n",
            "11 2787 17\n",
            "12 2787 17\n",
            "13 2787 17\n",
            "14 2787 17\n",
            "15 2787 17\n",
            "16 2787 17\n",
            "the Apple Watch said in a statement. their bank cards to add to be iPhones , iPads. The emergence of smartwatches started to weigh on demand. The emergence of smartwatches to weigh on demand. Omega put two James Bond-theme. prices to be cut in export markets. Omega put two James Bond-theme in response. Bloomberg 's Matt Miller examines the recent market success of companies. He speaks on Bloomberg Markets. They speak on Bloomberg Markets. his strong support be repeated despite criticism. Apple Inc. Chief Executive Officer Tim Cook repeated his strong support for unbreakable encryption technology despite criticism. his outlook speaks on Bloomberg Markets. Apple speaks on Bloomberg Markets. He speaks on Bloomberg Markets. conspicuous is blocked in the land of the Great Firewall.Apple-mania. the iPhone 6s to the top of the search list\n",
            "          time                       actor  ...  Change index\n",
            "2804  20151221             Matthew Bassiur  ...  -0.09%     0\n",
            "2805  20151221  Alibaba Group Holding Ltd.  ...  -0.09%     0\n",
            "2806  20151221             Apple Inc. root  ...  -0.09%     0\n",
            "2807  20151221                          He  ...  -0.09%     0\n",
            "2808  20151221                          it  ...  -0.09%     0\n",
            "2809  20151221                        They  ...  -0.09%     0\n",
            "2810  20151221     Bloomberg 's Alix Steel  ...  -0.09%     0\n",
            "2811  20151221          Ericsson and Apple  ...  -0.09%     0\n",
            "2812  20151221                     the way  ...  -0.09%     0\n",
            "\n",
            "[9 rows x 13 columns]\n",
            "0 2804 9\n",
            "1 2804 9\n",
            "2 2804 9\n",
            "3 2804 9\n",
            "4 2804 9\n",
            "5 2804 9\n",
            "6 2804 9\n",
            "7 2804 9\n",
            "8 2804 9\n",
            "Matthew Bassiur helped Apple Inc. root out fake iPhones. Alibaba Group Holding Ltd. named Matthew Bassiur. Apple Inc. root be helped out fake iPhones. He speaks on Bloomberg ‹GO›. it settled a legal dispute. They report on Bloomberg Markets. Bloomberg 's Alix Steel examines the latest global business news. Ericsson and Apple settled a legal dispute. the way be paving for cooperation\n",
            "          time                       actor  ... Change index\n",
            "2813  20151222                  its armory  ...  1.29%     1\n",
            "2814  20151222                          It  ...  1.29%     1\n",
            "2815  20151222  the Greek bailout campaign  ...  1.29%     1\n",
            "2816  20151222  the Greek bailout campaign  ...  1.29%     1\n",
            "2817  20151222                    the list  ...  1.29%     1\n",
            "2818  20151222  the Greek bailout campaign  ...  1.29%     1\n",
            "2819  20151222                    the list  ...  1.29%     1\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 2813 7\n",
            "1 2813 7\n",
            "2 2813 7\n",
            "3 2813 7\n",
            "4 2813 7\n",
            "5 2813 7\n",
            "6 2813 7\n",
            "its armory be beefing up in the fight. It 's hired a former Apple investigator. the Greek bailout campaign did not make the list on Feb. 24 , or a month. the Greek bailout campaign did not make the list. the list did not make on Feb. 24 , or a month. the Greek bailout campaign did not make the list .)a non-Apple smartwatchLaunched. the list did not make .)a non-Apple smartwatchLaunched\n",
            "          time                      actor  ...  Change index\n",
            "2820  20151223                Daniel Ives  ...  -0.53%     0\n",
            "2821  20151223  Bloomberg 's Vonnie Quinn  ...  -0.53%     0\n",
            "2822  20151223            a mall 's sales  ...  -0.53%     0\n",
            "\n",
            "[3 rows x 13 columns]\n",
            "0 2820 3\n",
            "1 2820 3\n",
            "2 2820 3\n",
            "Daniel Ives be managing director of FBR Capital Markets. Bloomberg 's Vonnie Quinn looks at a chart showing Nike 's stock performance versus Apple . Wells Fargo Managing Director George Bory and HSBC Precious Metals Analyst James Steel also weigh in on. a mall 's sales can be drive up by than 10 percent\n",
            "          time            actor  ...  Change index\n",
            "2823  20151224             home  ...  -1.12%     0\n",
            "2824  20151224       Apple Inc.  ...  -1.12%     0\n",
            "2825  20151224       Apple Inc.  ...  -1.12%     0\n",
            "2826  20151224       Apple Inc.  ...  -1.12%     0\n",
            "2827  20151224  its first store  ...  -1.12%     0\n",
            "2828  20151224       Apple Inc.  ...  -1.12%     0\n",
            "\n",
            "[6 rows x 13 columns]\n",
            "0 2823 6\n",
            "1 2823 6\n",
            "2 2823 6\n",
            "3 2823 6\n",
            "4 2823 6\n",
            "5 2823 6\n",
            "home has also been the site of violence. Apple Inc. is home to numerous bars and restaurants. Apple Inc. is also opened its first store in China in 2008.The area. Apple Inc. is also opened in China. its first store is also opened in 2008.The area. Apple Inc. is also opened its first store\n",
            "          time                         actor  ... Change index\n",
            "2829  20151228             an early investor  ...  1.80%     1\n",
            "2830  20151228                            He  ...  1.80%     1\n",
            "2831  20151228  iron-ore and steel and later  ...  1.80%     1\n",
            "2832  20151228             an early investor  ...  1.80%     1\n",
            "2833  20151228                            He  ...  1.80%     1\n",
            "2834  20151228                        shares  ...  1.80%     1\n",
            "2835  20151228             an early investor  ...  1.80%     1\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 2829 7\n",
            "1 2829 7\n",
            "2 2829 7\n",
            "3 2829 7\n",
            "4 2829 7\n",
            "5 2829 7\n",
            "6 2829 7\n",
            "an early investor said in the interview. He owned shares in Apple Inc. and Twitter Inc. iron-ore and steel and later made some successful technology investments. an early investor owned shares in Apple Inc. and Twitter Inc. He owned shares. shares be owned in Apple Inc. and Twitter Inc. an early investor owned shares\n",
            "          time                actor  ...  Change index\n",
            "2836  20151229  Musk 's sexy Teslas  ...  -1.31%     0\n",
            "2837  20151229  Musk 's sexy Teslas  ...  -1.31%     0\n",
            "\n",
            "[2 rows x 13 columns]\n",
            "0 2836 2\n",
            "1 2836 2\n",
            "Musk 's sexy Teslas lead the charge. Musk 's sexy Teslas lead the charge on electric vehicles.LEMON of THE YEAR\n",
            "          time          actor                   action  ...     Vol  Change index\n",
            "2838  20151230             He                speaks to  ...  40.91M  -1.92%     0\n",
            "2839  20151230             He                speaks on  ...  40.91M  -1.92%     0\n",
            "2840  20151230       Dan Ives  be managing director of  ...  40.91M  -1.92%     0\n",
            "2841  20151230          Apple                   has by  ...  40.91M  -1.92%     0\n",
            "2842  20151230        a slide               weighed on  ...  40.91M  -1.92%     0\n",
            "2843  20151230          Apple                     lost  ...  40.91M  -1.92%     0\n",
            "2844  20151230  Jesse Drucker               reports on  ...  40.91M  -1.92%     0\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 2838 7\n",
            "1 2838 7\n",
            "2 2838 7\n",
            "3 2838 7\n",
            "4 2838 7\n",
            "5 2838 7\n",
            "6 2838 7\n",
            "He speaks to Bloomberg 's Cory Johnson. He speaks on Bloomberg West. Dan Ives be managing director of FBR Capital Markets. Apple has by the biggest program returning cash to its shareholders. a slide weighed on technology. Apple lost 1 percent. Jesse Drucker reports on Bloomberg Markets\n",
            "          time             actor  ... Change index\n",
            "2845  20151231  equity benchmark  ...  0.09%     1\n",
            "2846  20151231           a slide  ...  0.09%     1\n",
            "2847  20151231  equity benchmark  ...  0.09%     1\n",
            "2848  20151231       0.7 percent  ...  0.09%     1\n",
            "2849  20151231         Crude oil  ...  0.09%     1\n",
            "2850  20151231         Crude oil  ...  0.09%     1\n",
            "2851  20151231                we  ...  0.09%     1\n",
            "\n",
            "[7 rows x 13 columns]\n",
            "0 2845 7\n",
            "1 2845 7\n",
            "2 2845 7\n",
            "3 2845 7\n",
            "4 2845 7\n",
            "5 2845 7\n",
            "6 2845 7\n",
            "equity benchmark slipped 0.7 percent on Wednesday as energy companies. a slide weighed on technology shares. equity benchmark slipped 0.7 percent. 0.7 percent be slipped as energy companies. Crude oil fell 3.4 percent in yesterday. Crude oil fell 3.4 percent. we 'll be the impact of the Apple watch\n",
            "          time                            actor  ...  Change index\n",
            "2852  20160104     the BoomStick 's second mode  ...  -2.51%     0\n",
            "2853  20160104                                I  ...  -2.51%     0\n",
            "2854  20160104                      the company  ...  -2.51%     0\n",
            "2855  20160104  a car-phone connectivity system  ...  -2.51%     0\n",
            "2856  20160104  a car-phone connectivity system  ...  -2.51%     0\n",
            "2857  20160104                               We  ...  -2.51%     0\n",
            "2858  20160104                               he  ...  -2.51%     0\n",
            "2859  20160104                               he  ...  -2.51%     0\n",
            "2860  20160104                           cities  ...  -2.51%     0\n",
            "2861  20160104               Apple shareholders  ...  -2.51%     0\n",
            "2862  20160104               Apple shareholders  ...  -2.51%     0\n",
            "2863  20160104                       technology  ...  -2.51%     0\n",
            "\n",
            "[12 rows x 13 columns]\n",
            "0 2852 12\n",
            "1 2852 12\n",
            "2 2852 12\n",
            "3 2852 12\n",
            "4 2852 12\n",
            "5 2852 12\n",
            "6 2852 12\n",
            "7 2852 12\n",
            "8 2852 12\n",
            "9 2852 12\n",
            "10 2852 12\n",
            "11 2852 12\n",
            "the BoomStick 's second mode is specifically tuned for the ubiquitous EarPods that come with Apple 's iPhones and iPods. I dug out an old pair. the company faces increasing competition. a car-phone connectivity system be championed in a front. a car-phone connectivity system be championed by Ford Motor Co.. We do not want anything. he wants to collaborate with tech companies. he to collaborate with tech companies. cities become commonplace in urban areas. Apple shareholders could make history with a key decision. Apple shareholders could make history. technology evolved in 2015\n",
            "          time                         actor  ...  Change index\n",
            "2864  20160105                         Apple  ...  -1.96%     0\n",
            "2865  20160105                         Apple  ...  -1.96%     0\n",
            "2866  20160105                   the gantlet  ...  -1.96%     0\n",
            "2867  20160105                     Last year  ...  -1.96%     0\n",
            "2868  20160105                        ground  ...  -1.96%     0\n",
            "2869  20160105               night . Faraday  ...  -1.96%     0\n",
            "2870  20160105                            it  ...  -1.96%     0\n",
            "2871  20160105                            it  ...  -1.96%     0\n",
            "2872  20160105                         Apple  ...  -1.96%     0\n",
            "2873  20160105        U.S. crude inventories  ...  -1.96%     0\n",
            "2874  20160105  Apple Inc. and Facebook Inc.  ...  -1.96%     0\n",
            "2875  20160105                  newer rivals  ...  -1.96%     0\n",
            "\n",
            "[12 rows x 13 columns]\n",
            "0 2864 12\n",
            "1 2864 12\n",
            "2 2864 12\n",
            "3 2864 12\n",
            "4 2864 12\n",
            "5 2864 12\n",
            "6 2864 12\n",
            "7 2864 12\n",
            "8 2864 12\n",
            "9 2864 12\n",
            "10 2864 12\n",
            "11 2864 12\n",
            "Apple threw down the gantlet to wearables and fitness-tracker makers. Apple threw down the gantlet. the gantlet be threw down to wearables and fitness-tracker makers. Last year was a big one for Fitbit . In April , Apple threw down the gantlet to wearables and fitness-tracker makers with the Apple Watch , and in. ground to be break on a $ 1 billion plant. night . Faraday poached engineers. it has to do with technology .The most downloaded free app. it to do with technology .The most downloaded free app. Apple headed toward its lowest level. U.S. crude inventories climbed .Apple SinksAmong shares. Apple Inc. and Facebook Inc. also are among companies competing for the brightest minds in the field. newer rivals to develop autonomous driving technology\n",
            "          time             actor  ...  Change index\n",
            "2876  20160106          The camp  ...  -4.22%     0\n",
            "2877  20160106  A Banksy artwork  ...  -4.22%     0\n",
            "2878  20160106          its life  ...  -4.22%     0\n",
            "2879  20160106          The camp  ...  -4.22%     0\n",
            "2880  20160106  Arm Holdings Plc  ...  -4.22%     0\n",
            "2881  20160106  Arm Holdings Plc  ...  -4.22%     0\n",
            "2882  20160106           The FAA  ...  -4.22%     0\n",
            "2883  20160106                it  ...  -4.22%     0\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 2876 8\n",
            "1 2876 8\n",
            "2 2876 8\n",
            "3 2876 8\n",
            "4 2876 8\n",
            "5 2876 8\n",
            "6 2876 8\n",
            "7 2876 8\n",
            "The camp began its life after a migrant reception. A Banksy artwork adorns a wall. its life be began after a migrant reception. The camp began its life. Arm Holdings Plc fell 3 percent dropping with other European suppliers of Apple Inc.. Arm Holdings Plc fell 3 percent. The FAA said on Wednesday. it released an app\n",
            "          time                                              actor  ... Change index\n",
            "2884  20160107                                          companies  ...  0.53%     1\n",
            "2885  20160107                                          companies  ...  0.53%     1\n",
            "2886  20160107                                          companies  ...  0.53%     1\n",
            "2887  20160107                                        3.3 percent  ...  0.53%     1\n",
            "2888  20160107                                        3.3 percent  ...  0.53%     1\n",
            "2889  20160107                                            our eye  ...  0.53%     1\n",
            "2890  20160107           echoes 2008.Apple 's top five executives  ...  0.53%     1\n",
            "2891  20160107                                          the state  ...  0.53%     1\n",
            "2892  20160107                 the world 's most valuable company  ...  0.53%     1\n",
            "2893  20160107                                          the state  ...  0.53%     1\n",
            "2894  20160107                                         this trend  ...  0.53%     1\n",
            "2895  20160107                                              sales  ...  0.53%     1\n",
            "2896  20160107                                         this trend  ...  0.53%     1\n",
            "2897  20160107                                         Apple Inc.  ...  0.53%     1\n",
            "2898  20160107  interesting case almost killed it in the mid-1...  ...  0.53%     1\n",
            "2899  20160107                                        the company  ...  0.53%     1\n",
            "2900  20160107                                         Steve Jobs  ...  0.53%     1\n",
            "2901  20160107                                         Steve Jobs  ...  0.53%     1\n",
            "2902  20160107                                   interesting case  ...  0.53%     1\n",
            "2903  20160107                                          The Blaze  ...  0.53%     1\n",
            "2904  20160107                                                 He  ...  0.53%     1\n",
            "2905  20160107                                          The Blaze  ...  0.53%     1\n",
            "2906  20160107                                Apple Music.Spotify  ...  0.53%     1\n",
            "2907  20160107                                                 it  ...  0.53%     1\n",
            "\n",
            "[24 rows x 13 columns]\n",
            "0 2884 24\n",
            "1 2884 24\n",
            "2 2884 24\n",
            "3 2884 24\n",
            "4 2884 24\n",
            "5 2884 24\n",
            "6 2884 24\n",
            "7 2884 24\n",
            "8 2884 24\n",
            "9 2884 24\n",
            "10 2884 24\n",
            "11 2884 24\n",
            "12 2884 24\n",
            "13 2884 24\n",
            "14 2884 24\n",
            "15 2884 24\n",
            "16 2884 24\n",
            "17 2884 24\n",
            "18 2884 24\n",
            "19 2884 24\n",
            "20 2884 24\n",
            "21 2884 24\n",
            "22 2884 24\n",
            "23 2884 24\n",
            "companies dropped 3.3 percent in the three months. companies dropped 3.3 percent through September. companies dropped 3.3 percent. 3.3 percent be dropped in the three months. 3.3 percent be dropped through September. our eye be caught over the last 24 hours .Soros. echoes 2008.Apple 's top five executives were paid $ 25 million each in 2015.Singapore 's growth. the state could be n't lift to the top spot. the world 's most valuable company could n't lift the state to the top spot. the state could be n't lift in the ranking. No. this trend continues a larger impact. sales have seen steeper declines. this trend continues , some analysts say there could be a larger impact on the market. Apple Inc. sank for a third day. interesting case almost killed it in the mid-1990s extended it a lifeline. the company copied it in the late 1980s. Steve Jobs returned then to Apple. Steve Jobs returned then in 1997. interesting case almost killed it in the mid-1990s. The Blaze speaks from CES 2016. He speaks from CES 2016. The Blaze speaks on Bloomberg Markets. Apple Music.Spotify has good relationships. it could affect a wide range of online music options\n",
            "          time                             actor  ... Change index\n",
            "2908  20160108                              Xbox  ...  1.62%     1\n",
            "2909  20160108                             belly  ...  1.62%     1\n",
            "2910  20160108  a diminishing dream.That failure  ...  1.62%     1\n",
            "2911  20160108                             pause  ...  1.62%     1\n",
            "2912  20160108                           our eye  ...  1.62%     1\n",
            "2913  20160108                       his outlook  ...  1.62%     1\n",
            "2914  20160108                             Apple  ...  1.62%     1\n",
            "2915  20160108                                He  ...  1.62%     1\n",
            "\n",
            "[8 rows x 13 columns]\n",
            "0 2908 8\n",
            "1 2908 8\n",
            "2 2908 8\n",
            "3 2908 8\n",
            "4 2908 8\n",
            "5 2908 8\n",
            "6 2908 8\n",
            "7 2908 8\n",
            "Xbox has also acted as a diving board. belly be flopped into obscurity. a diminishing dream.That failure should give pause currently from IBM. pause should be give currently from IBM. our eye be caught over the last 24 hours .Mining 's $ 1.4 trillion plunge. his outlook speaks on Bloomberg ‹GO›. Apple speaks on Bloomberg ‹GO›. He speaks on Bloomberg ‹GO›\n",
            "{'date': [20150109, 20150112, 20150113, 20150114, 20150115, 20150116, 20150120, 20150121, 20150122, 20150123, 20150126, 20150127, 20150128, 20150129, 20150130, 20150202, 20150203, 20150204, 20150205, 20150206, 20150209, 20150210, 20150211, 20150212, 20150213, 20150217, 20150218, 20150219, 20150220, 20150223, 20150224, 20150225, 20150226, 20150227, 20150302, 20150303, 20150304, 20150305, 20150306, 20150309, 20150310, 20150311, 20150312, 20150313, 20150316, 20150317, 20150318, 20150319, 20150320, 20150323, 20150324, 20150325, 20150326, 20150327, 20150330, 20150331, 20150401, 20150402, 20150406, 20150408, 20150409, 20150410, 20150413, 20150414, 20150415, 20150416, 20150417, 20150420, 20150421, 20150422, 20150423, 20150424, 20150427, 20150428, 20150429, 20150430, 20150501, 20150504, 20150505, 20150506, 20150507, 20150508, 20150511, 20150512, 20150513, 20150514, 20150515, 20150518, 20150519, 20150520, 20150521, 20150522, 20150526, 20150527, 20150528, 20150529, 20150601, 20150602, 20150603, 20150604, 20150605, 20150608, 20150609, 20150610, 20150611, 20150612, 20150615, 20150616, 20150617, 20150618, 20150619, 20150622, 20150623, 20150624, 20150625, 20150626, 20150629, 20150630, 20150702, 20150707, 20150708, 20150709, 20150710, 20150713, 20150714, 20150715, 20150716, 20150717, 20150720, 20150721, 20150722, 20150723, 20150724, 20150727, 20150728, 20150729, 20150730, 20150731, 20150803, 20150804, 20150805, 20150806, 20150807, 20150810, 20150811, 20150812, 20150813, 20150814, 20150817, 20150818, 20150819, 20150820, 20150821, 20150824, 20150825, 20150826, 20150827, 20150828, 20150831, 20150901, 20150902, 20150903, 20150904, 20150908, 20150909, 20150910, 20150911, 20150914, 20150915, 20150916, 20150917, 20150918, 20150921, 20150922, 20150923, 20150924, 20150925, 20150928, 20150929, 20150930, 20151001, 20151002, 20151005, 20151006, 20151007, 20151008, 20151009, 20151012, 20151013, 20151014, 20151015, 20151016, 20151020, 20151021, 20151022, 20151023, 20151026, 20151027, 20151028, 20151029, 20151030, 20151102, 20151103, 20151104, 20151105, 20151106, 20151109, 20151110, 20151111, 20151112, 20151113, 20151116, 20151117, 20151118, 20151119, 20151120, 20151123, 20151124, 20151126, 20151127, 20151130, 20151201, 20151202, 20151203, 20151204, 20151207, 20151208, 20151209, 20151210, 20151211, 20151214, 20151215, 20151216, 20151217, 20151218, 20151221, 20151222, 20151223, 20151224, 20151228, 20151229, 20151230, 20151231, 20160104, 20160105, 20160106, 20160107, 20160108], 'title': ['Apple stopped floor traffic at the Geneva International. Apple stopped floor traffic. floor traffic be stopped at the Geneva International. Apple has created in recent history. Patent Suits Drop Technology companies remain the biggest targets of patent lawsuits. the biggest targets of patent lawsuits dropped as the overall litigation totals. Companies Remain the Biggest Targets. You can get a fake Apple Watch. it has created than 1 million jobs. Lego Became the Apple of Toys. the felony charges even were dropped in 2011.Admittedly. Drake was working at an Apple Store', \"whose tools are used in the production of Apple iPhones. the company said in a statement. the top 10 rising two spots since 2013. two spots be rising since 2013. the top 10 rising two spots. Bloomberg 's Betty Liu reports on the top. available speak with bond investor. itself has used the service—as. the top 10 rising two spots since 2013. two spots be rising since 2013. the top 10 rising two spots\", 'Strategy Analytics said in October. Strategy Analytics said of the market. The company trails Samsung Electronics Co. , Apple Inc. , Xiaomi and LG Electronics Inc.. it pushes Philips into competition. Cadillac got left in the booming luxury car market. Bloomberg)Oil to Put Chill on U.S. Earnings Season. American Revival Sputtered to Put Chill on U.S. Earnings Season. Bloomberg)Oil to Put Chill. American Revival Sputtered to Put Chill. They speak on The Markets. companies were lured to the state. Tesla has enlisted a phalanx of lobbyists. The stock dropped 14 percent. American apple pie is not as good as French apple pie', 'the value of these cutting-edge Apple innovations resulted from years of hard work. Apple has made significant inroads in the enterprise market. Apple has made significant inroads. Apple has made significant inroads with the iPhone and iPad', 'Samsung might have to pay Apple Inc. in the long-running smartphone wars. Samsung might have to pay Apple Inc.. The companies have dropped all litigation. Samsung to pay Apple Inc.. expensive smartphones challenges Samsung Electronics Corp. at the higher end of the mobile-device market. The 5.7-inch Xiaomi Note debuts Jan . 27. expensive smartphones challenges Samsung Electronics Corp. and Apple Inc.. expensive smartphones challenges Apple Inc. at the higher end of the mobile-device market. a 2 1/2-year lockup period expires in April. Xiaomi is releasing its next phone on Thursday. its next phone is releasing at an event. its next phone is releasing on Thursday. Xiaomi is releasing its next phone at an event. Fadell was previously an executive at Apple Inc.. Fadell was previously an executive who helped develop products including the iPod. the Web search giant purchased Nest. banks and Best Buy Co. slid after corporate earnings disappointed. Apple Inc. paced a decline. speech or maybe a complicated personal-financial issue .Yes , the process may eliminate some bad apples', \"Apple Inc. and Google Inc. agreed to a $ 415 million settlement. Google , Adobe and Intel have reached a settlement. Xiaomi made its name with inexpensive. its name be made with inexpensive. Xiaomi made its name. It 's announced a range of new phones as part. It 's announced a range of new phones. California be compare to Greece. Greece has about a 10th of its GDP. California-based companies. a total return of 119 percent be handed investors since January 2011. Greece has from Apple Inc.. Huguet pointed to previous remarks. spokeswoman Niki Christoff and Apple spokeswoman Kristin Huguet declined via e-mail. currency swings impact technology companies. The suite also offers a wireless switching\", 'settlement wants more money. Netflix Inc. surged 2.2 percent. Yahoo! Inc. , Micron Technology Inc. and Apple Inc. jumped than 2.4 percent to lead technology shares. Netflix surged after hours. Yahoo! Inc. , Micron Technology Inc. and Apple jumped than 2.3 percent. high and West Texas Intermediate crude sank 4.7 percent', \"Airlines subsidiary offered its first flight A low-fare carrier based in Zhengzhou , an Apple Inc. manufacturing hub. Airlines subsidiary offered its first flight in last month. A low-fare carrier be based in Zhengzhou. computer and smartphone operating system to violate Apple 's terms of service. Popcorn Time has found an unusually fervent. I bought a new Apple iPad at Christmas. I bought a new Apple iPad. a new Apple iPad be bought at Christmas. The Nasdaq 100 Index climbed 0.7 percent as gains. The Nasdaq 100 Index climbed 0.7 percent to Netflix Inc.. The Nasdaq 100 Index climbed The International Monetary to Netflix Inc.. The Nasdaq 100 Index climbed The International Monetary as gains. 40-year-old memory-chip unit are eclipsed by Apple Inc. and Xiaomi . Buoyant demand. mind turns to the mobile messaging business where he has no shortage of competitors.CompaniesApple…** CEO Tim Cook. Moscow retaliated for EU sanctions. service attracted Apple as a way to fend off rival platforms like Spotify Ltd. and Pandora Media Inc. Apple unveiled iTunes Radio in 2013 to attract streaming customers. Apple be attracted as a way to fend off rival platforms like Spotify Ltd. and Pandora Media Inc. Apple unveiled iTunes Radio in 2013 to attract streaming customers. service attracted Apple. iTunes Radio be unveiled in 2013. Apple gets about 10 percent. Spotify Ltd. and Pandora Media Inc. Apple unveiled iTunes Radio in 2013\", 'its current population is home to almost 3 million people and employers. its current population is home', 'You go to Nasdaq. You go with your dollars', 'Apple reports results in this week. Apple reports results. China breakdown will be in particular focus. the iPhone may have passed a milestone. Lenovo was in fourth place. Lenovo was with 5.2 percent. IDC reported in October . Samsung and Apple Inc.. IDC said with the hype. biggest maker of business applications has contacted companies. options traders protecting against losses', \"Apple Inc. Huawei ranked in global smartphone shipments. Apple Inc. Huawei ranked during the third quarter. Apple Inc. Huawei ranked with 5.1 percent share. It trailed Samsung. a handful of high-end brands will survive in the future. its bid to replace the consumer wallet with a new mobile-payment system called Apple Pay. Apple to release results. a quarter be fueled by sales of the iPhone 6. ( $ 1.2 trillion ) bond-buying plan are among 27 companies releasing quarterly results on Tuesday. Impact later today from Apple Inc. Yahoo! Inc. will give investors a better sense of the impact. sales weigh Yahoo! Inc. and Apple Inc.. she stumbled upon one of more than 20 made-for-TV. Nina 's good. Nina owns an iPad. Apple has committed to a shipping date. Apple CEO Tim Cook announced during an earnings call that the company 's much-anticipated Watch will ship in April. Apple Inc. reported a record $ 18 billion. Apple Inc. reported a record $ 18 billion in quarterly profit in today. Apple Inc. Chief Executive Officer Tim Cook said on a conference call\", \"Apple jumped 4.6 percent in extended U.S. trading. Apple Inc. and Yahoo! Inc. surged in post-market trading. Apple jumped 4.6 percent as iPhone. Apple jumped 4.6 percent. Futures gained 0.2 percent in today. 4.6 percent be jumped in extended U.S. trading. Futures gained 0.2 percent. 4.6 percent be jumped as iPhone. Piper Jaffray , and Hans Tung be managing partner at GGV Capital. Apple unveiled a slew of new products. The move paid off in last quarter. The move paid off in year to rev up growth. Corrects topic be discussed by guest. ARM Holdings Plc added 1.9 percent after the smartphone manufacturer. 1.9 percent be added after the smartphone manufacturer. ARM Holdings Plc added 1.9 percent. it shipped more iPhones. the company saw record profit of $ 18 billion. Olivia Sterns examine viewer responses. He speaks on Bloomberg Television. CEO Marissa Mayer to revive growth. Apple and Yahoo announced results in yesterday. Apple and Yahoo announced results. group . ARM Holdings Plc and Imagination Technologies Group Plc added than 1.7 percent. Kessler owns no stock. Apple 's first-quarter earnings were blow-out numbers beyond what anyone forecast. Apple arguably had the single-greatest quarterly performance. Apple 's first-quarter earnings were blow-out numbers the figures show Apple arguably had the single-greatest quarterly performance in U.S. corporate history. Ten-year Treasury yields slid by 10 basis points. barrel jumped 5.7 percent on record earnings. 5.7 percent be jumped on record earnings. barrel jumped 5.7 percent. demand softened the impact from a smartphone business. demand softened the impact. the impact be softened from a smartphone business. chips softened the impact from a smartphone business. the impact be softened from a smartphone business\", \"sales speaks with Rishaad. analyst notes providing insight behind today 's headlines. insight be providing behind today 's headlines. we make money to build better services. the company reports earnings in today. the Guardian.Google…** reports earnings in today. the company reports earnings after the bell , analysts and investors. the Guardian.Google…** reports earnings after the bell , analysts and investors. the company reports earnings. the Guardian.Google…** reports earnings. Sculley talks with Betty Liu. Sculley be talks with Betty Liu. Some would-be buyers put off purchases in anticipation of the next iteration. the F-150 pickup—the top-selling vehicle in the U.... Some would-be buyers put off purchases. the F-150 pickup—the top-selling vehicle. purchases be put off in anticipation of the next iteration. top-selling vehicle be pickup—the in the U.... Apple happens with the iPhone. investor uneasiness to be mask about the rest of the industry. Apple does n't sell the same iPhone wo for eight years. Apple does n't sell wo the same iPhone. the same iPhone does n't sell wo for eight years. its secrets to be share in exchange. those features be assembled into the first modern PC\", \"Apple makes a lot of money. Apple makes of money. economy are mostly driven by an electronics industry that produces parts for brands including Apple Inc.. our guaranteed 13.5 PSI morning train reads :How. consumers increasingly use mobile phones and other digital devices. Banga is investing in new technologies. no one even asked Apple managers about the cash hoard or further buybacks. no one even asked Apple managers. Apple managers be even asked about the cash hoard or further buybacks. The layoffs were reported by TechCrunch. the person said in Friday. Intelligence 's Paul Sweeney discuss Jay Z 's expansion. ( Source be speak with Bloomberg 's Alix Steel. Beats Music to sell to be Apple Inc.. Ice Cube be members of August . Original N.W.A. American successes be women without college degrees\", 'specific deals be stuck by Amazon.com Inc. , Apple Inc. and Starbucks Corp.. howard-lindzonYou can hear the interview. stake have divided A key part of the into factions. the fees have to pay for Wi-Fi features. technology companies have divided A key part of the into factions. Apple , Steve Jobs and Steve Wozniak used diodes and transistors purchased from RadioShack to build. diodes and transistors be purchased from RadioShack. they founded Apple , Steve Jobs and Steve Wozniak', 'situation said at the time. Beats Music to sell to be Apple Inc.. Original N.W.A members Dr. Dre , who went on to sell Beats Music to Apple Inc. for $ 3 billion , and Ice Cube are among the producers of the film. competition department is probing potentially unfair tax breaks for multinational companies from Apple Inc.. the EU had sued the U.K.. larger-screen iPhones lifted Apple into a tie. larger-screen iPhones lifted Apple as the biggest producer. Apple be lifted into a tie. larger-screen iPhones lifted Apple. The Suwon-based company to win back consumers. its display technology is using in more mobile devices. Apple be lifted as the biggest producer. The Suwon-based company is using its display technology in more mobile devices. multinationals announced a probe into agreements struck by Amazon.com Inc. , Apple Inc. and Starbucks Corp. in three EU countries. EU regulators announced a probe into agreements struck by Amazon.com Inc. , Apple Inc. and Starbucks Corp. in three EU countries. a probe be announced into agreements struck by Amazon.com Inc. , Apple Inc. and Starbucks Corp. in three EU countries. multinationals announced a probe in last year. EU regulators announced a probe in last year. multinationals announced a probe. Demands reached a fever pitch. EU regulators announced a probe. agreements be struck by Amazon.com Inc. , Apple Inc. and Starbucks Corp.. Apple sold a bunch of them. Apple sold a bunch of them in bonds. GT Advanced filed for bankruptcy. GT Advanced be supplier of Apple. Apple announced probes into agreements struck by Apple Inc. in Ireland , Starbucks Corp. in the Netherlands. the regulator said in a statement. Apple announced probes. probes be announced into agreements struck by Apple Inc. in Ireland , Starbucks Corp. in the Netherlands. agreements be struck by Apple Inc.. the regulator be covered by the pacts', 'his outlook discusses in Partner Bill Whyman. quarter be led by the business supplying mobile. .Apple…** Mysterious camera-mounted minivans some of which are registered to Apple. A U.S. appeals court upheld rules that make it easier for companies like Google Inc. and Apple Inc. to get rid of worrisome patent litigation on the cheap The U.S. Court of Appeals. the trust be controlled by Laurene Powell Jobs. Walt Disney Co. surged to a record', 'those Apple sold at a rate of 30,000. Sony to establish a lucrative , Apple-like ecosystem built around. Apple Inc. may be interested. A U.S. appeals court upheld rules that make it easier for companies like Google Inc. and Apple Inc. to get rid of worrisome patent litigation on the cheap The U.S. Court of Appeals. her personal fortune grow in one. specific deals be stuck by Amazon.com Inc. , Apple Inc. and Starbucks Corp.. chain are converted to the new format which showcases the latest technology in an Apple-ier atmosphere. More stores are converted to the new format which showcases the latest technology in an Apple-ier atmosphere. 2014The company makes a final effort', 'he introduced a levy that artificially shift. The company produces chips for Apple Inc. competition to make the chips for the. The shares have jumped 354 percent a supplier to Apple Inc. The city bordering Hong Kong has also become a haven. The shares have jumped 354 percent since 2005. Anti-Vaxxers Are as American. The GOP should become the Party of Math. Anti-Vaxxers Are as Apple Pie. The GOP should become the Party of Math. Facebook Effect also comments ( Source', 'it held in Apple Inc. , Exxon Mobil Corp. and Johnson. it held in the fourth quarter. Cider produced from pears. 5 percent alcohol would become eligible for the cider tax rate. Apple hired Credit Suisse Group and Goldman. Sachs Group to arrange its first sale of bonds. Sachs Group to arrange its first sale of bonds in Swiss francs. its first sale of bonds to be arrange in Swiss francs', 'Microsoft Corp. did in A week after Apple Inc. tapped the bond market. the 2024 bond is being offered to investors. the 2024 bond is being offered at an implied yield. the best gain since September , and Apple Inc. climbed 1.5 percent to an all-time high. the best gain since September , and Apple Inc. climbed 1.5 percent. Sealed Air Corp. shares jumped than 10 percent. Micron Technology Inc. rose 6.9 percent. 1.5 percent be climbed to an all-time high. Micron Technology Inc. rose 6.9 percent on the chipmaker. Microsoft Corp. did with its biggest sale. Apple Inc. tapped the bond market. Microsoft Corp. did selling $ 10.8 billion of debt on Monday', 'Apple rattling off several numbers Cook \\'s tenure Apple chief executive officer , the monster quarter the company just posted . \" So far seems fairly undeterred by the law of large numbers. I do n\\'t believe in gravity. the solar deal ended with a record valuation of $ 711 billion. Apple \\'s stock ended with a record valuation of $ 711 billion. the solar deal ended in the trading day. Apple \\'s stock ended in the trading day. Apple is embracing renewable energy. electricity to be obtain from a solar farm. Abramowicz reports on Bottom Line. Bloomberg \\'s Cory Johnson discuss Apple \\'s $ 700 billion market. Apple to collect record profits. many problems persist as the chart. Apple to collect record profits in California. Apple has gone to great lengths', \"The lender is working with companies. Carl Icahn 's letters are a great study in financial rhetoric. Amazon.com are exactly known for their extraterrestrial activities. Bain are exactly known for their extraterrestrial activities. The $ 863 million Matthew 25 Fund had 15 percent of its money. His decision to double down on Apple Inc. is one of the main reasons The $ 863 million Matthew 25 Fund had 15 percent of its money in Apple stock as of Sept. 30. It was valued by investors. the No. 1 smartphone maker was valued by investors. company is by some accounts. It was valued in last year. the No. 1 smartphone maker was valued in last year\", \"the twister is a Waldorf salad of walnuts. you eat a salad on a stick. you eat a salad. It may be the only time in your life. They will send their top information security executives to the summit. They will send their top information security executives. their top information security executives will be send to the summit. a company might pull off the trick getting paid to borrow. Many technology bigwigs to attend including Apple C.E.O. Tim Cook. smartphones to be used as a digital bank or credit card. Their business is built on a 50/50 split. documentary is built on a 50/50 split. Their business is built for clients. documentary is built for clients. your phone doubles as most people 's camera. more photos are taken with the iPhone. your phone doubles since 2013. more photos are taken than any other camera. hyperventilation—and mean your phone which doubles as most people 's camera these days . Since 2013. you ca n't designate anybody to get into your account. The space houses than 400 workers. 2007 also said in 2012. Mickey Drexler be member of Apple board. Tom Neumayr be spokesman of Apple. Apple , of course already has a giant retail network through its hundreds of Apple Stores worldwide. Apple , of course already has a giant retail network from Brazil. Apple , of course already has a giant retail network. Chinese electric automaker surged for a third day. a minivan , and Apple executives have flown to Austria. the Hang Seng Index added 0.3 percent. The design resembles a minivan , and Apple executives. the regional index jumped 11 percent in Hong Kong on speculation Apple Inc.. maker BYD Co. jumped 11 percent in Hong Kong on speculation Apple Inc.. Noble Group Ltd. slumped 7.9 percent. the regional index jumped 11 percent. maker BYD Co. jumped 11 percent. 11 percent be jumped on speculation Apple Inc.\", \"Samsung to meet the booming demand. Inc. rallied 5.8 percent since May 2009. 5.8 percent be rallied since May 2009. Apple Inc. is working on an electric vehicle. Europe speaks on ( Source. He speaks on ( Source. He speaks with Betty Liu. Research LLC added shares of Apple Inc.. The investment manager added 5.8 million shares of Apple. Research LLC sold stock. Research LLC added shares of Apple Inc. in last quarter. Obama 's order means services. Bloomberg 's Cory Johnson discuss Apple 's rumored electric. They speak with Bloomberg 's Trish Regan. Rometty has announced with Apple Inc. and Twitter Inc.. He speaks on ( Source\", \"growing versus its competitors . Snapchat was used 24 by 29.4 percent of Apple Inc. 's iPhone users. a push would be a better move for the iPhone maker. Apple shares rose to a record. Apple Inc. should steer clear of the business. a push would be a better move. Apple allowed to charge fees to factory workers who make Apple products. Apple vowed to scrutinize its supply chain. fees to charge to be factory workers who make Apple products. Apple to scrutinize its supply chain. Apple allowed to charge fees. .Apple…Apple Pay has run into trouble. one-hour delivery service is live in Manhattan. one-hour delivery service is live. Munster discuss his outlook. He also compared the robot manufacturer\", \"The case was moved to federal court. Apple rose to a record. Apple rose after people familiar. Apple rose on Tuesday. non-disclosure agreements was moved to federal court. they went to work for Apple. they to work for Apple. The case was moved in this week. Lazare discusses the global money transfer and payments market. He speaks with Jonathan. fond issuing bold pronouncements told investors in 2012. He told investors in 2012. fond issuing bold pronouncements told investors to bet against Apple Inc. shares. fond issuing bold pronouncements to bet against Apple Inc. shares. investors be told in 2012. fond issuing bold pronouncements told investors. He told investors to bet against Apple Inc. shares. He to bet against Apple Inc. shares. He told investors. fond issuing bold pronouncements told investors 2012. Apple announced its most ambitious effort yet to stamp out labor abuses. Human rights observers applauded like many of its counterparts. Human rights observers applauded in last week. almost 28 percent of its $ 454 million of holdings be had at the end of the year. Belgium were split between ETFs and companies. they enjoy affordable Austrian cuisine. He speaks with Bloomberg 's Trish Regan and Cory Johnson\", 'Nasdaq is not the same as 2000. Apple the heretofore unstimulated ( TRB)Revealed : The experts Apple hired to build an electric car (9to5 mac) Why Nasdaq in 2015 is not the same as 2000 ( Irrelevant. Nasdaq is not the same. an electric car to be build (9to5 mac) Why Nasdaq in 2015 is not the same as 2000 ( Irrelevant. Apple Inc. to push production of an. Forrest Gump earned his fortune', 'some impressive protagonists folded into the campaign. California-based Apple renewable energy , Cupertino , said on Monday. Apple address European requests. The facilities to begin operations in 2017. The facilities to begin operations. Apple came into 2015. Apple is spending on two overseas data centers. extensive NSA spying in documents leaked by former contractor Edward Snowden', \"Apple to spend $ 1.9 billion building data centers. Apple is looking to spend $ 1.9 billion building data centers. the collapse of oil prices are causing pain. 12-7502 and 12-17519 be applied to patent. 12-7502 and 12-17519 be applied to Patent Easier Fingerprint Identification Method Apple Inc.. The stock continues to set new record highs. electric vehicle that can go more than 200 miles on a single charge and cost less than $ 40,000 and Apple Inc. has been working secretly on an electric vehicle that may begin production as early as. He speaks with Bloomberg 's Cory Johnson. The Nasdaq Composite rallied 5 percent in the past nine days. The Nasdaq Composite rallied 5 percent. 5 percent be rallied in the past nine days. the Dow has added 2.1 percent. number of new emojis included in Apple 's latest software\", 'Farra di Soligo Valdobbiadene DOCG Brut. Apple Inc. has the biggest weighting in the index. The Nasdaq Composite has rallied 7.2 percent. Earnings ReportsAmong stocks moving on corporate. the company must pay $ 532.9 million in a patent dispute. its deal to buy Time Warner Cable. Modern Family discusses the inspiration. He speaks with Bloomberg', 'Apple infringed three patents. the case was worth. Hewlett-Packard Co. tumbled the most in 18 months. earnings will be hurt by dollar gains. Hewlett-Packard Co. tumbled the most. the most be tumbled in 18 months. study ( Raw Story) Margins might be the worst argument see also Secret to the Apple Car. study ( Raw Story) Margins might be the worst argument see Secret. Raw Story) Margins study ( Raw Story) Margins might be the worst argument against the Apple Car. The technology gauge advanced for 10. Apple Inc. has the biggest weighting in the index. interest to be boost from businesses. interest to be boost in advertising. Google is looking for new ways to boost interest from businesses in advertising on wireless devices. interest to be boost on wireless devices. technologies ranging from driverless cars. technologies ranging from driverless cars to mobile-phone payments are under increasing pressure to find profitable ways. its next smartphones be unveil with the focus. they can draw customers. they can draw customers from Apple Inc.. the phones can pull customers from Qualcomm Inc. and Sharp.... the phones can pull customers. customers can be pull from Qualcomm Inc. and Sharp.... more money be spending than anybody to buy back shares', \"it will release a smartwatch to compete with the Apple Watch , a new Swiss company called Manufacture Modules Technologies ( MMT ) has introduced a line. new offerings be aimed at unseating Samsung and Apple. features be found in luxury cars. features be found to the open road. the complaints accuse Apple. the Wall Street Journal .Apple…Ericsson upped the ante in its patent dispute. the Wall Street Journal .Apple…Ericsson upped the ante. the ante be upped in its patent dispute. Bloomberg 's Tim Higgins discuss the Apple watch. Apple to unveil its smartwatch. its smartwatch to be unveil on March 9. Apple recently released its ninth annual audit of working conditions. The company has a long way to go to fix problems related to abusive recruiting practices. Trish Reagan discusses the new Apple Watch Vogue. debute speaks on Street Smart. She speaks on Street Smart. She speaks on Street Smart\", 'The devices unveiled at the Mobile World. three-sided screen tries to reverse profit declines and market-share losses. three-sided screen tries to reverse profit declines to Apple Inc. Shares. three-sided screen to reverse profit declines to Apple Inc. Shares. the company tries to reverse profit declines and market-share losses. Alent be move into new markets. the complaints accuse Apple. the company must now sell it to a public. the company must now sell it. the Verge , and Horowitz will oversee the different pieces Companies. all of them in March 2000 Nine straight quarters of gains have lifted the index within 1 percent of its all-time high of 5,048.62. all of them in March 2000 Nine straight quarters of gains have lifted the index. gains be led by a 70 percent surge. The new Android Pay service will enable other companies. Google also is working on a service. The bright pop of the apple-green bag completes the effect', \"discusses be the future of the auto industry. discusses be the future of the auto industry with Bloomberg 's Mark. Samsung Electronics Co. and Apple Inc. be trailed in shipments. Apple can afford to care about our privacy\", 'consumers fully embrace wearable tech. Another starter was served with burnt-apple purée. It was rich like a kiss. fourth-quarter earnings call told analysts. Tesla could be worth. PayPal to defend its position', \"Bloomberg 's Tim Higgins discusses the production. some corporations felt pressure to bring cash back home. Apple deliver record profit in the latest quarter. Apple deliver record profit. Apple be based in Cupertino. record profit be deliver in the latest quarter. competition currently sells the iPad with a 9.7-inch. competition currently sells the iPad. It tastes like iced. longer-tenor bonds are a better deal on a purely financial basis. it should borrow in dollars. the Huntsman was like a bite. It was the kind of story\", 'the Story be Tell of the Unfathomably Bleak Economy the Fed Faced in 2009 (RTE)Apple Found Its Newest Billboards On The Internet ( BuzzFeed )5 Incredible Facts About the Current Retirement. the Fed Faced Its Newest Billboards. A Florida man put his dead neighbor in the bed. his dead neighbor be put in the bed. A Florida man put his dead neighbor. Apple Inc. will be added to the Dow Jones Industrial Average. The changes will push the number of technology-related companies. AT&T Inc. be replacing in the first reshuffling. Scarlet Fu examines market reaction. one is an indication. Apple is thinking of the Apple Watch Edition. Apple Inc. rose 0.9 percent as the company. Apple Inc. rose 0.9 percent. jobs data fueled speculation. 0.9 percent be rose as the company. Edelson discusses app development. Apple replacing AT&T on the Dow Jones. They speak on Street. ten stocks speak on Street Smart. He speaks with Alix Steel. He speaks on Street. He Now speaks ( Source with Alix Steel. quarters of gains lifted the index within 1 percent of its all-time high of 5,048.62. DowApple slipped in the five days. March 10 , 2000 slipped in the five days. quarters of gains lifted the index. the index be lifted within 1 percent of its all-time high of 5,048.62. gains be led by a 70 percent surge. The rate of death is also almost double', 'other interesting things are queued up including our morning train. :Is it Time reads to Dump the Dow. You can read representative. viewer responses be examine to the Twitter question of the day. impact Apple Watch may have on the price of gold and other. Markets Managing Director Daniel Ives discusses Apple Watch. Kanojia speaks with Betty Liu and Alex Sherman. Apple WatchMacerich climbed 6 percent. His next test comes in Monday. Apple just showed an ad. Inc. speaks about iPhone sales. Inc. speaks about the Apple Watch. Inc. speaks at the company \\'s \" Spring. Tim Cook discusses the new. Apple \\'s latest live event went off in addition. Apple \\'s latest live event went off in San Francisco. Apple \\'s latest live event went off to much fanfare. its thinnest and lightest laptop just got skinnier. a new MacBook be introducing with technologies. Apple Inc. said its thinnest and lightest laptop. The real question said of users of the new smartwatch. Chief Executive Officer Tim Cook said at an Apple event. Apple will be able. Apple to take data gleaned from its Health app and share it with doctors and scientists to use in medical research. Chief Executive Officer Tim Cook said in Monday. data be gleaned from its Health app and share. Inc. speaks about the pricing and availability of the Apple. Cook introduced the Apple Watch. Apple would adopt premium pricing. marketing be talk about the new 12-inch MacBook. Pulvirent takes a hands-on. Today was a big day for Apple. Today was a big day. Apple Watch Watch everything. They speak with Alix Steel. Abramowicz discuss current topics. They speak with Alix Steel. They speak on Street Smart. Alix Steel covers todays top ten stocks. Apple also cut the price of Apple TV. sell Apple Watch read this Apple Watch Hands-On. Dan Roth discusses the new reveil. He speaks with Alix Steel. He speaks on Street. Erika Karp discusses Apple. She speaks with Alix Steel. Clymer be the founder of the of online wristwatch magazine. Hodinkee .com discuss today \\'s Apple Watch launch. Munster speaks with Brad Stone. Apple has first attempt of the brand. Chief Executive Officer Richard Plepler said at an Apple event. Chief Executive Officer Richard Plepler said in Monday. HBO Now will be available exclusively on Apple TV , iPhones and iPads. Gene Munster discusses the future of the. Apple watch speaks with Brad Stone. He speaks with Brad Stone. Alex Gauna and Brad Stone discuss the new. They speak with Cory Johnson. They speak with Cory. occured today speak with Cory. Paul Kedrosky discusses the hottest topics. He speaks with Cory Johnson. Apple dropped the price of the device. Apple TV got a little more affordable. Apple TV got a little more affordable on Monday Apple. MacBook Apple CEO Tim Cook made a big deal. viewer responses be examine to the Twitter question of the day', 'IDC \\'s Bryan Ma discusses Apple \\'s new. Yvonne be Man on Trending Business. The carrier has also adopted a new design. The apple-shaped tanks will be able. The apple-shaped tanks to carry 16 percent. Nate Lanxon reports from Berlin. He speaks with Francine Lacqua. Apple finally revealed the details. Apple finally revealed the details about its new Watch in yesterday. it may not be that useful , it is part of Apple \\'s \"effort. Pulvirent discuss fashion , luxury and Apple Watch. Berkswell cheese peppered hearts. small European publishers sell them through big distributors such as Apple and Amazon . Investors do n\\'t always understand. small European publishers make e-books. them be sell through big distributors such as Apple and Amazon . Investors do n\\'t always understand. small European publishers sell them. journalists were invited to the European launch. :Bundling UnbundlingApple is now in the unbundling phase. Matthew Green discuss allegations', \"the Apple Watch may threaten the Swiss. Samsung 's market capitalization be boosted by 17.2 trillion. they can co-opt supply chains. profit margins be sacrifice to flood markets. his show would be accessible. his show would be accessible for U.S. drivers. they instead will be acquired by large companies. Thiel joined Y as a part-time partner.CompaniesApple…Central Intelligence Agency researchers. Thiel joined Y in Combinator. Apple has in its coffers. Apple has for the amount of cash. your data are on health gadgets. Steel discuss They. ( Source be speak with Bloomberg 's Mark Crumpton. Apple unveiled details of its smartwatch. deal would not be cost-efficient for Apple\", 'it would invest billions of dollars. production to be begin as early. She also clerked for Judge Paul R. Michel of the U.S. Court of Appeals. Apple gears up to release a line of high-end watches. revisiting dot-com era attempts to build an intelligent home around its appliances. revisiting dot-com era to build an intelligent home around its appliances. revisiting dot-com era attempts to build an intelligent home. their offerings be ramp up in the field. an intelligent home to be build around its appliances. Dave Morin went live at the Apple Watch event. Churches have started to use Meerkat. Dave Morin went live instead of a smiling ghost. Dave Morin went live in this week. thoughts speaks with Anna Edwards. He speaks with Anna Edwards. The typical American pays 35 percent of her bills. The typical American pays of her bills. programs draw women into the kind of math and science classes that feed into technology jobs . Apple just donated $ 50 million to this effort . Kleiner partner John Doerr often says something must. Apple just donated $ 50 million to this effort. Apple just donated Kleiner partner John Doerr to this effort. Apple just donated something must to this effort. feed just donated $ 50 million to this effort. Apple just donated $ 50 million Kleiner partner John Doerr', \"The plan includes smartphones. its outright lead be losing in the smartphone market. The Cupertino , California-based company saw sales. the Apple Watch look were dreamed up at Frog Design Inc.. Apple Watch look like a Beatles-era Timex —. no doubt appreciates the billionaire investor 's many compliments. companies are also affected Microsoft Corp. with the biggest weightings. companies are also affected Google Inc. by appreciation of the dollar. companies are also affected Microsoft Corp. by appreciation of the dollar. companies are also affected Google Inc. with the biggest weightings. companies are also affected Apple Inc. , Microsoft Corp. and Google Inc. , with the biggest weightings. companies are also affected Apple Inc. , Microsoft Corp. and Google Inc. , by appreciation of the dollar. companies are also affected Apple Inc. , Microsoft Corp. and Google Inc.\", 'Affiliates buy all the stocks in the S&P 500. Affiliates buy all the stocks in equal amounts. Affiliates buy the stocks. the stocks be buy in the S&P 500. the stocks be buy in equal amounts. shipments will fall by nearly 5 percent. shipments will fall to 293.1 million units. License RenewalApple and Ericsson already have sued each other in district court. License RenewalApple and Ericsson already have sued each other. Ericsson claims The trade. Ericsson wants much money', \"the company seeks to extend market-share gains. Project Syndicate see also Bonds Hit Boiling Point Thanks to ECB. everything you need to know.Apple will soon accept non-Apple smartphones. the industry has embraced the technology as the future of the business. the industry has embraced the technology. Apple Inc. acquired Beats Music. Apple plans to launch a streaming TV. Apple climbed 1.8 percent. inflation expectations tempered the outlook. U.S. stocks pared declines. He speaks with Bloomberg 's Alix. declines overshadowed gains for the likes of Apple. Bloomberg 's Cory Johnson discuss Apple 's TV goals\", 'Apple Inc. called Apple TV. Tim Cook issued an apology after the show targeted Apple . Foreign automakers are leading the contrition this year. Tim Cook issued an apology. an apology be issued after the show targeted Apple . Foreign automakers are leading the contrition this year. 315 Gala reported defects in The year. data be compiled by Bloomberg Intelligence show. Apple became the exclusive launch partner. customers will order through a Starbucks website. few people to suddenly forego an experimental tourbillon', \"world 's largest watch show opens in Basel. Apple will have the fifth highest weighting. the Dow Apple joins the Dow Jones Industrial Average in today. the Dow Apple joins the Dow Jones Industrial Average. they max out at 160 miles. The difference is very important. That one is called Apple and this one. every company to get into payments. every company here even wants to get into payments. Apple and Google are fighting it out for domination. GoldmanApple Inc. enters the Dow with the fifth highest weighting. GoldmanApple Inc. enters the Dow in today. the Nasdaq Composite Index sits below its highest-ever level. GoldmanApple Inc. enters the Dow. a few popular channels is driven by companies. The iPhone maker plans to debut an online service with about 25 channels. The iPhone maker to debut an online service with about 25 channels. The iPhone maker plans to debut an online service. an online service to be debut with about 25 channels. Industrial Average means for Apple. They speak with Bloomberg\", \"watchmaker Piaget gives his thoughts. watchmaker Piaget discusses his brand. He speaks with Bloomberg 's Pimm Fox. wearable computer are often billed as alternatives. The Nasdaq Composite approached an all-time high in the same week. The Nasdaq Composite approached an all-time high. its biggest member entered a much older gauge\", 'Alibaba wants to defend itself against cybersecurity threats. biology wants to defend itself against cybersecurity threats. Alibaba to defend itself against cybersecurity threats. biology to defend itself against cybersecurity threats. itself to be defend against cybersecurity threats. Alibaba wants to defend itself. biology wants to defend itself', \"thee (FT Alphaville)Apple Opens. com/bloombergview/cambria-cio-meb-faber-masters-in-business-audio Listen to the podcast. com/bloombergview/cambria-cio-meb-faber-masters-in-business-audio Listen on Apple iTunes or SoundCloud. com/bloombergview/cambria-cio-meb-faber-masters-in-business-audio Listen at Bloomberg. Google invests to spur growth. The city 's version of a premiere is more like an Apple keynote or a speech. 69 percent of its ad revenue be generated from mobile ads\", \"Sharp Corp. rose to the highest level. Sharp Corp. rose as the debt-strapped supplier. Sharp Corp. rose in this month. Sharp Corp. rose to Apple Inc.. .Apple is training its store employees to focus on fashion advice. Silicon Valley no longer gets a free pass Early in Apple 's history. Computer makers have turned to Delta Electronics Inc.. Computer makers have turned to power. Apple is placing more emphasis on the development of solid data infrastructure. more emphasis is placing on the development of solid data infrastructure. Apple is placing more emphasis\", 'Music Ally .Apple acquired Vienna. Apple to cut U.K. prices for iTunes downloads and German and U.K. authorities. Apple to cut U.K. prices. a full English fry-up of bacon scrambled eggs', 'Apple Inc. Chief Executive Officer Tim Cook joined other technology-industry leaders criticizing Indiana Governor Mike Pence for signing legislation. other technology-industry leaders criticizing Indiana Governor Mike Pence for signing legislation that critics say targets the gay community .. Indiana Governor Mike Pence be criticizing for signing legislation that critics say targets the gay community .. people be briefed on the matter', 'Apple CEO Tim Cook said on CNBC. whose patents are part of this portfolio. Apple to inject a little bit of Barneys. 500 models seemed relatively affordable .with than four weeks. 500 models seemed relatively affordable. Apple is trying to inject a little bit of Barneys. the yield will be 1 percent by the end of next year. the Apple Watch will sell 10 million units in its first two quarters.All of the above. the Apple Watch will sell 10 million units. the yield will be 1 percent. he writes in the Washington Post. Tim Cook is spreading misinformation', 'The law provoked criticism. them be recognize as a protected class. Monday said in an Op-Ed. Monday said in the Washington Post. They go against the very principles. Apple CEO Tim Cook said in an Op-Ed. These bills rationalize injustice. Apple CEO Tim Cook said in the Washington Post. Monday said an Op-Ed. Hon Hai Precision posted a record profit. The plating is beautiful. entrepreneur Jay Z has partnered with the biggest musicians. Apple was unsuccessful in its attempts to offer a Spotify-like service for $ 8 a month. Apple was unsuccessful', 'Philadelphia and Chicago offers on-demand and live programming from than 85 channels. Apple Inc. plans to debut a service with about 25 channels. Apple Inc. to debut a service with about 25 channels. Philadelphia and Chicago offers on-demand and live programming. Apple Inc. plans to debut a service. a service to be debut with about 25 channels. The much-discussed op-ed deplores the law. Amazon.com Inc. added 20 percent. Apple paced gains. 2.5 percent be dropping to the end of the month. a $ 50-a-month service includes programming from than 85 channels. you have people. people watch the channel for the first time. its own standalone Web service be introduce on Apple Inc. devices. the channel be watch for the first time. people watch the channel. people watch the channel without a pay-TV package. Apple plans to debut an online TV service. the channel be watch without a pay-TV package', 'the TV networks to take care of the cost and logistics of the streaming infrastructure. care to be take of the cost and logistics of the streaming infrastructure. the TV networks to take care. The EU sent questionnaires. dozen states Lobbying from companies. It \\'s almost an apples-and-oranges sort of thing. he put a hold. fresh-baked brown bread opted for a quarter. the 58-year-old Ukrainian vocal coach opted for a quarter. he rounded out his shopping trip with two sweet rolls and a small. his shopping trip be rounded out with two sweet rolls and a small. it eventually made a decisive pivot in 2013. a decisive pivot be eventually made in 2013. a multinational electronics powerhouse eventually made a decisive pivot in 2013. The Apple order may lead to additional business. business to be gain in the more than $ 300 billion semiconductor industry. business to be gain from Apple and Qualcomm Inc.. legislators quickly passed a \"fix. General Electric Co. , Angie \\'s List , Wal-Mart Stores , and Apple Inc. were among the businesses loudly decrying Indiana \\'s move. legislators quickly passed a \"fix General Electric Co. , Angie \\'s List , Wal-Mart Stores , and Apple Inc.. the car I drove all over Long Island last week looked like a bleached puppy would give it an extra push. our longer-form weekend reads :IPhone Killer. Fiorina argued in an interview. Fiorina argued on Friday. Hillary Clinton argued in an interview. Hillary Clinton argued on Friday. The Osaka-based television maker and display supplier is seeking investment to form a subsidiary making', 'States can prosecute the same crime as the U.S. government. States can prosecute the same crime. four years be convicted in a trial set to start Monday. Coca-Cola Co. rose 1.2 percent amid gains. Coca-Cola Co. rose 1.2 percent. Apple Inc. and Microsoft Corp. added than 1.6 percent. 1.2 percent be rose amid gains. utility companies led the advance', \"leading names will appear before an Australian Senate. Operating income will jump to than 8 trillion. analyst expectations be raising as the company. The Apple Watch is a huge new release. Bloomberg 's Josh Topolsky spent in a week. they can better sell luxury watches. you can opt to have a Apple salesperson. It starts at an Apple Store\", 'the launch means for the company. Samsung fell back into a tie. Sense) Top-earning Americans had good 2012 ( Al Jazeera America) The Apple Watch ( Daring Fireball ) see also The definitive Apple Watch review roundup. her beer sundae be serving with a scoop of apple sorbet. The reviews are in Several publications. Pincus will revitalize Zynga. interface We believe Apple excels at human interface designs and optimizing user experience reiterated its outperform rating. Apple excels at human interface designs and optimizing user experience. Oppenheimer reiterated its outperform rating. Apple is currently trading. Apple similarly specializes in curated playlists. the service is vying for second place. Apple similarly specializes for customers who pay as much as $ 99 annually. flavor creates a supple jerky. buffalo creates a supple jerky. The CEO said in a letter. He said in February. September said in February. September brought also from Kaiser on Fasano. Foxconn announced in 2011. you try on the Sport and standard Apple Watch. preorders will open much. Samsung has two models that will go on sale on Friday', \"IDC 's Tom Mainelli discusses the Apple. Samsung and Apple duke it out in today. Samsung debuts its Galaxy. the tech giants launch new products. Apple takes pre-orders. The Apple Watch is available on pre-order. The Apple Watch is available. Topolsky has one. He speaks with Jonathan. Arkansas to backtrack after businesses. governors to backtrack after businesses. such laws discourage recruitment. Reno has attracted Bay Area-based Apple Inc. and Tesla Motors Inc. Apple. You know the line around the corner. You know the line. they debut a product. Apple Watch arrives Well when Apple launched their new watch without the crowd You know the line around the corner from the Apple store. interest-rate manipulation arrives Well when Apple launched their new watch without the crowd You know the line around the corner from the Apple store. Apple launched their new watch. They speak with Guy Johnson. his team will be one of a few focusing. MacRumors lists the Apple Stores. this launch Now is available on Apple devices. this launch Now is available. The Apple Watch went on display. The Apple Watch went in Apple. Bloomberg spoke to several of those. Bloomberg spoke of several of those. Few people lined up at Apple stores. online pre-orders pushed delivery dates. watch business discusses the marriage of fine watchmaking. it acquired in its $ 3 billion purchase of Beats Electronics LLC. Cruz 's launch video has received less than half. Cruz 's launch video has received less than half as many views\", 'traditional auto producers also face new competition from the likes of technology companies Apple Inc.. traditional auto producers which also face new competition from the likes of technology companies Apple Inc. and Google Inc. Fiat Chrysler is open to a combination', \"Economist)Apple Watch see set to beat iPhone launch with 1 million-order weekend. Economist)Apple Watch to beat iPhone launch with 1 million-order weekend. Economist)Apple Watch to beat iPhone launch. Economist)Apple Watch see set to beat iPhone launch. American wage growth is so lousy. smartwatches and smartphones Still are n't apples to apples. smartwatches and smartphones Still are n't apples with Apple accounting. smartwatches and smartphones Still are n't apples for more than half of those sales. The global market may reach 28.1 million units. CEO. Suri 's Nokia showed a remarkable gross margin of 44.3 percent , better. The company 's stock price reflected the success of his relentless concentration. Apple developed as a starter kit. his parents gave him an Apple imac computer. Xcode developed as a starter kit. his parents gave him an Apple. an Apple be gave him imac computer. health-care companies analyze patient\", \"Apple Inc. chose it as one of its best apps of 2014. NYT Now was aimed at younger readers. Apple Inc. chose it. The nation then watched on in disbelief. economy The nation then watched on in disbelief as Nokia was brought to its knees. economy The nation then watched on in disbelief as Nokia was brought by rivals Apple Inc. and Samsung Electronics Co.. The nation then watched on as Nokia. We surveyed a group of over. The e-mail that lured the most recipients was a bogus promotion for an Apple iPad. 176 users not only opened the iPad e-mails. The e-mail that lured the most recipients was a bogus promotion. 176 users not only opened the iPad e-mails in the first round. 169 be ranked in Apple 's store. Twitter rolled out in last month\", 'Jawbone has announced Jawbone on a new line of bracelets. kitchen is on one side of the room. first-quarter earnings be doubled as assets. Apple is keeping orders to its website. Research Analyst J.P. Gownder discuss the launch of Apple', 'The maker of smartphone chips is being hurt by a stronger U.S. currency and weakening Chinese economy. she joined Apple. Oppenheim typically lost the entire amount of the. Oppenheim embarked Soon including Tesla , Apple , Google and Netflix. brokerage accounts embarked Soon including Tesla , Apple , Google and Netflix. Oppenheim embarked Soon on sizeable trading of stocks. brokerage accounts embarked Soon on sizeable trading of stocks. Oppenheim embarked Soon after each deposit. brokerage accounts embarked Soon after each deposit. Apple sets the bar. The most popular subscription service is owned by Spotify Ltd. Apple Inc.. it acquired from Beats Electronics LLC', \"Tesla Ever Make Money. the market looking for bargains. Scarlet Fu takes a look. She speaks with Bloomberg 's Mark Crumpton. devices offer sophisticated ways to monitor the body. Shares from Apple Inc. and Microsoft Corp. surged as technology companies. Chinese shares retreated from levels\", 'Hollywood loves the company. precision-engineered watches speaks with Bloomberg. He speaks with Bloomberg. A gauge of technology shares surged 1.8 percent as Apple Inc. , Microsoft Corp. and Facebook Inc.. A gauge of technology shares surged 1.8 percent. 1.8 percent be surged as Apple Inc. , Microsoft Corp. and Facebook Inc.. Greek bonds fell in Monday. A gauge of technology shares surged 1.8 percent rebounding from a 1.4 percent drop. https ://soundcloud.com/bloombergview/professor-alan-krueger-masters Listen to the full podcast. https ://soundcloud.com/bloombergview/professor-alan-krueger-masters Listen on Apple iTunes or SoundCloud. https ://soundcloud.com/bloombergview/professor-alan-krueger-masters Listen at Bloomberg. Color is backed by investors. gene is backed by investors. Apple—have just been criticized for outsourcing their pollution. Justin Wu is \"hitting back at that whole line of arguments. Justin Wu be head of Asia research. money packaging be those tracks as little data files. you probably want to be thinking like Spotify. Apple listed as a variety of subjects. the quarter said in a lobbying report', 'human-rights abuse and corruption are examples of thousands of companies. Patents Apple Prevails won a dispute. (Skift)Apple Watch developers are being offered a Sport version of the watch. companies competing with applications for the Apple Watch when the device is released this week . British Airways passengers will be able. companies competing with applications. the device is released in this week. their Apple Watch to use to be as a boarding pass. the most remarkable business story of the past decade-plus , the rise and continued supremacy of Apple has come in the face of repeated warnings. the company is on the same path. Suzy Menkes said at the event. Apple will do in luxury watches. year have been built since 1970s Rents are rising , drawing. companies hire staff. companies hire staff in Ireland', \"Apple struggled in 2012. it debuted mapping software. Analysts and investors will get more insight. third-party apps can tinker with settings. An iOS version of f.lux works on jailbroken devices. first released in 2009 works on jailbroken devices. Its top holdings currently are PLC followed by Apple Inc. and O'Reilly Automotive Inc.. Jazz Pharmaceuticals currently are PLC followed by Apple Inc. and O'Reilly Automotive Inc.. Apple clear . Apple is the driving force in the run-up. one thing becomes immediately clear. global equity markets bottomed in March 2009 paced by gains. Steve Jobs Then returned in 1997. Steve Jobs Then returned to Apple. Steve Jobs Then returned for a salary of $ 1. Some highlights include a piece airing the grievances of those who think the Apple Watch is overhyped , a look at new fashion apps that act as stylists , and an interview. Best include a piece airing the grievances of those who think the Apple Watch is overhyped , a look at new fashion apps that act as stylists , and an interview\", \"you 'd like to get Money Stuff in handy e-mail form. you 'd like to get Money Stuff. you to get Money Stuff. Apple Watch erotica Air sex.If. global equity markets bottomed in March 2009 paced by gains. Apple Watch goes on sale. Apple Watch goes in today. Nokia has also pitched it. smartwatches can pick up a smartwatch that looks quite similar to Apple 's own creation , complete with replica Digital Crown and touch screen . Like the Cupertino original. The Apple Watch went on sale. The Apple Watch went in stores. you can just walk into an Apple Store. Imagine Apple 's first iPhone is still on sale. Imagine Apple 's first iPhone is still in today. Ben Clymer be founder of Hodinkee. Hodinkee founder Ben Clymer gives his first. impressions of the Apple Watch speaks with Bloomberg 's Alix. He speaks with Bloomberg 's Alix\", \"Trend-setters created products. Fikri said Trend-setters. Apple delivers earnings. Everyone hates Yanis Varoufakis. Apple did in Russia. U.S. companies may have to raise prices. U.S. companies to raise prices. Apple has jumped 18 percent. beat profit projections has jumped 18 percent. phone sales be drive at the end of last year. Apple had to fill after the death of Steve Jobs. Apple to fill after the death of Steve Jobs. best likened the gap he leaves behind to the one. Apple Inc. sold its $ 17 billion investment-grade offering in April 2013. its $ 17 billion investment-grade offering be sold in April 2013. Apple Inc. sold its $ 17 billion investment-grade offering. the Apple product experience can no longer be contained in the Apple store. Scarlet Fu previews Apple 's earnings report. She speaks with Bloomberg 's Mark Crumpton. Angelo Zino previews Apple earnings. bottom lines will also speak to a wide range of issues. He will also speak to a wide range of issues. bottom lines will also speak in the global payments space. Apple posted a 33 percent jump. last quarter be fueled by strong demand. The company also boosted its capital-return. Chairman Michael Holland discuss Apple 's second-quarter. Apple is putting on pace. Apple is putting for its highest annual profit\", \"IPhone sales outpaced those in the U.S.. IPhone sales outpaced those in the U.S.. Apple had a massive quarter The bar was high and Apple. Apple is in the midst of a transformational , super cycle. Apple Inc. rose in premarket trading. Apple Inc. rose after posting profit that beat analyst estimates and boosting its. overshadowed a rally in commodities stocks . E-mini futures slipped 0.1 percent. overshadowed a rally in commodities stocks . E-mini futures slipped 0.1 percent in today. overshadowed a rally in commodities stocks . E-mini futures slipped 0.1 percent Apple Inc.. The Apple Watch battery was designed to last 18 hours. Moet Hennessy Louis Vuitton SE. was designed to last 18 hours. Apple Inc. sank 1.6 percent to lead losses. Apple Inc. sank 1.6 percent. Apple saw second-quarter profit surge by 33. Apple saw second-quarter profit surge. second-quarter profit surge be saw by 33. the company to boost its capital-return program. Angela Ahrendts poached from Burberry. Angela Ahrendts poached by Apple , or Marjorie Scardino. its owner Pearson be ran the Economist magazine then until a few years. the Economist magazine be ran then its owner Pearson until a few years. Apple is held by than 250 ETFs and 1,800 mutual funds. Apple , Microsoft , and McDonalds is held by than 250 ETFs and 1,800 mutual funds. mainstream ETFs and funds holds such widely held companies. com/bloombergview/charles-schwab-liz-ann-sonders Listen to the full podcast. com/bloombergview/charles-schwab-liz-ann-sonders Listen on Apple iTunes or SoundCloud. com/bloombergview/charles-schwab-liz-ann-sonders Listen at Bloomberg. Shinola discusses the company 's branding strategy and the. Apple increasingly depend on Chinese consumers\", \"the company to lean on the chip and display units. currency moves cut earnings by 800 billion won. earnings be cut by 800 billion won. currency moves cut earnings. He speaks with Bloomberg 's Cory. the rising South Korean won made in its devices. You're to see 85 to $ 90 oil. May to see 85 to $ 90 oil. You're going to see 85 to $ 90 oil. May going to see 85 to $ 90 oil. This commentary aired on Bloomberg Radio.... columnist Katie Benner presents a commentary arguing that Apple wants to broaden its product line and its appeal. Apple Watch 's fortunes are still tied to iPhone proliferation. Apple be sustained sales growth for the tablets. Apple may not see sustained sales growth. An Apple car is still a dream. Sao Paulo , Rio de Janeiro , Brasilia and Belo Horizonte . Corcioli Filho ordered Google Inc. , Apple Inc. , Microsoft Corp. and Samsung Electronics Co.. A software fault iPads used delayed some flights by American Airlines pilots. A software fault iPads used delayed some flights for navigation charts. A software fault iPads used delayed some flights in Wednesday. The idea of an Apple tie-up is as n't as preposterous. you might buy Apple stock. your bank be a call with a strike price of $ 130. you might buy Apple stock in a conversion. His company 's innovative products have earned the status of luxury objects\", \"Corporations have helped to move public opinion on gay marriage and the rights of openly gay employees. his after-tax income gets a reduction. He has a vegetable garden behind the house where he grows beans. Apple Inc. has raised a flag. past taxes to be pay as part of a European Commission investigation. past taxes to pay to be Ireland. The company took a 180 billion-yen charge. it struggled to compete with Apple Inc. , Samsung Electronics Co. and Chinese vendors. Supreme Court justices will hear arguments. Apple 's Irish subsidiaries have had no domicile. this side of the Apple Watch—which also would n't be a bad idea with these design combinations. Energy efficiency has long been the unassailable apple pie of energy issues. 1 drink chilled saison beer6 ounces chilled apple cider1/2. simple syrup1/2 ounce fresh lemon juice6 ounces chilled saison beer6 ounces chilled apple cider1/2. 1 drink chilled saison. simple syrup1/2 ounce fresh lemon juice6 ounces chilled saison. the Apple Watch came up in conversation. Apple and Facebook did n't respond to requests\", 'Russell 2000 Index toward its worst week since October and pared a monthly gain for the S&P 500 . Apple Inc. lost 2.7 percent after reports it found a defect in its new watch. 2.7 percent be lost after reports it found a defect in its new watch. Yelp Inc. plunged 23 percent. it found a defect. Russell 2000 Index toward its worst week since October and pared a monthly gain for the S&P 500 . Apple Inc. lost 2.7 percent. chef James Lowe serves dishes. Pope Francis is no ordinary Bishop of Rome. Pope Francis is no ordinary Bishop of Rome , and climate change. Apple SinksApple has slumped 5.7 percent since April 27. Apple SinksApple has slumped 5.7 percent for the biggest three-day loss. Apple SinksApple has slumped 5.7 percent. Apple Inc. gives readers a measly commentary of about 250 words. Apple may sell its first yen bonds. Apple Inc. dropped 1 percent amid concern. technology companies propelled equities to fresh records. Apple Inc. dropped 1 percent. 1 percent be dropped amid concern. equities be propelled to fresh records. technology companies propelled equities in the previous week. equities be propelled in the previous week. Patterson examine Apple iWatch sales and why. Icahn has been a frequent antagonist to management. an activist investor has been a frequent antagonist to management. Icahn has been a frequent antagonist at companies. an activist investor has been a frequent antagonist at companies. he agreed with Fink', 'comparison.An annual meeting .Berkshire Hathaway had its annual jamboree in this weekend. 100 percent of those expenses be classifying as private equity fees. comparison.An annual meeting .Berkshire Hathaway had its annual jamboree. tattoos can interfere with some Apple Watch functions', 'goods maker Richemont is rolling out high-tech straps to counter the smartwatches plans to embed a communication device into bands of its timepieces. IWC Schaffhausen plans to embed a communication device into bands of its timepieces. goods maker Richemont is rolling out high-tech straps to counter the smartwatches plans to embed a communication device. IWC Schaffhausen plans to embed a communication device. IWC Schaffhausen to embed a communication device into bands of its timepieces. the smartwatches be designed by Apple Inc. and others. The startup is headed by Lars Albright. Apple Inc. which acquired in 2009', \"Apple is no stranger to antitrust enforcement. The U.S. government sued Apple in 2012. Apple pushed the publishers. The U.S. government sued Apple and five publishers. The U.S. government sued five publishers in 2012. Apple and five publishers be sued in 2012. The Vulcain Cricket can wake you up in the morning. you to plug it. you can be wake up in the morning. you do n't even have to plug it. it bought Navteq in just three months. it bought Navteq. Bloomberg sued Apple for patent infringement. Interactive television company OpenTV sued Apple for patent infringement. Bloomberg sued Apple. Interactive television company OpenTV sued Apple. Apple be sued for patent infringement. ( Bloomberg)Apple Pay is coming to 2,000 Home Depot stores. OpenTV be company of Interactive television\", 'The interview later moves then to a reading room to his office. The interview later moves then to a reading room in a stand-alone garden hut. The company offers a home. retail startup be founded by ex-Apple retail head. Forbes)Enjoy Technology is open for business', 'They developed a product. I look at companies. video , audio and he gets a substantial amount of traffic . I could see private equity , Yahoo , Apple , Google/YouTube being interested . What Bill offers is a rare commodity in the midst of a fragmented', \"Cisco Do n't go to FX trading school. Reuters)CompaniesApple is expanding efforts to protect the environment. That Apple should buy Greece with the useless cash it has on hand. That Apple should buy Greece. it has on hand. Greece should be buy with the useless cash it has on hand\", \"Apple Dippers be adding to the menu. Constantin North America sits down with Bloomberg 's Pimm Fox\", 'the Australian government has companies like Google , Apple and Microsoft in mind. the Australian government has like Google , Apple and Microsoft. the Australian government has companies. Bloomberg \\'s Stephen Engle reports on Apple CEO Tim Cook \\'s push. He speaks with Bloomberg \\'s Angie Lau. He speaks on First Up . \" ( Source. Smartwatches may have an edge. a smartwatch be introduced in April. Apple agreed in March. Apple agreed to 25 percent. maintenance and communications . Shuttle-bus drivers serving Facebook , Apple Inc. , EBay Inc. and Yahoo! Inc. voted in February. The case attracted interest. The New York-based firm represents companies ranging from tech titan Apple to cigarette maker Altria. companies ranging from tech titan Apple. the lithium-ion battery maker accused Apple. Apple Inc. and A123 Systems LLC have agreed to settle a lawsuit in which the lithium-ion battery maker accused Apple', 'a full-year loss that was wider than expected as the debt-saddled display maker for Apple Inc. be received financial support from its main lenders. The company reported a net. a full-year loss that was wider than expected as the debt-saddled display maker for Apple Inc. cut jobs. the Information)Apple settled a lawsuit filed by the battery maker A123 Systems ,. a lawsuit be filed by the battery maker. the iPhone maker be accused of poaching. Systems accused the iPhone maker of poaching. activists started 344 campaigns. much companies invest in security', 'The S&P 500 closed at an all-time high. The S&P 500 closed on Thursday. The S&P 500 closed as Microsoft Corp. and Apple Inc.. dollar buoyed multi-national companies. Sharp fell in Tokyo trading. equity measure advanced 1.1 percent. equity measure advanced 1.1 percent in Thursday. it has the solution with a new $ 3.99 plan. Tim Cook delivers the commencement address. his journey of self discovery led to his view. Apple Inc. Chief Executive Officer Tim Cook called on new college graduates. Apple Inc. Chief Executive Officer Tim Cook called in a rare public speech', \"Precision Industry Co. rose to the highest. Precision Industry Co. rose after the maker of Apple Inc. iPhones. companies dominate growth. Tata Power Co. rose Hon Hai. 13F day so here are 13F stories about Apple , Herbalife , Pershing Square and Actavis , Trian and Mondelez , Paulson and Valeant. Jonathan Christodoro be a managing director of Icahn Enterprises. Carl Icahn called for the company. Carl Icahn wrote in a letter. Carl Icahn wrote a letter. Apple gives the U.S. tech company more leverage for an ultimate agreement it may seek with Samsung to end a fight over mobile phones. it may seek with Samsung. Apple gives the U.S. tech company more leverage. past events shaped the intensely private man. Tim Cook becomes comfortable. He speaks with Bloomberg 's Alix Steel and Cory Johnson. air freight market risks disrupting supply chains for a technology used to power products from Apple Inc. iPhones to Lenovo Group Ltd. laptops. a technology be used to power products. a technology be used from Apple Inc. iPhones. supply chains be disrupting for a technology used to power products from Apple Inc. iPhones to Lenovo Group Ltd. laptops. Carl Icahn wrote in a letter. Carl Icahn wrote a letter. Apple climbed 1.1 percent to its highest level. Apple climbed 1.1 percent after billionaire investor. Apple climbed 1.1 percent. 1.1 percent be climbed to its highest level. slight recovery will spur production. 1.1 percent be climbed after billionaire investor\", \"Tom Neumayr declined The question whether Apple is going to do its. Apple will dominate in two new categories. any bid could result in the iPhone maker canceling. a TV. talked about Carl Icahn 's financial model. U.S. investor Carl Icahn made a public plea to Apple Inc. Chief Executive Officer Tim Cook. U.S. investor Carl Icahn made a public plea. a public plea be made to Apple Inc. Chief Executive Officer Tim Cook. tomorrow rose higher bond yields to all-time highs. they own in Allentown\", \"competition announced the new offerings. Apple could engage in anticompetitive behavior. They speak with Bloomberg 's Emily Chang. The country is still good at cribbing. Samsung copied Apple 's smartphone designs. a few bad apples ruined it for the rest of our good hard-working bankers\", 'company maintained its status as the biggest smartphone maker. its status be maintained as the biggest smartphone maker. company maintained its status. Japan Display Inc. competes with Sharp. Bloomberg)Twilio kicked off the TwilioFund. Apple could still change the way. Transports BounceCVS gained 2.4 percent the most. University . Qualcomm Inc. advanced 1.2 percent. Apple Inc. increased 1 percent. Oliver speaks with Erik Schatzker. the outlook restricts the trading of foreign debt. the outlook restricts the trading of foreign debt by U.S. banks. the outlook speaks with Erik Schatzker. Oliver restricts the trading of foreign debt', 'a row , like asking what types of fruit are in a basket , then asking it to count the number of apples . In tests gave the correct answer 64.7 percent of the time. it gave the correct answer 64.7 percent of the time. You can also buy shows. The cost to insure debt in the Japanese supplier of displays to Apple Inc. rose 210 basis points to 751. The cost to insure debt in the Japanese supplier of displays to Apple Inc. rose credit-default swap data from CMA show to 751. The cost to insure debt in the Japanese supplier of displays to Apple Inc. rose 210 basis points on May 21. The cost to insure debt in the Japanese supplier of displays to Apple Inc. rose 210 basis points credit-default swap data. The cost to insure debt in the Japanese supplier of displays to Apple Inc. rose credit-default swap data from CMA show on May 21. 210 basis points be rose credit-default swap data from CMA show to 751. The cost to insure debt in the Japanese supplier of displays to Apple Inc. rose credit-default swap data from CMA show 210 basis points. its financial performance has attracted attention Goldman , AppleOperating profit margins. it has attracted attention Goldman , AppleOperating profit margins. the company makes more income. its financial performance has attracted attention on its own. its financial performance has attracted the company makes 25 percent more income Goldman , AppleOperating profit margins. it has attracted attention on its own', \"they probably make up an even greater proportion. Apple —the world 's biggest technology company. Hatzius is categorized as 'hardware. technology sector is categorized as 'hardware. Apple filed for bankruptcy protection. Apple can use the Mesa facility\", 'The Tokyo-based company expects sales. The Tokyo-based company expects in the business. electricity . Solar power capacity has jumped 20-fold since 2008. electricity . Solar power capacity has jumped 20-fold. Rooftop panels are sprouting on homes. companies . South Korea and China are adopting antitrust policies that may require companies such as Apple Inc. and Qualcomm Inc. to license inventions to rivals more easily and cheaply , potentially , giving. companies to license more easily cheaply cheaply potentially inventions. Apple Inc. gained 1.4 percent. owners of many Chevrolet models to use voice commands. owners of many Chevrolet models to use voice commands to control Apple and Android applications. owners of many Chevrolet models to control Apple and Android applications. owners of many Chevrolet models to use voice commands to control Apple on smartphones. owners of many Chevrolet models to use voice commands to control Android applications on smartphones. the first self-driving truck is already on the road. owners of many Chevrolet models to use voice commands. owners of many Chevrolet models to use voice commands to control Apple and Android applications. Emily Chang reports on Bloomberg West .\". owners of many Chevrolet models to control Apple and Android applications. owners of many Chevrolet models to use voice commands to control Apple on smartphones', \"largest share sale making it then the fourth most valuable company after Exxon Mobil Corp. , Apple Inc. and PetroChina Co.. The company also wants to grab a greater share of the market. PC and smartphone businesses compete with Apple Inc. and Samsung Electronics Co.. Apple would view the car as a the ultimate mobile device. Apple would view the car itself. itself would be view the car as a the ultimate mobile device. Apple would view itself as a the ultimate mobile device. analysts have put an increased focus on important Chinese consumers. analysts have put an increased focus. a service will ever make its way. He speaks with Bloomberg 's Emily Chang\", 'Apple Inc. will release an all-in-one device or a headset. Apple to continue to send more money back to shareholders.According to new research. more money to send back to shareholders.According to be new research. FreeMomentMoment creates an easy. This food bears the same resemblance. an apple pie does to a Granny Smith and a stalk of wheat. central-bank governors will be followed by a summit of government leaders', 'The research has added fuel to the discussion that women. The research has added fuel', 'Goldman has published a note', \"Samsung to reverse declining market share. no high-ranking bankers gone to jail. the bank scandals about isolated bad apples or pervasive bad cultures. The service will will be available. The service will will be available on Apple products. Chairman Eric Schmidt turned down all stockholder proposals Schmidt. Chairman Eric Schmidt turned down Schmidt all stockholder proposals. the company is a Google partner and a competitor. Bloomberg 's Emily Chang reports on Apple CEO Tim Cook 's veiled swipe. Bloomberg 's Emily Chang reports at rivals Google. She speaks on Bloomberg West. Audible pumped $ 5 million into Tantan. Audible pumped $ 5 million in this year\", \"Apple sold debt in Swiss francs. Apple sold debt in February. Apple continued via bond sales. Apple sold debt. you ca n't fill an entire fund. the list of milestones will almost certainly include something that has flown under the radar of most devoted Apple users. companies lost ground to Apple Inc. and Samsung Electronics Co.. ground be lost to Apple Inc. and Samsung Electronics Co.. companies lost ground with venture investment. ground be lost with venture investment. companies lost ground. They speak with Bloomberg 's Emily. He speaks with Bloomberg 's Emily Chang. outlook speaks with Bloomberg 's Emily Chang. Amazon needs to keep shoppers\", \"structured notes be linked to shares of companies. the moniker be applying to high-yielding structured notes tied to stocks of companies including Apple Inc. and Facebook Inc. Sales of structured notes. high-yielding structured notes be tied to stocks of companies. The initiative takes place at a time Silicon Valley companies from Apple Inc and Google Inc. to Uber Technologies Inc. are getting into transportation. The initiative takes place. place be takes by innovation and competition. The time has come for Google Inc.. The time has come to join Apple Inc. , Microsoft Corp. and other peers. Apple buys a lot of bonds. Apple buys of bonds. Apple is one of the biggest buyers of corporate bonds :Apple. shops will be stocked with a whole new range of smartwatches. shops will be stocked in coming weeks. Re/code)CompaniesApple is scrambling to agree on terms. he will stay at the company. Apple , Oracle and the other tech giants hoarding half a trillion dollars in cash have joined the ranks of the biggest buyers of the debt. The time has come for Google. The time has come to join Apple , in technology. The time has come to join Microsoft in technology. The time has come to join other peers in technology. Apple , Microsoft and other peers to be join in technology. The time has come to join Apple , Microsoft and other peers. He speaks with Bloomberg 's Emily Chang. Technalysis founder Bob O'Donnell previews Apple 's developer event. Bob O'Donnell be founder of Technalysis. Apple 's developer event be scheduled for Monday\", \"Vestager said in last month. regulators will fail to complete tax probes. Apple to encourage its partners. Apple to introduce a streaming-music.... Apple will stick is with most of its existing vendors. their capital to be deploy in moonshots. The service will also be available initially on Apple Inc. products. a new high-grade gauge was created in March. the company said at its WWDC event. The program will include a loyalty program and rewards. Apple is changing the name of its Passbook app. Apple 's Vice President of Online Store Jennifer Bailey speaks at Apple 's WWDC 2015. Apple Vice President Susan Prescott announces Apple News. Apple Inc. be revised software for its watch. Apple Inc. be revised software on Monday. the product be released for sale. Musician Drake announces the roll at WWDC Keynote address. Musician Drake announces the roll ( Source. Musician Drake announces ( Source : Bloomberg ) at WWDC Keynote address. Apple showed off a new streaming-music service that will give users access to an inventory of songs for $ 9.99 a month. ground to be regain against upstarts that have lured listeners by offering. this next :Apple Said to Build High-Speed Network. Apple 's—a legacy was on full display. Apple held its Worldwide Developers Conference in San Francisco on June 8 , 2015. you be the biggest moments from the keynote address. its Worldwide Developers Conference be held on June 8 , 2015. Apple held its Worldwide Developers Conference. you be the biggest moments in just three minutes. talk about Apple Inc. 's new music streaming service , updated watch operating system and Apple Pay unveiled at company 's Worldwide Developers Conference. Apple Clearly sees Apple Music now as a strategic play. Apple Clearly sees Apple PayOddly , now as a strategic play\", \"Apple to continue to gain share. Apple Pay and Apple Music add up to a better user experience which we believe will allow Apple to continue to gain share in the high-end smartphone. Apple to gain share. Apple held its Worldwide Developers Conference. new software and services at its annual conference for the developers building apps for iPhones , iPads , Macs and other devices . Highlights includes Apple Music. China Central Television reported in July. a feature was a possible security risk in February , 17. trillion has been added to the value of Chinese equities. trillion has been added in just 12 months. The great multinational experiment be led by such American innovators. more than forecast as domestic demand decreases . Technology shares lost 0.3 percent as Apple Inc.. more than forecast as domestic demand decreases . Technology shares lost 0.3 percent. 0.3 percent be lost as Apple Inc.. They speak with Bloomberg Businessweek 's Brad Stone. South Korea be rid of its household debt problem seven times. 65 Asian Infrastructure Investment Banks buy Apple eight times\", 'the Walkman and Trinitron televisions led to record losses. A police spokesman declined to provide the full name or occupation of the driver. Ebert be naming as the driver of a Ferrari 458 Spider. a bad business model , an inability to attract clients , competition from Google and Apple , no profits and fighting co-founders are the main themes of capital. Both Apple and Spotify give users access. Apple Inc. gains more customers. its subscription service to be boost for its updated music offering. it tries to boost its subscription service', \"it was embroiled in an investigation. Vestager has also sent Google Inc. a formal antitrust complaint. online video players has jumped 4,208 percent The rally. The rally be equivalent to 11 years of gains. fat-fingers be its way to a profitable media. Apple co-founder Steve Wozniak '86The first in a series of three computer science courses\", \"the Apple Watch will find a way. Jobs Similarly returned as interim CEO. Jobs Similarly returned in 1997. Jobs Similarly returned to Apple. executives see business threats from Apple 's push. executives see business threats and opportunities. It 's an endorsement of the country 's current economic stewardship\", 'a friend be related to an executive that Apple had proposed. ways to stop multinational companies appeared at Australian hearings. Companies appeared at Australian hearings', \"Video redaction , or editing is n't noted on Amazon 's site. Taser also supplies stun guns and body cameras. Taser also supplies stun guns to law enforcement. Taser also supplies body cameras to law enforcement\", 'an unwanted rival began athletic activities selling the Apple Watch , with functions. an unwanted rival began heart rate selling the Apple Watch , with functions. the consumer-electronics giant began athletic activities selling the Apple Watch , with functions. the consumer-electronics giant began heart rate selling the Apple Watch , with functions. Apple is no stranger. WonkBlog) Happens to Stolen Art. WonkBlog) Happens after a Heist. Google bought security start-up Dropcam. Technology companies to address the issue', 'Apple which launched on June 29 , 2007. his colleagues realized it. Most of the technology world was too busy Almost immediately with the iPhone which Apple launched on June 29 , 2007. Kleiner Perkins Caufield Byers General Partners John Doerr and Beth Seidenberg sit down for an exclusive conversation. Shipments slid 8.9 percent to 1.71 billion francs. Shipments slid 8.9 percent. biggest monthly drop weighed on deliveries. 8.9 percent be slid to 1.71 billion francs', 'Android Pay means. it compares to Apple Pay. social media feed that he keeps on behalf of his dog ( including photos of the pet wearing gold Apple Watch Editions ) -- to take up his birthright leading the conglomerate , which', 'Amazon.com Inc. moved a distribution warehouse. The city has lured several large technology companies. Apple has agreed to pay royalties to artists. Apple has agreed to pay royalties. Artists were unhappy. Apple has agreed to pay royalties during the free trial period of its new music streaming service. royalties to pay to be artists. royalties to be pay during the free trial period of its new music streaming service. It took Taylor Swift than 24 hours. It took Taylor Swift less than 24 hours to make a rare public about-face. Apple can no longer call the shots which explains why. Apple is just one of a bunch of also-rans. It took Taylor Swift than 24 hours. It took Taylor Swift less than 24 hours to make a rare public about-face. her first lines of code to change the simple balls of Pong', 'The Canadian company has narrowed the target audience for its phones. The Canadian company has narrowed the target audience to financial. The Canadian company has narrowed the target audience. its Android Wear software platform also have smartwatches and devices. its monthly song service to push to be hundreds of millions of iTunes users. it to push its monthly song service to hundreds of millions of iTunes users. its monthly song service to be push on June 30. it prepares for digital-song pioneer Apple. Taylor Swift sent an open letter to Apple Inc.. Taylor Swift sent an open letter. an open letter be sent to Apple Inc.. Certain types of names raise flags in the ICANN process. Certain types of names raise flags. other companies have successfully applied for such domains. Taylor Swift recently shamed Apple with Google. royalties be paying for the free trials it is offering as part of Apple Music. it is offering as part of Apple Music', \"Ontario has switched its focus to high-security software. Ontario has switched its focus. it has struggled to compete with Apple Inc. and Samsung Electronics Co. Ltd.. They discuss Houston 's meeting. Dropbox was n't for sale\", \"She speaks to Bloomberg 's Yvonne Man. Yvonne be Man on Trending Business. Taylor Swift taking on Apple Music over artist compensation. Merkley got a big boost from the business community. Republican be governors of Indiana and Arkansas. Wal-Mart Stores and Apple joined other large companies. Merkley got a big boost. a big boost be got from the business community. Goldman report is because of Apple Inc.\", 'entrepreneur speaks to Bloomberg. music world had already been putting the screws. music world had already been putting the screws to Apple. Apple brings us to China. Apple brings us. an apples-to-oranges comparison.The data source was a Bureau of Labor Statistics survey. comparison.The data source be used in 2006. an apples-to-oranges comparison.The data source was a Bureau of Labor Statistics survey. first unveiled for the Apple Watch and the newest MacBook model. first unveiled for the Apple Watch and the newest MacBook model', \"About 11 percent of people had purchased a Fitbit product .It could be that it is simply too early for the Apple Watch to have. It 's no substitute for Heinz ketchup. This tasty gets its vivid purple hue from beets and its sweetness. Bloomberg 's Cory Johnson takes a look. He speaks on Bloomberg West\", \"their iPhones should be update at 11 a.m. East Coast time. users should update their iPhones at 11 a.m. East Coast time. Launch TimeApple Music launches in Tuesday. Apple enters the subscription streaming music game up against power. Apple Music is finally available and with. Apple MusicThe message comes on the same day that Apple rolls out its subscription-based service Apple Music. The service won attention. Apple Inc. orchestrated a price-fixing scheme in the electronic-book market. Apple Inc. orchestrated a price-fixing scheme. a price-fixing scheme be orchestrated in the electronic-book market. the government will only let people. Hirai 's reputation now deserves to take a hit\", 'most consumers got their provisions. Organic be Quick Take foodbefore the 20th century. It also successfully sued Apple Inc.', \"Apple and Samsung . Bloomberg 's David Ingles takes a look. HTC continues to struggle in the shadow of its larger , more dominant rivals. Apple Music launched on June 30th. Bloomberg 's Stephen Pulvirent launched on June 30th. Apple Music is maddeningly uneven. Apple Music launched on June 30th. Bloomberg 's Stephen Pulvirent launched on June 30th. Apple Music is maddeningly uneven. Apple stayed quiet against the old buy-to-own model. They speak with Bloomberg 's Emily Chang. They speak on Bloomberg West. Bloomberg Pursuits ' Stephen Pulvirent give their first impressions of Apple Music. broader . Hon Hai generated 50 percent of its $ 139 billion. 50 percent of its $ 139 billion be generated for its latest fiscal year. broader . Hon Hai generated 50 percent of its $ 139 billion in sales for its latest fiscal year\", \"its best week puts out the 'for sale ' sign. a large reduction be awarded to a Texas patent owner. The company have in excess of $ 500 billion of cash. Apple 's iTunes sells music by the song and by the album. comfort be find in a descriptive\", 'its earnings reports were closely watched by investors. Apple Inc. revolutionized the industry with its iPhone. Apple Inc. revolutionized the industry. Richard McCaffery wrote on the Motley Fool:. I see Nokia as kind of a combination of Apple Computer. The lure is revenue from the data streams. The lure is revenue. Apple has spent above the 200-day threshold', 'Apple Inc. hired former Burberry Group Plc Chief Executive Officer Angela Ahrendts. Apple Inc. hired former Burberry Group Plc Chief Executive Officer Angela Ahrendts as head of its retail. a five-day decline pushed the shares to the brink of a 10 percent. Apple Inc. rose 1.6 percent. the shares be pushed to the brink of a 10 percent. a five-day decline pushed the shares. the electric-car maker extend its reputation', 'art museums can be crushed with crowds and airport security-style lines. the company aims to reach 40 percent', \"whose business empire gets half its revenue from Apple Inc.. whose business empire gets half its revenue. one million jobs to be create by 2020. third-largest economy expects to open as many as 12 factories. revenue rose by an even larger rate. the Apple Watch—which even sold 1.5 million timepieces in a week—might. 1.5 million timepieces be even sold in a week—might. revenue even sold 1.5 million timepieces in a week—might. target be based on 17 times 2016 earnings and Apple 's $ 25.65 cash\", 'the company has happened as rivals. Naskovets provided the final piece. resold items be then initiate fraudulent transfers or purchase expensive with his conversational English. he was hands-on in the style of Apple founder Steve Jobs', 'antitrust watchdog has also sought to rein in patent abuses. antitrust watchdog has also sought to rein across the world. No WaitingVestager told EU lawmakers minutes. functionality provided for over-the-top video service which has been utilized by companies including Apple Inc. , Google Inc. and Hulu LLC. Shares of Rovi slid 19 percent. Google , Facebook , Apple , and others are pushing.Apps accounted for seven of every eight minutes', \"A gauge of property stocks jumped 5.6 percent. phone-company and industrial shares advanced 6.5 percent rallied by the daily limit of 10 percent. the Apple case is in federal court. the law which will govern the Apple case , declined to comment on the ruling. Rachel Wolf be spokeswoman of Apple. Apple 's App Store has users registered in 155 distinct countries and territories. users be registered in 155 distinct countries and territories. you might take comfort\", '3 percent downgraded its rating on the supplier of screens to Apple Inc. Daewoo Shipbuilding. 3 percent downgraded its rating. its rating be downgraded to Apple Inc. Daewoo Shipbuilding. 6.6 percent be dropped in Seoul. Apple is making a bigger push to compete with companies. Bellevue is making a bigger push to compete with companies. big years be had from Allergan Plc. companies had big years in 2014 from Allergan Plc. Apple Inc. is a massive 13.8 percent of the NDX 100. Apple is in the DJIA. Apple is with a lesser weighting of 4.8 percent. Industrial Average . Goldman Sachs Group Inc. is 7.8 percent of the Dow. Apple Inc. is a massive 13.8 percent of the NDX 100. earnings , while Halliburton Co. advanced 2.4 percent after its profit fell less than predicted . Apple Inc. rose 2 percent to pace gains. earnings , while Halliburton Co. advanced 2.4 percent after its profit fell less than predicted . Apple Inc. rose 2 percent. Newmont Mining Corp. lost 11 percent. 2 percent be rose to pace gains. Halliburton Co. advanced 2.4 percent after its profit. Halliburton Co. advanced 2.4 percent', \"established financial institutions are pouring money into technology. money are pouring into technology. established financial institutions are pouring money. earnings days bode well for Apple 's stock. He speaks on Market Makers. Apple and Apple Watch speaks on Market Makers. Bloomberg Intelligence 's Anand Srinivasan also reports on Bloomberg Markets. Daryanani owns no stock. They speak on Bloomberg Markets. Bloomberg 's Craig Giamonna and Tim Higgins preview Apple and Chipotle earnings. a 13th quarter United Technologies lost 7.7 percent after cutting its 2015 profit forecast declined 0.8 percent. United Technologies lost 7.7 percent. its earnings report added 3.9 percent. Pixate build their applications. They speak on Bloomberg Markets. Bloomberg 's Emily Chang and Tim Higgins preview Apple 's earnings. Apple reach all-time quarterly profit in the period that ended in December. Apple reach all-time quarterly profit. all-time quarterly profit be reach in the period that ended in December. Apple sold in that six-month stretch. Currency ImpactsMicrosoft expects currency exchange rates\", \"data-center services and Office 365 programs climbed in the fourth quarter. commercial cloud revenue climbed in the fourth quarter. The MSCI Asia Pacific Index fell 0.5 percent to 144.56. 0.5 percent be fell to 144.56. Apple Inc. and Microsoft Corp. reported disappointing results. iPhone shipments unexpectedly decreased in the fiscal third quarter. O'Donnell speaks with Angie Lau. Bob O'Donnell talks about Apple 's first results. Japan Display Inc. sank 3.6 percent. Stock Average had recovered almost 10 percent in the past two weeks. Stock Average had recovered almost 10 percent. Japan Display Inc. counts Apple as its biggest customer. its sharpest fall drove an after-hours technology selloff. Japan Display Inc. counts Apple as its biggest customer. Japan Display Inc. sank 3.6 percent. exporters be suppliers to Apple Inc.. the smartphone maker posted weaker-than-expected results. Apple shares fell sharply following record profit that managed to fall short of analyst expectations. Apple shares fell sharply in after-hours trading. AAC Technologies Holdings Inc. tumbled 6.9 percent to pace losses. 6.9 percent be tumbled to pace losses. 6.9 percent be tumbled by Apple Inc. suppliers. AAC Technologies Holdings Inc. tumbled 6.9 percent by Apple Inc. suppliers. AAC Technologies Holdings Inc. tumbled 6.9 percent. Apple plunged 5.5 percent in early New York trading. Index futures retreated as disappointing results from Apple Inc. , Microsoft Corp. and Yahoo! Inc. rippled through technology stocks. Apple plunged 5.5 percent as iPhone. Apple plunged 5.5 percent. 5.5 percent be plunged in early New York trading. 5.5 percent be plunged as iPhone. Bloomberg 's Vonnie Quinn reports on today 's top news stories. They speak on Bloomberg Surveillance. markets are talking Apple rips. the company failed to report the sales of the Apple Watch. the company to report the sales of the Apple Watch. They speak on Bloomberg Surveillance. Piper Jaffray 's Gene Munster discusses Apple 's earnings and product sales. He speaks on Market Makers. Gene Munster talks about Apple Inc. 's third-quarter earnings and outlook. Bloomberg 's Tim Higgins reports on Apple 's earnings and Apple Watch sales. He speaks on Market Makers. Bloomberg 's Julie Hyman updates the latest markets news ( Source. She reports on Market Makers. They speak on Bloomberg Markets. Apple shares have dropped as much as 5.8 percent. Apple posted fiscal-third quarter results in Tuesday. Bloomberg 's Tim Higgins and Mike Regan reports on Apple 's earnings and product sales. They speak ( Source. They speak ( Source : Bloomberg ) on Bloomberg Markets. October knocked cold as punished Microsoft Corp.. its biggest loss be gave Apple Inc. with Joe Ciolli. October knocked cold as punished Microsoft Corp.. its biggest loss be gave Apple Inc. with Joe Ciolli. several large technology companies released their diversity data. technology stocks fell around the world. technology stocks fell after a disappointing forecast. Apple Inc. Changyou relies on a multi-player martial arts game called Tian Long Ba Bu\", 'The benchmark Taiex index lost 1.4 percent to 8,791.12. The benchmark Taiex index lost 1.4 percent in a second day of losses. 1.4 percent be lost to 8,791.12. the brunt of the losses be bore after disappointing results. 1.4 percent be lost in a second day of losses. The benchmark Taiex index lost 1.4 percent. technology companies bore the brunt of the losses after disappointing results. The benchmark Taiex index lost 1.4 percent a second day of losses. the Nasdaq Composite Index slumped the most in two weeks. the most be slumped in two weeks. the Nasdaq Composite Index slumped the most. the phone will be delivered in minutes. The gauge retreated The U.S. reports on jobless claims after disappointing results from Apple Inc. and Microsoft Corp. fueled a selloff in technology stocks. Apple Inc. and Microsoft Corp. fueled a selloff. The gauge retreated The U.S. reports. Apple Inc. and Nike Inc. show up in the top holdings of the iShares. steam starting in 2013:The companies that score well on ESG issues. 2013:The companies score well on ESG issues. the shares had fallen 4.5 percent. Apple Pay rolled out in last year. its well-built and relatively cheap devices trailing only Samsung Electronics , Apple , and Lenovo in global shipments shipped 57.7 million phones around the world. its well-built and relatively cheap devices trailing only Samsung Electronics , Apple , and Lenovo in global shipments shipped 57.7 million phones in 2014. its well-built and relatively cheap devices trailing only Samsung Electronics , Apple , and Lenovo in global shipments shipped 57.7 million phones. the company shipped 57.7 million phones around the world. the company shipped 57.7 million phones. maker shipped 57.7 million phones around the world. 57.7 million phones be shipped around the world. maker shipped 57.7 million phones in 2014. maker shipped 57.7 million phones. the company shipped 57.7 million phones in 2014', 'Apple Inc. and Microsoft Corp. earlier in the week sparked a selloff. Apple SupportLoyalty programs be tied to smartphone apps. Apple Inc. said in June. Forbes reported in last month. Square Also unveiled in June. The Nasdaq 100 Index slumped 1.1 percent in Wednesday. The Nasdaq 100 Index slumped 1.1 percent. results disappointed investors. 3.9 percent be rose as technology stocks. 3.9 percent be rose for the week', 'companies has strengthened to near the highest level. the default font setting for Apple Mail . Gmail defaults. Helvetica be the hip font of choice. many of which show up in retail indexes', 'Icahn is quoted in Andrew. Apple to do more stock buybacks', 'it abided by the law. Other investigations are also in the works. techniques be used by Apple Inc.. a letter be signed by Tesla Motors Chief Executive Officer Elon Musk. The supplier of LCD panels will probably post an operating loss of 19.4 billion yen', 'Apple gave a bunch of them. cultural relevance do a lot to court pop and hip-hop stars. Companies do a lot to court pop and hip-hop stars. cultural relevance do a lot. Companies do a lot. A lyrical mention is perhaps coveted', 'makers work closely with wireless operators', 'the radar alerts synced with your Apple watch. one comes in handy. one comes for people riding motorcycles. application will be can available to 3,000 test users , and can be downloaded. application will can be available to 3,000 test users , and can be downloaded. application will be available can to 3,000 test users. application will can be downloaded from Android , Windows and Apple stores', \"stocks can be hundreds of times. Communications Inc. to sign up customers. Apple Inc. has already expanded the mobile-payments service to the U.K.. Apple Inc. has already expanded the mobile-payments service. the prospect of Apple Pay looms over the market. Communications Inc. are working to sign up customers. this year 's profit forecast.Apple to be revise below the 200-dmaShares. it to revise this year 's profit forecast.Apple below the 200-dmaShares. it to revise this year 's profit forecast.Apple. Bloomberg 's Julie Hyman updates the latest markets news ( Source. She reports on Bloomberg Markets. Bloomberg 's Alix Steel and Joe Weisenthal take a look\", \"investment company run by Warren Buffett has stayed at the same spot. investment company run by Warren Buffett has stayed as last year. investment company run by Warren Buffett has stayed behind tech giants Apple Inc. , Google Inc. and Microsoft Corp. Wells Fargo. investment company be run by Warren Buffett. an Apple Watch be integrated into the metal bracelet. Bloomberg 's Brendan Greeley examines the ratio of the S&P 500 Market Cap. Bloomberg 's Brendan Greeley examines the ratio of the S&P 500 Market Cap versus the U.S. GDP. He speaks with WPP CEO.... They speak on Market Makers. Bloomberg 's Julie Hyman updates the latest markets news ( Source. She speaks on Bloomberg Markets. Apple Inc. climbed for the first time. Walt Disney Co. tumbled the most. Cognizant Technology Solutions Corp. and First Solar Inc. jumped at least 7.2 percent. Cognizant Technology Solutions Corp. and First Solar Inc. jumped at least 7.2 percent after earnings. at least 7.2 percent be jumped after earnings. Apple to speaks on Bloomberg West\", \"Apple 's woes deepened on Wednesday. it reopens to the world .Emerging market investors have had a terrible five years .If you. .Emerging market investors have had a terrible five years. Apple Inc. is since July 20. Walt Disney Co. has lost 14 percent in just two days. Walt Disney Co. has lost 14 percent. Chief Executive Officer Tim Cook has made a half-dozen press-swarmed visits. Steve Jobs made zero. Margin LaggardComparing Mondelez to the newly formed Kraft Heinz Co.. His Icahn Associates Corp. has recently taken large stakes\", \"Google should cooperate with law enforcement. Islamic State terror threat be compared to cybersecurity danger posed by Russia , China. you criticize the Chinese government. losses mount ( Bloomberg)Debt markets. Apple Inc. fell into a correction. The benchmark measure is up 1 percent. commodity producers fell into a correction. The S&P 500 has dropped 1.2 percent. Apple 's declining stock has on ETFs. He speaks on Market Makers. Apple Inc. have fell into a correction. Commodity producers have fell into a correction. Apple Inc. have also slumped The benchmark measure. Commodity producers have also slumped The benchmark measure. Apple Inc. tumbled into a correction. Walt Disney Co. tumbled into a correction. Walt Disney Co. sank in four years. The Dow Jones Industrial Average dropped 1.8 percent. Apple Inc. sank in four years\", 'purée glazed bacon alongside crispy pork skin. maple be a sunny side up quail egg topped by an apple cider reduction .\"It \\'s an amazing company. purée glazed bacon. maple glazed bacon. maple glazed bacon alongside crispy pork skin. Its revenue has risen than 30 percent', \"Apple Inc. counts China as a major market. Some Taiwanese companies may benefit from improved profit margins. China 's yuan devaluation may impact Apple 's suppliers. She speaks on Bloomberg West\", \". Chinese consumers bought the fewest passenger. The Dow dropped 1.2 percent as large companies such as Apple Inc. and Caterpillar Inc. led the retreat. economy is headed for a deeper slowdown. The Dow dropped 1.2 percent. 1.2 percent be dropped as large companies such as Apple Inc. and Caterpillar Inc. led the retreat. The S&P 500 slipped 1 percent. he sold to Apple Inc.. he sold in a $ 3 billion deal. The social-media tool be created by Beats. the company plans to take on the Apple Watch. He speaks with Bloomberg Pursuits ' Stephen Pulvirent. the company to take on the Apple Watch. few traders are interested in the options market\", \"Hon Hai Precision Industry Co. profit rose for the third straight quarter. Hon Hai Precision Industry Co. profit rose as the Apple Inc. supplier. the value of its real estate climbed to 5.6 billion euros. They speak on Miss. Apple speak on Miss. Bloomberg 's Joe Weisenthal and Scarlet Fu take a look. 500 speak on Miss\", \"Precision Industry Co. rose as the Apple Inc. supplier. Samsung has debuted a new smartphone. Bloomberg Intelligence 's Jitendra Waral discusses the new device. No other information was disclosed in the statement which was released after the Apple Daily reported the lender , majority owned by Yue Xiu Group , was planning a rights issue. majority be owned by Yue Xiu Group. the Apple Daily reported the lender. Apple customers waiting for the company to revolutionize live television as it did for music and phone service. it did for music and phone service. Billionaire investor David Tepper took new positions. David Tepper be investor of Billionaire\", \"The stock dropped 3.2 percent to 1,104,000 won on Monday , its lowest. The stock dropped 3.2 percent. 3.2 percent be dropped to 1,104,000 won on Monday , its lowest. LG Display Co. plans to invest about 10 trillion. Apple Inc. Taiwan Semiconductor Manufacturing Co. slid 1.6 percent in Taipei. 1.6 percent be slid in Taipei. April be employee of Apple. you do n't .In April. Rivals can sometimes seem to be in possession of secret recipes. them to come up with a viable answer\", 'Apple Inc. introduced its offering. Apple and Spotify , Deezer also competes with Pandora Media Inc. Access. highway and it has traditional carmakers facing competition from tech companies like Google , Apple , Uber and even Chinese search giant Baidu , all of them. He speaks on Bloomberg Markets. a live-TV service be delivered via the Internet. a live-TV service be delivered in this year. Molotov is eyeing for next year', 'Apple Inc. has been granted an exemption from foreign ownership laws in the United Arab Emirates. Apple Inc. has been granted an exemption. Inyoung Hwang reports on Bloomberg Markets', 'The debut of the Apple Watch is an additional cause of worry. The debut of the Apple Watch is an additional cause of worry for the Swiss watch industry. the virus was no longer a concern on July 28. The debut of the Apple Watch is an additional cause of worry. the virus was no longer a concern. Apple , Google and Amazon are not unique in their understanding. success requires a perspective. its market valuation has fallen by 95 percent', \"the basics of its technology to use to be the likes of Intel , Qualcomm Inc. and Apple Inc. Adding FeaturesChipmakers uses those blueprints or the underpinning technology to create. Adding FeaturesChipmakers uses those blueprints. the Nasdaq 100 Index be pushed after Thursday 's selloff. Losses pushed the Nasdaq 100 Index after Thursday 's selloff. Apple Inc. also entered a bear market\", \"Someone earning that same pay at Apple , Oracle , or Microsoft would get a maximum contribution of $ 2,400. Bloomberg 's Cory Johnson reports on the performance of tech stocks. He speaks with Bloomberg 's Mark Crumpton and Olivia Sterns. Bloomberg 's Cory Johnson reports during today 's stock market selloff. Apple 's stock rallied dramatically after an unscheduled first-two-months-of-the-quarter earnings preview. Surowiecki is a skeptic\", \"phenomenon was evident in single-stock options. phenomenon was evident. services has formed partnerships with than 350 companies. The school has formed partnerships. he got out on bail?Apple 's e-mail.One weird thing that happened yesterday. Dalton speaks with Erik Schatzker and Julie\", 'the gains soared with Apple Inc. , Google Inc. and Intel Inc.. its gains be erasing since the end of 2013.Technology companies. Cameron International Corp. soared with Apple Inc. , Google Inc. and Intel Inc.. It uses sensors and scales. Wal-Mart has weighed on companies. Wal-Mart has weighed from retail giant Wal-Mart Stores Inc. and iPhone maker Apple Inc.. Wal-Mart has weighed inc. retail giant Wal-Mart Stores Inc. and iPhone maker Apple Inc.', \"Jordan lost a case. Apple Inc. to settle a trademark dispute. Apple Inc. paid $ 60 million to settle a trademark dispute. they are tied to terminals. Retail money is tied in knots. Retail money is tied over beloved APPL shares. users navigate through features. Apple may also release an update to Apple TV. Apple may also release an update. They speak with Bloomberg 's Emily Chang. Apple 's product event be scheduled for Sept. 9\", 'He has in recent years taken stakes in companies including Apple Inc. , Cheniere Energy Inc. , Manitowoc Co. and EBay Inc.. Apple Inc. has filed an application for a patent. Apple Inc. has filed an application. Application 20150245129 published in the database of the U.S. Patent. The startup has operations in 11 countries. Jackson left the EPA in 2013. Jackson now serves as a vice president of Apple .Former EPA Administrator Lisa Jackson Photographer. Jackson left the EPA. the EPA be left in 2013. Apple found wearable success. PepsiCo allows to reduce the amount of sugar and calories. PepsiCo allows to reduce calories in the drinks. PepsiCo allows to reduce the amount of sugar in the drinks. Manzanita Sol also will use the ingredient PepsiCo and larger rival. the amount of sugar and calories allows to reduce in the drinks. .Rogers be joined in Apple. other fruit is actually frozen', \"true of widely held investment brands --such be washed out with the bad. they are rushing to raise cash. investors turn into ATMs. Apple speaks with Bloomberg 's Cory Johnson. He speaks with Bloomberg 's Cory Johnson. president of Cisco 's Collaboration Technology Group discusses the company 's partnership\", \"executives have held talks. Entertainment executives have held talks. He speaks with Bloomberg 's Emily Chang\", 'He speaks on Market Makers. Goldman Sachs created a list of S&P 500 stocks with the most exposure. Goldman Sachs created a list of S&P 500 stocks. a list of S&P 500 stocks be created with the most exposure. you can upgrade to one of the wood. opposition puts the Moto 360 in the same bracket. opposition puts the Moto 360 below the tariff', \"it borrowed from Apple Inc. 's iPhone rollout playbook. Apple Inc. to unveil its latest smartphone with a look similar. its latest smartphone to be unveil with a look similar. the start of September be data in the coming week. Apple has received for its new smartwatch and music service , or rumors. the company is increasingly dependent. Apple declined with the shared stage time. the iPhone shows no signs losing its position as Apple 's most lucrative product\", \"Pulrivent reviews Samsung 's latest smartwatch. He speaks on Bloomberg Markets. You can gussy it up with more layers\", \"record sales make for a tough comparison.Apps. deals to be strike for the Apple TV. Prospects may be overblown. Apple , with $ 56 billion in dividends and buybacks , and Apple , even post-Steve-Jobs-Apple sits uncomfortably at the top of a list of proofs. The company has also used the occasion. The company has also used the occasion to update customers. They speak with Bloomberg 's Emily Chang. Apple 's product event be scheduled for tomorrow\", \"Murata Manufacturing Co. rose 6.3 percent. Apple to unveil the latest version of the iPhone. Nate Lanxon reports on Countdown. Apple to unveil the latest version of the iPhone at its annual event. Apple to unveil the latest version of the iPhone in San Francisco. Apple to unveil the latest edition of the iPhone. Bloomberg 's John Butler previews today 's event. They speak on Bloomberg. Bill Janeway preview today 's Apple event. Bill Janeway be managing director at Warburg Pincus. She speaks on Bloomberg Surveillance. Amazon has surpassed Apple as the most important stock. Amazon has surpassed Apple. Bloomberg 's Julie Hyman and Erik Schatzker explain on Bloomberg. Amazon has surpassed Apple to own in 2015. Bollore is looking for deals to transform the media group to take on Google Inc. and Apple Inc. as well as traditional rivals such as Sky Plc . Vivendi has accumulated 9 billion euros ( $. Vivendi is looking for deals to transform the media group to take on Google Inc. and Apple Inc. as well as traditional rivals such as Sky Plc . Vivendi has accumulated 9 billion euros ( $. Bloomberg 's Cory Johnson previews today 's Apple event. He speaks on Bloomberg Markets. Bloomberg 's Cory Johnson reports on the proceedings. He speaks on Bloomberg Markets. a larger iPad be aimed at business users. Apple Chief Executive Officer Tim Cook unveiled a larger iPad aimed at business users at the Bill Graham Civic Auditorium in San Francisco today. a larger iPad be introducing with a 12.9-inch screen designed to attract business users. Eddy Cue introduced the new version of Apple TV at the Bill Graham Civic Auditorium. the new version of Apple TV be introduced at the Bill Graham Civic Auditorium. Eddy Cue introduced the new version of Apple TV. Eddy Cue be senior vice president of internet software and services. Jeff Williams introduced new bands for the Apple Watch at the Bill Graham Civic Auditorium. Jeff Williams introduced new bands. new bands be introduced at the Bill Graham Civic Auditorium. Jeff Williams introduced new bands for the Apple Watch in today. Jeff Williams be senior vice president of operations. Bloomberg 's Julie Hyman updates the latest markets news ( Source. She reports on Bloomberg Markets. president of operations speaks during an Apple product announcement. Apple speaks during an Apple product announcement. CEO David Kirkpatrick discusses Apple 's product announcements. Bloomberg 's Alix Steel and Joe Weisenthal take a look. Apple Inc. took the wraps off the latest version of its iPhone. The disappearance of Fire phones happened in the same week. Apple Inc. took the wraps. the wraps be took off the latest version of its iPhone. declines picked up pace. a jump lost momentum during an event unveiling. Equity futures had soared at the outset. momentum be lost during an event unveiling. report picked up pace. report showed job openings. a jump lost momentum. Apple 's updated iPhones be discuss with Bloomberg 's Emily Chang. hands-on look to announced at the Apple event. hands-on look to announced on September 9 , 2015. the iPhone 6 and 6S to announced at the Apple event. Malik , a True Ventures partner , and Ben Bajarin discuss Apple 's new iPad. a hands-on look announced at the Apple event. a hands-on look announced on September 9 , 2015. Apple unveiled a new iPad at its event. Apple unveiled a new iPad on September 9 , 2015. Apple unveiled a new iPad. a new iPad be unveiled at its event. a new iPad be unveiled on September 9 , 2015. Apple TV 's first big upgrade be discuss since 2012. Malik , a True Ventures partner , and Ben Bajarin discuss Apple TV 's first big upgrade since 2012. Malik , a True Ventures partner , and Ben Bajarin discuss Apple TV 's first big upgrade. the mobile health-app maker now featured twice by Apple Inc.. the mobile health-app maker now featured twice during major product debuts. investor interest grows in mobile\", 'O\\'Donnell discusses the launch of the latest products. Apple speaks to Bloomberg \\'s Angie Lau. He speaks to Bloomberg \\'s Angie Lau. Apple speaks on First Up . \" ( Source. He speaks on First Up . \" ( Source. their highlights and features speaks to Bloomberg \\'s Rishaad Salamat. He speaks to Bloomberg \\'s Rishaad Salamat. Losses worsened in late trading. Losses worsened as Apple Inc.. Bloomberg \\'s Head of Digital Nate Lanxon reveals about Apple \\'s latest line. Mirae Asset Securities Co. plunged 18 percent in Seoul. percent . Murata Manufacturing Co. fell 2.3 percent in Tokyo. Mirae Asset Securities Co. plunged 18 percent. percent . Murata Manufacturing Co. fell 2.3 percent. 18 percent be plunged in Seoul. 2.3 percent be fell in Tokyo. Apple unveiled new products. Apple Inc. is selling bonds in euros. shares and locks to be buy back in borrowing costs. Apple Inc. is selling bonds. Apple Inc. is selling bonds for the second time. it raises funds to buy back shares in borrowing costs. Apple Inc. unveiled a wide-ranging lineup of new products. a bigger iPad be designed for business customers. announcements speaks not own shares of Apple. you need to know about Apple \\'s new products .Want. hold)Apple \\'s Sep 9 event was in line. We liked Apple \\'s progress. Apple did some things. new devices be released by Apple and a corruption probe focusing on United Continental and the Port Authority of New York and New. They report on Bloomberg Surveillance. Bloomberg \\'s Julie Hyman and David Gura update the latest markets news. Apple offers on its various gadgets. almost 20 percent be climbed in August. Apple climbed almost 20 percent in August. Apple offers in the size of the screens. He speaks on Bloomberg Markets. his outlook speaks on Bloomberg \\'s Markets. Apple speaks on Bloomberg \\'s Markets. He speaks on Bloomberg \\'s Markets. Businessweek Designer discuss the magazine', \"Verizon have postponed their streaming-TV services until next year.. growth drop saw have by half last quarter. Bloomberg 's Cory Johnson reports on the business making Apple 's iPhones. He speaks on Bloomberg Markets. the S&P 500 extend its weekly advance to its best. the S&P 500 extend its weekly advance. the bank requires online banking and Apple Pay customers to agree to receive autodialed telemarketing texts in order to use its services. calls and texts.The agency also cited F.N.B. Corp.\", 'It counts sensor-manufacturer Keyence Corp.. this weekend were very strong around the world. this weekend were very strong. both categories. found in general. at least one company makes it. the team found in general. record output.Shares RiseApple shares rose 0.7 percent at 1:08. record output.Shares RiseApple shares rose 0.7 percent. the shares had fallen 13 percent. Apple released financial results. the shares had fallen 13 percent since July 21. 0.7 percent be rose at 1:08. record output.Shares RiseApple shares rose 0.7 percent through Friday. the ninth time in 11 sessions . Energy and raw-materials shares sank as commodities retreated. Apple Inc. climbed 1 percent an earlier 2.4 percent gain. its Apple Watch made by fashion company Hermes . Angela Ahrendts. Apple be joined as head. Apple unveiled a new band', 'Apple to add a touch of luxury. Apple is also looking to add a touch of luxury. the Big Apple . Wholesale on-peak electricity prices averaged $ 40.99 a megawatt-hour since the start of July. He is the editor of Bloomberg Businessweek. We are joined by Josh Tyrangiel', 'Sanford C. Bernstein & Co. analysts jokingly referred to Quanta Computer Inc.--. a poll of almost 1,300 respondents be released in Wednesday. provincial Governor James Soong be member of KMT. a poll of almost 1,300 respondents be released by the Apple Daily newspaper. ExxonMobil (up 6.6 percent. eight of the 11 have outperformed the S&P 500 index .Some of the standouts. Microsoft are Apple (up 12.1 percent', 'Johnson are among members of the program.Executives. Johnson are from 13 major U.S. corporations. the report speculated in July. Apple Inc. will release an all-in-one device or a headset. Bertrand Schmitt said of six platforms. a larger iPad and a TV set-top box be includes by line-up of products. products be unveiled in last week', \"Apple has won an appeals court ruling that may force Samsung to stop using some features in its smartphones and tablets. Yvonne Man reports on First. Samsung to stop in its smartphones and tablets. Samsung to stop using some features. the banks bought it at a 0.60 percent discount. the banks bought it. Apple did a 10-year bond in this year. Apple did a 10-year bond. family founded the chain. Arquiste 's crisp scent suggests apple blossoms. one part vinegar be ) followed by an avocado mask. Blackmore recommends a detoxifying apple cider vinegar rinse. they do n't have to race Apple. Bloomberg 's Cory Johnson reports on Bloomberg Markets. Apple 's ad-blocking technology may impact revenue generation. Friday .Keller was in charge of attempts. Friday .Keller rejoined AMD from Apple Inc.. Friday .Keller was by the chipmaker. company to look for other opportunities. Friday .Keller rejoined AMD in 2012. the chipmaker said Friday .Keller. Friday .Keller to produce designs capable of reversing. AMD be rejoined from Apple Inc.. whose chips are used in Apple Inc.s iPhone and iPad. Dialog Semiconductor Plc agreed to buy Atmel Corp.. Dialog Semiconductor Plc to buy Atmel Corp.\", \"Bloomberg 's Emily Chang reports on Apple 's foray. Bloomberg 's Emily Chang reports into the electric car space. She speaks on Bloomberg West\", \"Apple has pulled some apps from its app store. Zeb Eckert reports on First. The IPO to take place toward the end of the year. place to be take toward the end of the year. The IPO to take place. The IPO to take place on the Paris exchange. areas said in statement. the Seattle-based company said in statement. The service which works with Apple or Android smartphones will debut at some locations. areas said on Tuesday. the Seattle-based company said on Tuesday. The service works with Apple or Android smartphones. Bloomberg 's Sam Grobart reviews the Apple iPhone 6S and 6S Plus. Bloomberg crunched the latest U.S. median pay data. He speaks on Bloomberg Markets. Spotify claims than 20 million\", 'the Obama administration announced 13 U.S. companies. the maker suffers from sluggish global demand. India to produce an Apple or Amazon. the environment be improving for innovation', 'Its shares fell the most in more than four months.The supplier of displays to Apple Inc.. question-and-answer session also plans to seek investments into India. investments to be seek into India. question-and-answer session to seek investments into India. the Apple Watch went on sale. the Apple Watch went in April. Bloomberg \\'s Stephen Pulvirent reviews the new Moto 360. It might not feel quite as solid as the standard steel Apple Watch. a white sports band .\"Apple is very good at honing. The president has met with the heads of companies. the State Council released guidelines', \"display panels be makes by unit. Shares of the Apple Inc. supplier pared losses. The latest iPhone 6s follow a hugely popular design overhaul that added bigger screens. Apple 's iPhone 6s goes on sale. Apple 's iPhone 6s goes in today. Google and Apple settled the FTC complaint. consumers be wrongly billing for unauthorized purchases made by children on mobile applications Google and Apple settled the FTC complaint and agreed. the last 24 hours.Chinese take to the web. its best-selling F-150 pickup to achieve better fuel efficiency. a ruling could hamper its ability to compete with Apple Inc. and Microsoft Corp. for advertising dollars. the launch of Apple 's iPhone 6s with Bloomberg 's Brendan Greeley and Mark Crumpton\", 'Apple sold a record 13 million iPhones during the debut weekend of its latest handsets. enthusiasts rushed to stores. Apple sold a record 13 million iPhones. a record 13 million iPhones be sold during the debut weekend of its latest handsets. His goal was for GM. His goal was to set trends for consumer electronics companies. His goal to set trends for consumer electronics companies. he was met with resistance. His goal to set trends. His goal was to set trends', \"Some train lines remain halted until noon , Taiwan Railways and Taiwan High Speed. His Icahn Associates Corp. has in recent years taken stakes in companies including Apple Inc. , Cheniere Energy Inc. , Freeport-McMoRan Inc. and EBay Inc.. it is a tight period for the industry. Horlogerie discusses the Watches and Wonders Exhibition. She speaks to Bloomberg 's Angie Lau. She speaks on Asia. similar devices be offered by Microsoft Corp. and Apple Inc. The new Pixel C sports a 10.2-inch screen. tablet featuring a detachable keyboard starts with 32 gigabytes of storage. tablet featuring a detachable keyboard taking on similar devices offered by Microsoft Corp. and Apple Inc. The new Pixel C sports a 10.2-inch screen. vulnerable said in a report released Wednesday in London. lenders be vulnerable to competition from so-called fintech startups and established companies\", \"Glencore Plc rose 17 percent in London. Glencore Plc rose 17 percent. Apple Inc. erased an early rally Glencore Plc. 17 percent be rose in London. iPhones warned not to cheat on diesel. Apple clearly needs some advice. VW warned not to cheat on diesel. Ad-blocking apps have slipped from the top of the Apple Store charts. analysts have slipped from the top of the Apple Store charts. they get at Apple 's retail stores. Chinese phone makers compete with Apple Inc.\", 'probes to be conclude into possible illegal aid. probes to be conclude through tax arrangements. two gold Apple Watches.As portrayed in the local press. Paris Hilton was to the U.S.... son of the richest man caused a stir. fuerdai are to China. members have slipped back below their Aug. 25 price. members have slipped back below their Aug. 25 price. Valley is lemony as a bone , with some intense cider apple , mineral , and earth notes. Valley is lemony and dry. members have slipped back below their Aug. 25 price. Silicon Valley giants stand to benefit from a $ 611.8 billion defense policy measure passed by the House Thursday over a veto threat from President Barack. a $ 611.8 billion defense policy measure be passed over a veto threat', \"Gene Munster discusses Apple 's potential in the wearable technology market with Bloomberg 's Carol Massar and Cory Johnson. Gene Munster discusses Apple 's potential. you should buy .of course. Kerv is not the only wearable device with payment functionality. you pay for goods. you can wrap around your finger. Apple has applied for a patent you can wrap around your finger. Emily Chang reports on Bloomberg West\", \"a new patent application be filed for an inductive power transmission. Johnson is n't the first firm to recommend quality. Activate Managing Director Michael Wolf discusses his outlook. He speaks on Bloomberg Markets. He reports on Bloomberg Markets. Universal PicturesHis portrayal of the Apple Inc. co-founder has garnered plaudits despite some concern. Universal PicturesHis portrayal of the Apple Inc. co-founder has garnered plaudits. Bollore is looking for deals to transform the media group to take on Google Inc. and Apple Inc. as well as traditional rivals such as Sky Plc . Vivendi has accumulated 9 billion euros in. Vivendi is looking for deals to transform the media group to take on Google Inc. and Apple Inc. as well as traditional rivals such as Sky Plc . Vivendi has accumulated 9 billion euros in. he returned to lead Apple Inc. in the late 1990s. he returned to lead Apple Inc.\", 'David Steinberg be co-founder of Zeta. John Sculley be co-founder of Zeta. Victor Anthony be analyst of Axiom Capital. all three companies pitched them as a way to play video games on TV. all three companies pitched them. them be pitched as a way to play video games on TV. Amazon.com , Apple , and Google released updated versions of their streaming video devices. they offer to companies. European Union nations agreed to share information they offer to companies like Apple Inc. and Amazon.com Inc.. European Union nations agreed to share information on tax deals they offer to companies like Apple Inc. and Amazon.com Inc. after a last-minute clash. European Union nations to share information they offer to companies like Apple Inc. and Amazon.com Inc.. information they offer to companies like Apple Inc. and Amazon.com Inc. to be share after a last-minute clash. European Union nations to share information on tax deals they offer to companies like Apple Inc. and Amazon.com Inc. after a last-minute clash. Fidelity Management investing in technology companies. women be connect to jobs that lead to a work-life balance', \"An employee uses Apple laptops. the sales counter inside an electronics superstore. the Pill + charge. Apple powerfully to the general public does a better job explaining that you can start a task on one device and continue it on another , even though Apple 's desktop and laptop computers run on ...\", \"The company sells subscriptions has to individual creators. Apple Inc. runs iTunes. The company sells has subscriptions. Apple 's Airplay streaming to the mix. Apple predates all the companies. Google predates all the companies. every user to comment with any emoji. Apple software has hundreds of emoji\", \"I 'm much more excited about the new apple pie doughnut. Kamozawa glazed with butterscotch. applesauce be made from apples that Kamozawa picked in New Hampshire and glazed with butterscotch. Kamozawa that picked in New Hampshire. The food is pretty killer , too—think bison beef burgers , apple-smoked Scottish salmon , and freshly baked soft pretzels. Jennifer Bailey said at the Code/Mobile conference. Jennifer Bailey be president of Apple vice. Apple Inc. added 2.4 percent to boost technology shares. Alcoa slumped 6.8 percent to weigh on commodity. energy snapped its longest winning streak in six years. its longest winning streak be snapped in six years\", 'Apple Inc. sold 2 billion euros of debt in September. Apple Inc. sold 2 billion euros of debt. data be compiled in an effort to capture relatively low borrowing costs. 2 billion euros of debt be sold in September. data be compiled by Bloomberg.. the best-performing stocks of the decade and its founder-CEO famously suggested of Apple. Apple Co-Founder Steve Wozniak sits down ( Source : Bloomberg ) to dicuss the new \" Steve Jobs \" movie and future of Apple', 'The supplier of displays to post a fourth loss in five years. The supplier of displays to post a fourth loss. a fourth loss to be post in five years. The supplier of displays to post a fourth loss amid rising debt. the monitor submitted excessive bills. the monitor asked prematurely to interview Apple directors. The patent box would compete with similar benefits offered by countries such as the U.K.', 'Apple founder Steve Jobs declared war. Apple founder Steve Jobs declared war on it in 2010. Apple founder Steve Jobs declared on it. they may have up their sleeve. He speaks on Bloomberg ‹GO›. half of its revenue is following technology heavyweights. no one—not Spotify , not Apple Music , not solved the problem of what to listen to next . Hit radio. Listeners really do have infinite possibilities. Listeners really do have infinite possibilities at their fingertips. competition heats up from technology heavyweight Apple Inc. and stand-alone PayPal Holdings Inc.Square', \"its revenue from Apple and is the biggest maker of iPhones and iPads . ASE , which packages and tests chips also supplies to Apple. its revenue from Apple and is the biggest maker of iPhones and iPads . ASE , which packages and tests chips provides a key electronics module. Ahrendts doubled sales in almost eight years. Ahrendts doubled sales. The EU may issue as soon as next week a two-year decisions. European Union regulators issue a series of rulings The EU may issue decisions against Starbucks and Fiat as soon as next week following a two-year. New York still reeled from the economic downturn. the spark be once lit by Detroit 's rocket-powered and jet-inspired concepts. Tesla has little choice\", \"Sony stumbled in the smartphone race. Pavel Alpeyev reports on Trending Business. it could pull ahead Bloomberg 's Pavel Alpeyev reports. the company still wants to contend with Apple Inc. and Samsung Electronics Co.. the company to contend with Apple Inc. and Samsung Electronics Co.. Its method is public. Wells Fargo Securities said in a report. this month. be The home to companies\", 'they need a third choice. Biden has to convince the party electorate they need a third choice beyond Apple and Android . His best path. Clinton and Sanders has to convince the party electorate they need a third choice beyond Apple and Android . His best path. it also plans to upend the utility business', 'The company was on its way. Apple and its AT&T partner sold hundreds of thousands of phones. bare was on its way. most storeroom shelves were bare', \"Apple Inc. will build an additional 200 megawatts of solar power. Apple Inc. will build an additional 200 megawatts of solar power in China. these companies trail the impact. release gave Taiwan 's exports a significant boost. Apple Inc 's iPhone gave Taiwan 's exports a significant boost. the city state 's overall exports beat forecasts. Bigger bills are expected soon in EU disputes. Bigger bills are expected soon over tax deals. The small bills underscore much profit companies. observers underscore much profit companies. Icahn to mention in every public appearance. Icahn Elsewhere seems to mention in every public appearance. Icahn Elsewhere seems like Cato the Elder. he should really have a Latin motto. Apple will build an additional 200 megawatts of solar power. Apple will build an additional 200 megawatts of solar power in China\", 'his outlook speaks on Bloomberg ‹GO›. He speaks on Bloomberg ‹GO›. Apple and Amazon speaks on Bloomberg ‹GO›', 'spending to keep up with demand from customers including Apple Inc. and Samsung Electronics Co.Sony controlled about 40 percent of the $ 8.7 billion market. We needed confirmation from the growth stocks. confirmation be needed from the growth stocks. their way be made into the top 10. The only Silicon Valley representatives made their way into the top 10. The only Silicon Valley representatives were Google and Apple. Apple generates sales and profit. Apple put up in last holiday season. Apple generates profit than any other time. Apple put up .During the critical October to December period', \"Indonesia would seek to join the Trans-Pacific Partnership.A.... Indonesia to join the Trans-Pacific Partnership.A.... him to cut short a trip that would have included meetings with Google , Facebook Inc. and Apple Inc.. sprigs parsley1 tablespoon dried oregano1 tablespoon apple cider vinegar. David Kirkpatrick previews fourth-quarter results. Apple and the importance of the iPhone speaks on Bloomberg Surveillance. Tech resultsApple to report earnings. Tech resultsApple is due after the bell. Tech resultsApple is due. They speak on Bloomberg ‹GO›. Bloomberg 's John Butler previews fourth-quarter results from Apple. Bloomberg 's John Butler previews fourth-quarter results. He speaks on Bloomberg. 74 percent have exceeded profit projections Apple Inc. and Gilead Sciences Inc.. Some suits are cases like the royalty battle. Some suits are cases between big companies. He speaks on Bloomberg Markets. They speak with Bloomberg 's David Gura. Kirkpatrick , Techonomy 's chief executive officer , and Mark Gurman discuss Apple 's fourth-quarter earnings and first-quarter forecast. Kirkpatrick , Techonomy 's chief executive officer , and Mark Gurman be senior editor of 9to5Mac\", \"Apple Inc. advanced following its earnings report. poor earnings weighed on shares. market closed as quarterly profit and sales. analyst at Canalys , and Sarah Hewin discuss Apple earnings. analyst at Canalys , and Sarah Hewin be economist of Europe. Bloomberg 's Tom Keene displays the growth of Apple 's stock price. Bloomberg 's Tom Keene discusses the company 's use of cash. Bloomberg 's Matt Miller reports on today 's top news stories. He speaks on Bloomberg ‹GO›. He speaks on Bloomberg ‹GO›. another record holiday be fueled by enduring demand. Apple Inc. said of it. it will have another record holiday fueled by enduring demand for the iPhone. Walter Piecyk be talks about the power of the iPhone. Tuesday 's earnings call sang the praises of the Chinese market. Apple executive Tim Cook. sent financial shares surging.Equities had advanced into the afternoon Fed statement. sent financial shares surging.Equities had boosted by Apple Inc.. sent financial shares surging.Equities had boosted following its better-than-expected results. oil surged the most. She spoke in Oct. 27. comments be made by Apple CFO Luca Maestri. competition intensifies with startups Square Inc. and Stripe Inc.\", \"Samsung has outspent Apple for years. Samsung has outspent Apple. An inclination to abandon the fight would be understandable. chips and displays be sold to Apple and other phonemakers. money 's also pouring into the Internet of Things. He 's also pouring money into the Internet of Things. distribution.The Times has joined other publishers\", \"everything the little cameras can do be understand inside GoPro 's Extreme Adventure Film SchoolApple 's iPhone. All four games are available in the Apple app store and on Google Play. All four games are available on the Apple app store and on Google Play. you to be save from the most outrageous time-wasting institutions. His support was broader than Rubio\", 'Manufacturing Co. rose 3.7 percent. better-than-expected quarterly earnings retreated 1.6 percent. Nomura Holdings Inc. raised its price target. the firm mentions in the overweight sectors', 'IDC.Huami plans to eventually take its new gadgets. customers open accounts online said in a September interview. Santander offers Apple Pay in the U.K.. the bank also developed an app to help customers track their spending. Santander offers Apple Pay. lack of physical locations has put the Seattle-based company at a disadvantage. lack of physical locations has put the Seattle-based company. shoppers can try products', 'Apple Inc. , Microsoft Corp. and Google parent Alphabet Inc. are among the companies doing the most to fight climate change. Kazuo Hirai would doubtless be willing. Fadell discusses his time at Apple working alongside Steve Jobs and the future of the connected home. Fadell be the father of the iPod and current chief executive officer of Nest. tech giants would be a draw for MBAs . Google and Apple. tech giants would be a draw', 'his time to be discuss at Apple working. The lineup also has chicken-bacon ranch sandwiches turkey BLTs and three chicken melts. the company may see growth tail off in the short term. the company may see off growth tail. Apple Music , and Apple Pay becoming more valuable with time .Apple. he has faith. growth tail may be see off in the short term. I drove a $ 256,545 Apple Green version. Ankari/BloombergThe car has a large trunk and a decent-size back seat. I drove a $ 256,545 Apple Green version for a week around New York. a long day spent upstate canvassing the considerable. Everything stays synched between two', \"He speaks with Bloomberg 's Emily Chang. officer of Nest speaks with Bloomberg 's Emily Chang. officer of Nest discusses his relationship. Almost five times as much market value was erased from Apple Inc.. 44 percent be plunged between September 2012 and April 2013. it plunged 44 percent between September 2012 and April 2013. six-year period searched at meal breaks and after. Apple devices searched at meal breaks and after\", \"the global brands participating this year have participated in recent years. He speaks on Bloomberg ‹GO›. The Connected Watch is available at TAG 's New York City boutique. times be the price of most other high-end Android Wear. The Connected Watch is available\", 'the Oakland , California-based company is losing ground to rivals. ground is losing to rivals. The European Commission may issue a second set of decisions. a second set of decisions may be issue before the end of the year.The Parliamentary probe. they sell high technology products. Apple recently opened an app store. Apple recently opened for Apple TV devices. developers to pitch wares directly to its customers. Kulbinder Garcha be analyst of Credit Suisse. Another national agency refused an Apple request. 2008 request to raid a factory manufacturing counterfeit Macbooks \"because the raid threatened as many as 100 local jobs', \"Apple Inc. laid out plans to expand in Ireland. the company braced for a European ruling. the company braced with the government.Apple. Bloomberg 's Tom Keene displays the climb in Apple 's share price and their importance. Osborne met Apple Inc. Chief Executive Officer Tim Cook as part of his push. they spoke extensively about Apple Pay. Osborne met Apple Inc. Chief Executive Officer Tim Cook. Britain be a global center for financial technology. JC Penney was melting down under the failed leadership of former Apple superstar Ron Johnson\", \"bitcoin is the future of money. Microsoft was the first to sign up for Prism. Microsoft is the first to offer a solution to the problem U.S. companies. a solution to offer to be the problem U.S. companies. Microsoft was the first to Snowden 's documents. it to settle a tab\", 'its rating fell 1 percent to 132.25. 1 percent be fell to 132.25. its rating fell 1 percent at 4:04 p.m. Hong Kong time. 1 percent be fell at 4:04 p.m. Hong Kong time. seven-month high raised its rating. its rating fell 1 percent. target would rely on the big one-off proceeds. The stock dropped 13 percent. Apple Inc. decreased 2.9 percent. Facebook Inc. declined 3.8 percent. Facebook Inc. decreased 2.9 percent. Apple Inc. sank 3.4 percent the most. Facebook Inc. sank 3.4 percent the most. Apple Inc. decreased 2.9 percent taking its slide to 7.2 percent. Facebook Inc. decreased 2.9 percent taking its slide to 7.2 percent. its slide be taking to 7.2 percent', \"beaten-down energy stocks are not the apple of most strategists ' eyes. beaten-down energy stocks are not the apple of most strategists ' eyes amid the continued softness. users might be able. The Rdio deal brings technology. security and privacy swings be balancing in response\", 'Amazon climbed 41 percent by contrast. Amazon rose 23 percent. they reported recent quarterly earnings. Amazon climbed 41 percent. 41 percent be climbed by contrast', 'other fruit will suffice as well Transfer. thinking of it to be start as a service company Bloomberg \\'s Scarlet Fu and Akix Steel explain why on \" Bloomberg Markets. specter of higher rates halted a six-week rally that included an 8.3 percent surge in October.Apple Inc. jumped 2.5 percent Wednesday after Goldman Sachs Group Inc. recommended buying shares. Wednesday recommended after Goldman Sachs Group Inc.. an 8.3 percent surge jumped 2.5 percent. Tim Cook says the encryption now used in his company mobile operating system. least 40,000 delegates also will bring to Paris thousands of activists. Wednesday .SunPower agreed to build 40 megawatts of solar power for Apple Inc.. Wednesday .SunPower agreed to build 40 megawatts of solar power. Wednesday .SunPower to build 40 megawatts of solar power. Wednesday .SunPower to build 40 megawatts of solar power for Apple Inc.. 40 megawatts of solar power to be build for Apple Inc.', '2015 that has made it the best performer among 10 industry groups surged 8.2 percent Technology Corp.. 2015 that has made it the best performer among 10 industry groups surged 8.2 percent Leshi Internet Information. at least 1 percent.Energy companies be gained in the benchmark. Insurers and banks have to keep more cash on their balance sheets. Insurers and banks have to keep more cash. Insurers and banks have to keep more cash than other companies', 'You hold on with an edible string ( also made with apple ) then suck on the balloon to burst it , release the gas and have a.... a helium balloon made with green apple. painting.The other is a helium balloon. products began before Snowden \\'s disclosures. This trend began before Snowden \\'s disclosures. the move has accelerated since .\". Apple \\'s FaceTime and iMessage have been encrypted since 2011. the oil majors are pulling back on exploration which is kind of like Apple and Google taking a breather on research and development. exploration is kind of like Apple. Google taking a breather on research and development', 'its U.K. customers to use Apple Pay. its U.K. customers to use Apple Pay to make contactless payments. its U.K. customers to make contactless payments. items was conducted on Nov. 18. items was conducted at grocery stores. Thanksgiving dinner basket costs $ 107.52.The study which also included items such as eggs , stuffing , apples and cranberries , was conducted on Nov. 18 at grocery stores in New Jersey. the entertainment gateway duties be turning over to companies. WeighsApple Inc. closes.Tech sank 1.3 percent', 'super-precise location services—and would be a major coup for the staid world of coupons. Apple closed on Monday. a new base case be forecast for Apple shares. a new base case forecast for Apple shares to reach $ 150 over the next 12 months. the bull case sees them. outlet had a sign on the door. Spencer were shut luxury boutiques from the likes of Vuitton. The adjacent Apple store were shut luxury boutiques from the likes of Vuitton. it was closed due to security considerations. Spencer were shut luxury boutiques across the street. The adjacent Apple store were shut luxury boutiques across the street. outlet had a sign. Spencer were shut luxury boutiques. The adjacent Apple store were shut luxury boutiques. Marks were shut luxury boutiques from the likes of Vuitton. a sign be had on the door. Mubadala bought the manufacturing facilities. Bloomberg.The chipmaker counts Apple Inc. as one of its biggest customers', \"it struck a deal with UnionPay. a deal be struck with UnionPay. Apple looks to enter China 's fiercely competitive mobile payments market. Haidi Lun reports on First. it struck a deal. Apple Inc. will shift to organic light-emitting diode screens. Minebea Co. led declines\", \"It looks perfectly at home. I tested one for a few days. I tested one. one be tested for a few days. You put your watch. I was impressed with the results. It looks perfectly on Apple 's hardware\", \"he expects in the industry. analysts are looking for the 47-year-old scion to make more significant moves to assert. your loved one still relies time. The future will have fewer wires. your loved one still relies perhaps it 's time for an upgrade on Apple 's stock earbuds. The future will have fewer wires in it. it perhaps 's time for an upgrade\", 'the company tries to protect a dwindling sales lead. Goertek Inc. declined 2.5 percent to pace losses. Goertek Inc. declined 2.5 percent. Jungah Lee reports on Trending Business. the company tries to protect a dwindling sales lead. BlackRock is also one of the biggest investors', 'Apple responded to requests. They collaborated on an advertisement. It only shares two two of its top 10 holdings. the ingredients was memorable. The crowd is generally young. The former journalist authored one of the first books. The former journalist authored one of the first books. The former journalist authored one of the first books. Technology shares erased gains. This commentary aired on Bloomberg Radio. likely may well be purchased from Google or Apple', \"bond sales have dropped in 2015. iPhone maker Apple Inc. concluded a marquee offering. The former journalist authored one of the first books. a new book be called by Manchester United 's Alex. Apple Inc. supplier Avago Technologies Ltd. jump 8.9 percent in premarket trading. Apple Inc. supplier Avago Technologies Ltd. jump 8.9 percent after earnings. Fiat is also looking to cooperate with technology companies. They have to strike upfront deals with record labels. They have to strike upfront deals. upfront deals to be strike with record labels. Apple , Starbucks , Nike , and Facebook . Uber is one of the best-known and highest-valued members of the. a controversial and often-discussed topic have released demographic data showing that women make up about 30 percent. women make up about 30 percent\", 'The watchmaker unveiled the $ 1,500 smartwatch modeled after the classic Carrera model. the $ 1,500 smartwatch be modeled after the classic Carrera model. watch brand is one of the few high-end luxury competitors that has sprung up in response to the Apple Watch. Apple Inc. and Microsoft Corp. gained than 3 percent. oil production be maintain at current levels which sent crude prices and energy shares tumbling. Apple Inc. and Microsoft Corp. gained more than 3 percent to boost technology shares', 'a 15-minute car ride have an average holiday shopping budget of $ 2,886. Carousel and Mailbox competed unsuccessfully with more popular services. Mailbox will shut down on Feb. 26 , 2016. The man has been the subject of laudatory news coverage. The man has been the subject of more laudatory news coverage than an Apple device', 'tech giants embraced techniques that make it virtually impossible for anyone to access. Apple , Google and Facebook embraced techniques that make it virtually impossible for anyone to access. Canada previously threatened tariffs. California-based Apple has been is in discussions', \"the owner of these jumbo jets please report to lost-and-found?Apple Inc. 's plan. Apple has suspended is plans to offer a live Internet-based television service. Bloomberg Intelligence Discussing Apple faced with a dilemma that has. Fruit is highly perishable. Apple has suspended is plans to offer a live Internet-based television service. U.S. stocks fell for a third day. U.S. stocks fell as Apple Inc.\", \"An early rally fizzled in yesterday. It 's also a bet against Apple Pay. Apple Pay accounts for just 1 percent of all retail transactions. It 's also a bet\", 'residents sort out such technology issues. Marc Newson makes limited high-end pieces of furniture. Marc Newson makes of furniture. Marc Newson makes for art galleries. Apple Inc. , Visa Inc. and UnitedHealth Group Inc. Dow and DuPont will combine in an all-stock deal. digital features inroads into the automotive segment', \"his fans provided Clearly plenty of ideas. meantime provided Clearly plenty of ideas. the fifth most traded equity —sandwiched between heavyweight blue chip stocks. lock on the market for smartphone chips and wireless modems . It 's losing Samsung orders , and Apple has never been a big buyer of the company 's mobile components. lock on the market for smartphone chips and wireless modems . It 's losing Samsung orders , and Apple has never been a big buyer of the company 's mobile components on the cheaper end of the market\", \"they 're getting something of genuine horological value. Dialog Semiconductor Plc sank in Frankfurt trading. its revenue forecast be cutting for the fourth quarter. its revenue forecast be cutting on weaker sales. users be attract from all parts of the country. crude is a final blow to Greenland 's oil dreams.Apple. bigger blows opened a secret lab in Taiwan. screens .Bondholders see a grim future. a secret lab be opened in Taiwan. bigger blows opened a secret lab. GoPro has been touted as a potential target. Kevin Kelly discusses options trades in the high-yield market. Kevin Kelly discusses options trades with Bloomberg 's Ramy Inocencio. Kevin Kelly be managing partner of Recon Capital Partners. Kevin Kelly discusses ( Source : Bloomberg ) with Bloomberg 's Ramy Inocencio\", 'you see the countries of the world. much of the world looks the way it does ( Quartz )•. LVMH snatched Ian Rogers from Apple. Ian Rogers be snatched from Apple. Canada had threatened tariffs. producers had threatened tariffs. it is distinct among digital music services', \"Tim Cook Now could theoretically buy both businesses with net cash. Tim Cook Now could theoretically buy both businesses. issuers were the biggest sellers of investment-grade corporate bonds. the Atlantic be cross in large numbers lured by supportive credit conditions. issuers were the biggest sellers of investment-grade corporate bonds. large numbers be lured by supportive credit conditions. Bloomberg 's Tom Giles examines the moves. Apple Inc. shook up its management team in today. Apple Inc. shook up its management team. Apple can persuade people. he joined Apple Inc. in 1998. Apple Inc. be joined in 1998. he joined Apple Inc.\", \"the Apple Watch said in a statement. their bank cards to add to be iPhones , iPads. The emergence of smartwatches started to weigh on demand. The emergence of smartwatches to weigh on demand. Omega put two James Bond-theme. prices to be cut in export markets. Omega put two James Bond-theme in response. Bloomberg 's Matt Miller examines the recent market success of companies. He speaks on Bloomberg Markets. They speak on Bloomberg Markets. his strong support be repeated despite criticism. Apple Inc. Chief Executive Officer Tim Cook repeated his strong support for unbreakable encryption technology despite criticism. his outlook speaks on Bloomberg Markets. Apple speaks on Bloomberg Markets. He speaks on Bloomberg Markets. conspicuous is blocked in the land of the Great Firewall.Apple-mania. the iPhone 6s to the top of the search list\", \"Matthew Bassiur helped Apple Inc. root out fake iPhones. Alibaba Group Holding Ltd. named Matthew Bassiur. Apple Inc. root be helped out fake iPhones. He speaks on Bloomberg ‹GO›. it settled a legal dispute. They report on Bloomberg Markets. Bloomberg 's Alix Steel examines the latest global business news. Ericsson and Apple settled a legal dispute. the way be paving for cooperation\", \"its armory be beefing up in the fight. It 's hired a former Apple investigator. the Greek bailout campaign did not make the list on Feb. 24 , or a month. the Greek bailout campaign did not make the list. the list did not make on Feb. 24 , or a month. the Greek bailout campaign did not make the list .)a non-Apple smartwatchLaunched. the list did not make .)a non-Apple smartwatchLaunched\", \"Daniel Ives be managing director of FBR Capital Markets. Bloomberg 's Vonnie Quinn looks at a chart showing Nike 's stock performance versus Apple . Wells Fargo Managing Director George Bory and HSBC Precious Metals Analyst James Steel also weigh in on. a mall 's sales can be drive up by than 10 percent\", 'home has also been the site of violence. Apple Inc. is home to numerous bars and restaurants. Apple Inc. is also opened its first store in China in 2008.The area. Apple Inc. is also opened in China. its first store is also opened in 2008.The area. Apple Inc. is also opened its first store', 'an early investor said in the interview. He owned shares in Apple Inc. and Twitter Inc. iron-ore and steel and later made some successful technology investments. an early investor owned shares in Apple Inc. and Twitter Inc. He owned shares. shares be owned in Apple Inc. and Twitter Inc. an early investor owned shares', \"Musk 's sexy Teslas lead the charge. Musk 's sexy Teslas lead the charge on electric vehicles.LEMON of THE YEAR\", \"He speaks to Bloomberg 's Cory Johnson. He speaks on Bloomberg West. Dan Ives be managing director of FBR Capital Markets. Apple has by the biggest program returning cash to its shareholders. a slide weighed on technology. Apple lost 1 percent. Jesse Drucker reports on Bloomberg Markets\", \"equity benchmark slipped 0.7 percent on Wednesday as energy companies. a slide weighed on technology shares. equity benchmark slipped 0.7 percent. 0.7 percent be slipped as energy companies. Crude oil fell 3.4 percent in yesterday. Crude oil fell 3.4 percent. we 'll be the impact of the Apple watch\", \"the BoomStick 's second mode is specifically tuned for the ubiquitous EarPods that come with Apple 's iPhones and iPods. I dug out an old pair. the company faces increasing competition. a car-phone connectivity system be championed in a front. a car-phone connectivity system be championed by Ford Motor Co.. We do not want anything. he wants to collaborate with tech companies. he to collaborate with tech companies. cities become commonplace in urban areas. Apple shareholders could make history with a key decision. Apple shareholders could make history. technology evolved in 2015\", 'Apple threw down the gantlet to wearables and fitness-tracker makers. Apple threw down the gantlet. the gantlet be threw down to wearables and fitness-tracker makers. Last year was a big one for Fitbit . In April , Apple threw down the gantlet to wearables and fitness-tracker makers with the Apple Watch , and in. ground to be break on a $ 1 billion plant. night . Faraday poached engineers. it has to do with technology .The most downloaded free app. it to do with technology .The most downloaded free app. Apple headed toward its lowest level. U.S. crude inventories climbed .Apple SinksAmong shares. Apple Inc. and Facebook Inc. also are among companies competing for the brightest minds in the field. newer rivals to develop autonomous driving technology', 'The camp began its life after a migrant reception. A Banksy artwork adorns a wall. its life be began after a migrant reception. The camp began its life. Arm Holdings Plc fell 3 percent dropping with other European suppliers of Apple Inc.. Arm Holdings Plc fell 3 percent. The FAA said on Wednesday. it released an app', \"companies dropped 3.3 percent in the three months. companies dropped 3.3 percent through September. companies dropped 3.3 percent. 3.3 percent be dropped in the three months. 3.3 percent be dropped through September. our eye be caught over the last 24 hours .Soros. echoes 2008.Apple 's top five executives were paid $ 25 million each in 2015.Singapore 's growth. the state could be n't lift to the top spot. the world 's most valuable company could n't lift the state to the top spot. the state could be n't lift in the ranking. No. this trend continues a larger impact. sales have seen steeper declines. this trend continues , some analysts say there could be a larger impact on the market. Apple Inc. sank for a third day. interesting case almost killed it in the mid-1990s extended it a lifeline. the company copied it in the late 1980s. Steve Jobs returned then to Apple. Steve Jobs returned then in 1997. interesting case almost killed it in the mid-1990s. The Blaze speaks from CES 2016. He speaks from CES 2016. The Blaze speaks on Bloomberg Markets. Apple Music.Spotify has good relationships. it could affect a wide range of online music options\", \"Xbox has also acted as a diving board. belly be flopped into obscurity. a diminishing dream.That failure should give pause currently from IBM. pause should be give currently from IBM. our eye be caught over the last 24 hours .Mining 's $ 1.4 trillion plunge. his outlook speaks on Bloomberg ‹GO›. Apple speaks on Bloomberg ‹GO›. 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    {
      "cell_type": "code",
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        "colab_type": "code",
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          "height": 419
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        "outputId": "60c083a7-52ee-437f-994b-0c7d40161443"
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      "source": [
        "combined_data = df\n",
        "combined_data"
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      "outputs": [
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          "output_type": "execute_result",
          "data": {
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              "        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>date</th>\n",
              "      <th>title</th>\n",
              "      <th>price</th>\n",
              "      <th>open</th>\n",
              "      <th>high</th>\n",
              "      <th>low</th>\n",
              "      <th>volume</th>\n",
              "      <th>change</th>\n",
              "      <th>index</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>20050107</td>\n",
              "      <td>chip giant Intel reports on Tuesday and Apple ...</td>\n",
              "      <td>4.93</td>\n",
              "      <td>4.99</td>\n",
              "      <td>5.05</td>\n",
              "      <td>4.85</td>\n",
              "      <td>434.26M</td>\n",
              "      <td>-0.40%</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>20050110</td>\n",
              "      <td>The PC camp will have to contend with a resurg...</td>\n",
              "      <td>4.61</td>\n",
              "      <td>4.88</td>\n",
              "      <td>4.94</td>\n",
              "      <td>4.58</td>\n",
              "      <td>654.04M</td>\n",
              "      <td>-6.49%</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>20050111</td>\n",
              "      <td>Apple Computer followed by Sun Microsystems. y...</td>\n",
              "      <td>4.68</td>\n",
              "      <td>4.67</td>\n",
              "      <td>4.71</td>\n",
              "      <td>4.52</td>\n",
              "      <td>507.50M</td>\n",
              "      <td>1.52%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>20050112</td>\n",
              "      <td>Wednesday , Apple Computer ( AAPL ) posted 70 ...</td>\n",
              "      <td>4.99</td>\n",
              "      <td>5.26</td>\n",
              "      <td>5.32</td>\n",
              "      <td>4.98</td>\n",
              "      <td>792.41M</td>\n",
              "      <td>6.62%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>20050113</td>\n",
              "      <td>Apple Computer posted 70 cents. 2.69 % be rose...</td>\n",
              "      <td>5.01</td>\n",
              "      <td>5.01</td>\n",
              "      <td>5.12</td>\n",
              "      <td>4.94</td>\n",
              "      <td>442.85M</td>\n",
              "      <td>0.40%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2275</th>\n",
              "      <td>20150102</td>\n",
              "      <td>You own a possible van Gogh. The combined squa...</td>\n",
              "      <td>106.25</td>\n",
              "      <td>108.29</td>\n",
              "      <td>108.65</td>\n",
              "      <td>105.41</td>\n",
              "      <td>64.29M</td>\n",
              "      <td>-2.82%</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2276</th>\n",
              "      <td>20150105</td>\n",
              "      <td>Google HiresThe median age of employees is 28....</td>\n",
              "      <td>106.26</td>\n",
              "      <td>106.54</td>\n",
              "      <td>107.43</td>\n",
              "      <td>104.63</td>\n",
              "      <td>65.80M</td>\n",
              "      <td>0.01%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2277</th>\n",
              "      <td>20150106</td>\n",
              "      <td>The cuts will be introduced during the first q...</td>\n",
              "      <td>107.75</td>\n",
              "      <td>107.20</td>\n",
              "      <td>108.20</td>\n",
              "      <td>106.69</td>\n",
              "      <td>40.11M</td>\n",
              "      <td>1.40%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2278</th>\n",
              "      <td>20150107</td>\n",
              "      <td>A user could turn a device. A flexible device ...</td>\n",
              "      <td>111.89</td>\n",
              "      <td>109.23</td>\n",
              "      <td>112.15</td>\n",
              "      <td>108.70</td>\n",
              "      <td>59.36M</td>\n",
              "      <td>3.84%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2279</th>\n",
              "      <td>20150108</td>\n",
              "      <td>Xiaomi zoomed past Apple Inc. and Samsung. fir...</td>\n",
              "      <td>112.01</td>\n",
              "      <td>112.67</td>\n",
              "      <td>113.25</td>\n",
              "      <td>110.21</td>\n",
              "      <td>53.70M</td>\n",
              "      <td>0.11%</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2280 rows × 9 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          date  ... index\n",
              "0     20050107  ...     0\n",
              "1     20050110  ...     0\n",
              "2     20050111  ...     1\n",
              "3     20050112  ...     1\n",
              "4     20050113  ...     1\n",
              "...        ...  ...   ...\n",
              "2275  20150102  ...     0\n",
              "2276  20150105  ...     1\n",
              "2277  20150106  ...     1\n",
              "2278  20150107  ...     1\n",
              "2279  20150108  ...     1\n",
              "\n",
              "[2280 rows x 9 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 48
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7Xb03oXYzb1l",
        "colab_type": "text"
      },
      "source": [
        "#Bert\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cBP4kIhGe78G",
        "colab_type": "text"
      },
      "source": [
        "## Training"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "R6uHeGBzt8gV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "combined_data = pd.read_csv('gdrive/My Drive/capstone 2/event_embedding/Thesis_data/event_keyword_data.csv', encoding='utf-8') \n",
        "combined_data\n",
        "\n",
        "\n",
        "path = \"gdrive/My Drive/capstone 2/\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MCRWRAkEvP5C",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "228358b2-1cdc-423f-f25a-45312c9991f9"
      },
      "source": [
        "%tensorflow_version 1.x\n",
        "import tensorflow as tf\n",
        "\n",
        "import pandas as pd\n",
        "import numpy as np  \n",
        "import re\n",
        "import pickle\n",
        "\n",
        "import keras as keras\n",
        "from keras.models import load_model\n",
        "from keras import backend as K\n",
        "from keras import Input, Model\n",
        "from keras import optimizers\n",
        "\n",
        "import codecs\n",
        "from tqdm import tqdm\n",
        "import shutil"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "TensorFlow 1.x selected.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Using TensorFlow backend.\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bUDThQFtvRir",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import warnings\n",
        "import tensorflow as tf\n",
        "import os\n",
        "warnings.filterwarnings(action='ignore')\n",
        "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' \n",
        "tf.logging.set_verbosity(tf.logging.ERROR)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2CCpIAItvUod",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "fc443787-98dd-4846-ae8d-a0e05322a922"
      },
      "source": [
        "!pip install keras-bert\n",
        "!pip install keras-radam"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting keras-bert\n",
            "  Downloading https://files.pythonhosted.org/packages/2c/0f/cdc886c1018943ea62d3209bc964413d5aa9d0eb7e493abd8545be679294/keras-bert-0.81.0.tar.gz\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from keras-bert) (1.18.3)\n",
            "Requirement already satisfied: Keras in /usr/local/lib/python3.6/dist-packages (from keras-bert) (2.3.1)\n",
            "Collecting keras-transformer>=0.30.0\n",
            "  Downloading https://files.pythonhosted.org/packages/22/b9/9040ec948ef895e71df6bee505a1f7e1c99ffedb409cb6eb329f04ece6e0/keras-transformer-0.33.0.tar.gz\n",
            "Requirement already satisfied: pyyaml in /usr/local/lib/python3.6/dist-packages (from Keras->keras-bert) (3.13)\n",
            "Requirement already satisfied: scipy>=0.14 in /usr/local/lib/python3.6/dist-packages (from Keras->keras-bert) (1.4.1)\n",
            "Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.6/dist-packages (from Keras->keras-bert) (1.12.0)\n",
            "Requirement already satisfied: h5py in /usr/local/lib/python3.6/dist-packages (from Keras->keras-bert) (2.10.0)\n",
            "Requirement already satisfied: keras-preprocessing>=1.0.5 in /usr/local/lib/python3.6/dist-packages (from Keras->keras-bert) (1.1.0)\n",
            "Requirement already satisfied: keras-applications>=1.0.6 in /usr/local/lib/python3.6/dist-packages (from Keras->keras-bert) (1.0.8)\n",
            "Collecting keras-pos-embd>=0.10.0\n",
            "  Downloading https://files.pythonhosted.org/packages/09/70/b63ed8fc660da2bb6ae29b9895401c628da5740c048c190b5d7107cadd02/keras-pos-embd-0.11.0.tar.gz\n",
            "Collecting keras-multi-head>=0.22.0\n",
            "  Downloading https://files.pythonhosted.org/packages/40/3e/d0a64bb2ac5217928effe4507c26bbd19b86145d16a1948bc2d4f4c6338a/keras-multi-head-0.22.0.tar.gz\n",
            "Collecting keras-layer-normalization>=0.12.0\n",
            "  Downloading https://files.pythonhosted.org/packages/a4/0e/d1078df0494bac9ce1a67954e5380b6e7569668f0f3b50a9531c62c1fc4a/keras-layer-normalization-0.14.0.tar.gz\n",
            "Collecting keras-position-wise-feed-forward>=0.5.0\n",
            "  Downloading https://files.pythonhosted.org/packages/e3/59/f0faa1037c033059e7e9e7758e6c23b4d1c0772cd48de14c4b6fd4033ad5/keras-position-wise-feed-forward-0.6.0.tar.gz\n",
            "Collecting keras-embed-sim>=0.7.0\n",
            "  Downloading https://files.pythonhosted.org/packages/bc/20/735fd53f6896e2af63af47e212601c1b8a7a80d00b6126c388c9d1233892/keras-embed-sim-0.7.0.tar.gz\n",
            "Collecting keras-self-attention==0.41.0\n",
            "  Downloading https://files.pythonhosted.org/packages/1b/1c/01599219bef7266fa43b3316e4f55bcb487734d3bafdc60ffd564f3cfe29/keras-self-attention-0.41.0.tar.gz\n",
            "Building wheels for collected packages: keras-bert, keras-transformer, keras-pos-embd, keras-multi-head, keras-layer-normalization, keras-position-wise-feed-forward, keras-embed-sim, keras-self-attention\n",
            "  Building wheel for keras-bert (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for keras-bert: filename=keras_bert-0.81.0-cp36-none-any.whl size=37913 sha256=de3b490d98148edc3eddda22b71914de4bbf299573c99fb1e8809318c2218ce6\n",
            "  Stored in directory: /root/.cache/pip/wheels/bd/27/da/ffc2d573aa48b87440ec4f98bc7c992e3a2d899edb2d22ef9e\n",
            "  Building wheel for keras-transformer (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for keras-transformer: filename=keras_transformer-0.33.0-cp36-none-any.whl size=13260 sha256=9acb23b01c996c9bdb1f41c0a7c46b2ceac361ffe68aff381b89c0e1d78d4009\n",
            "  Stored in directory: /root/.cache/pip/wheels/26/98/13/a28402939e1d48edd8704e6b02f223795af4a706815f4bf6d8\n",
            "  Building wheel for keras-pos-embd (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for keras-pos-embd: filename=keras_pos_embd-0.11.0-cp36-none-any.whl size=7554 sha256=c88b3120a27bf24bf353f6f1adeaf5e499e5a5ffc6d436933284dcb6eca67445\n",
            "  Stored in directory: /root/.cache/pip/wheels/5b/a1/a0/ce6b1d49ba1a9a76f592e70cf297b05c96bc9f418146761032\n",
            "  Building wheel for keras-multi-head (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for keras-multi-head: filename=keras_multi_head-0.22.0-cp36-none-any.whl size=15371 sha256=cb388188a3bd30afc95eef9d07299d438f55aadce5c5d969d8836ba31060d3c4\n",
            "  Stored in directory: /root/.cache/pip/wheels/bb/df/3f/81b36f41b66e6a9cd69224c70a737de2bb6b2f7feb3272c25e\n",
            "  Building wheel for keras-layer-normalization (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for keras-layer-normalization: filename=keras_layer_normalization-0.14.0-cp36-none-any.whl size=5268 sha256=757d0125e347a3f805d172e7e32ee6e38910162c7c0c1b9fda5e2c2b47515a6e\n",
            "  Stored in directory: /root/.cache/pip/wheels/54/80/22/a638a7d406fd155e507aa33d703e3fa2612b9eb7bb4f4fe667\n",
            "  Building wheel for keras-position-wise-feed-forward (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for keras-position-wise-feed-forward: filename=keras_position_wise_feed_forward-0.6.0-cp36-none-any.whl size=5623 sha256=2c3ad07f24b95d854124e0e0c82b5f6d1440273c8464dc231d2e94b77477ceed\n",
            "  Stored in directory: /root/.cache/pip/wheels/39/e2/e2/3514fef126a00574b13bc0b9e23891800158df3a3c19c96e3b\n",
            "  Building wheel for keras-embed-sim (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for keras-embed-sim: filename=keras_embed_sim-0.7.0-cp36-none-any.whl size=4676 sha256=84a20c629ec698b0a29fedd5c7e6625dd4f2ad0dfbaad3fb7b05f77af95a9a97\n",
            "  Stored in directory: /root/.cache/pip/wheels/d1/bc/b1/b0c45cee4ca2e6c86586b0218ffafe7f0703c6d07fdf049866\n",
            "  Building wheel for keras-self-attention (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for keras-self-attention: filename=keras_self_attention-0.41.0-cp36-none-any.whl size=17288 sha256=c0a44fd22c358d48b0a583029d6fdcca3145d12fc505b0c17ade2dfd2dcaa48a\n",
            "  Stored in directory: /root/.cache/pip/wheels/cc/dc/17/84258b27a04cd38ac91998abe148203720ca696186635db694\n",
            "Successfully built keras-bert keras-transformer keras-pos-embd keras-multi-head keras-layer-normalization keras-position-wise-feed-forward keras-embed-sim keras-self-attention\n",
            "Installing collected packages: keras-pos-embd, keras-self-attention, keras-multi-head, keras-layer-normalization, keras-position-wise-feed-forward, keras-embed-sim, keras-transformer, keras-bert\n",
            "Successfully installed keras-bert-0.81.0 keras-embed-sim-0.7.0 keras-layer-normalization-0.14.0 keras-multi-head-0.22.0 keras-pos-embd-0.11.0 keras-position-wise-feed-forward-0.6.0 keras-self-attention-0.41.0 keras-transformer-0.33.0\n",
            "Collecting keras-radam\n",
            "  Downloading https://files.pythonhosted.org/packages/46/8d/b83ccaa94253fbc920b21981f038393041d92236bb541751b98a66a2ac1d/keras-radam-0.15.0.tar.gz\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from keras-radam) (1.18.3)\n",
            "Requirement already satisfied: Keras in /usr/local/lib/python3.6/dist-packages (from keras-radam) (2.3.1)\n",
            "Requirement already satisfied: keras-applications>=1.0.6 in /usr/local/lib/python3.6/dist-packages (from Keras->keras-radam) (1.0.8)\n",
            "Requirement already satisfied: keras-preprocessing>=1.0.5 in /usr/local/lib/python3.6/dist-packages (from Keras->keras-radam) (1.1.0)\n",
            "Requirement already satisfied: pyyaml in /usr/local/lib/python3.6/dist-packages (from Keras->keras-radam) (3.13)\n",
            "Requirement already satisfied: scipy>=0.14 in /usr/local/lib/python3.6/dist-packages (from Keras->keras-radam) (1.4.1)\n",
            "Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.6/dist-packages (from Keras->keras-radam) (1.12.0)\n",
            "Requirement already satisfied: h5py in /usr/local/lib/python3.6/dist-packages (from Keras->keras-radam) (2.10.0)\n",
            "Building wheels for collected packages: keras-radam\n",
            "  Building wheel for keras-radam (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for keras-radam: filename=keras_radam-0.15.0-cp36-none-any.whl size=14685 sha256=baaed2717009f823b89065370ce1d050b46d9ea2be5d1d5e93bc67cafb2c81a1\n",
            "  Stored in directory: /root/.cache/pip/wheels/79/a0/c0/670b0a118e8f078539fafec7bd02eba0af921f745660c7f83f\n",
            "Successfully built keras-radam\n",
            "Installing collected packages: keras-radam\n",
            "Successfully installed keras-radam-0.15.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_7AakU-ivW7w",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from keras_bert import load_trained_model_from_checkpoint, load_vocabulary\n",
        "from keras_bert import Tokenizer\n",
        "from keras_bert import AdamWarmup, calc_train_steps\n",
        "\n",
        "from keras_radam import RAdam"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y9VCBkWMvXil",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        },
        "outputId": "827abf05-0de3-4814-91c3-92b263444d92"
      },
      "source": [
        "os.listdir(path+'/bert')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['bert_config.json',\n",
              " 'vocab.txt',\n",
              " 'bert_model.ckpt.index',\n",
              " 'bert_model.ckpt.data-00000-of-00001',\n",
              " 'bert_model.ckpt.meta']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6qju-5lTvhPz",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "SEQ_LEN = 128\n",
        "BATCH_SIZE = 16\n",
        "EPOCHS=2\n",
        "LR=1e-5\n",
        "\n",
        "pretrained_path = path+\"/bert\"\n",
        "config_path = os.path.join(pretrained_path, 'bert_config.json')\n",
        "checkpoint_path = os.path.join(pretrained_path, 'bert_model.ckpt')\n",
        "vocab_path = os.path.join(pretrained_path, 'vocab.txt')\n",
        "\n",
        "DATA_COLUMN = \"title\"\n",
        "LABEL_COLUMN = \"index\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bFeQaMYhwmu1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "token_dict = {}\n",
        "with codecs.open(vocab_path, 'r', 'utf8') as reader:\n",
        "    for line in reader:\n",
        "        token = line.strip()\n",
        "        if \"_\" in token:\n",
        "          token = token.replace(\"_\",\"\")\n",
        "          token = \"##\" + token\n",
        "        token_dict[token] = len(token_dict)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TiLIJJvZwnIP",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "class inherit_Tokenizer(Tokenizer):\n",
        "  def _tokenize(self, text):\n",
        "        if not self._cased:\n",
        "            text = text\n",
        "            \n",
        "            text = text.lower()\n",
        "        spaced = ''\n",
        "        for ch in text:\n",
        "            if self._is_punctuation(ch) or self._is_cjk_character(ch):\n",
        "                spaced += ' ' + ch + ' '\n",
        "            elif self._is_space(ch):\n",
        "                spaced += ' '\n",
        "            elif ord(ch) == 0 or ord(ch) == 0xfffd or self._is_control(ch):\n",
        "                continue\n",
        "            else:\n",
        "                spaced += ch\n",
        "        tokens = []\n",
        "        for word in spaced.strip().split():\n",
        "            tokens += self._word_piece_tokenize(word)\n",
        "        return tokens"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iIrSRqHswrNa",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "tokenizer = Tokenizer(token_dict)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2M-EIH8Ie4gC",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "a685ee92-92e9-47d2-c228-a05fa3d18e8d"
      },
      "source": [
        "tokenizer.tokenize(\"I love you. I like pizza.\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['[CLS]', 'i', 'love', 'you', '.', 'i', 'like', 'pizza', '.', '[SEP]']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "R6xSNRvWwz06",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def convert_data(data_df,count):\n",
        "    global tokenizer\n",
        "    indices, targets = [], []\n",
        "    for i in tqdm(range(len(data_df))):\n",
        "        ids, segments = tokenizer.encode(data_df[DATA_COLUMN][i+count], max_len=SEQ_LEN)\n",
        "        indices.append(ids)\n",
        "        targets.append(data_df[LABEL_COLUMN][i+count])\n",
        "    items = list(zip(indices, targets))\n",
        "    \n",
        "    indices, targets = zip(*items)\n",
        "    indices = np.array(indices)\n",
        "    return [indices, np.zeros_like(indices)], np.array(targets)\n",
        "\n",
        "def load_data(pandas_dataframe, istest):\n",
        "    data_df = pandas_dataframe\n",
        "    data_df[DATA_COLUMN] = data_df[DATA_COLUMN].astype(str)\n",
        "    if istest:\n",
        "      data_x, data_y = convert_data(data_df,0)\n",
        "    else:\n",
        "      data_x, data_y = convert_data(data_df,2000)\n",
        "\n",
        "    return data_x, data_y"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zKmi-GJRw4ja",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "994704ef-be33-4a8f-d437-fa151259890c"
      },
      "source": [
        "train_x, train_y = load_data(combined_data[0:2000],1)\n",
        "test_x, test_y = load_data(combined_data[2000:],0)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 2000/2000 [00:01<00:00, 1206.70it/s]\n",
            "100%|██████████| 280/280 [00:00<00:00, 869.71it/s]\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0sYNibuvzEWT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "layer_num = 12\n",
        "model = load_trained_model_from_checkpoint(\n",
        "    config_path,\n",
        "    checkpoint_path,\n",
        "    training=True,\n",
        "    trainable=True,\n",
        "    seq_len=SEQ_LEN,)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2EpL7xR_zJBo",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "60145987-0660-4607-9c32-72ab4849fa1b"
      },
      "source": [
        "model.summary()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"model_1\"\n",
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "Input-Token (InputLayer)        (None, 128)          0                                            \n",
            "__________________________________________________________________________________________________\n",
            "Input-Segment (InputLayer)      (None, 128)          0                                            \n",
            "__________________________________________________________________________________________________\n",
            "Embedding-Token (TokenEmbedding [(None, 128, 768), ( 22268928    Input-Token[0][0]                \n",
            "__________________________________________________________________________________________________\n",
            "Embedding-Segment (Embedding)   (None, 128, 768)     1536        Input-Segment[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Embedding-Token-Segment (Add)   (None, 128, 768)     0           Embedding-Token[0][0]            \n",
            "                                                                 Embedding-Segment[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Embedding-Position (PositionEmb (None, 128, 768)     98304       Embedding-Token-Segment[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Embedding-Dropout (Dropout)     (None, 128, 768)     0           Embedding-Position[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Embedding-Norm (LayerNormalizat (None, 128, 768)     1536        Embedding-Dropout[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-MultiHeadSelfAttentio (None, 128, 768)     2362368     Embedding-Norm[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-1-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-MultiHeadSelfAttentio (None, 128, 768)     0           Embedding-Norm[0][0]             \n",
            "                                                                 Encoder-1-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-1-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-1-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-1-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-1-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-1-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-1-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-1-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-2-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-1-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-2-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-2-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-2-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-2-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-2-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-2-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-2-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-2-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-3-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-2-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-3-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-3-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-3-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-3-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-3-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-3-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-3-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-3-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-4-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-3-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-4-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-4-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-4-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-4-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-4-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-4-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-4-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-4-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-5-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-4-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-5-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-5-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-5-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-5-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-5-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-5-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-5-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-5-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-6-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-5-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-6-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-6-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-6-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-6-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-6-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-6-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-6-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-6-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-7-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-6-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-7-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-7-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-7-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-7-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-7-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-7-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-7-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-7-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-8-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-7-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-8-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-8-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-8-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-8-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-8-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-8-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-8-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-8-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-9-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-8-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-9-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-9-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-9-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-9-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-9-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-9-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-9-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-MultiHeadSelfAttenti (None, 128, 768)     2362368     Encoder-9-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-MultiHeadSelfAttenti (None, 128, 768)     0           Encoder-10-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-MultiHeadSelfAttenti (None, 128, 768)     0           Encoder-9-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-10-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-MultiHeadSelfAttenti (None, 128, 768)     1536        Encoder-10-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-FeedForward (FeedFor (None, 128, 768)     4722432     Encoder-10-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-FeedForward-Dropout  (None, 128, 768)     0           Encoder-10-FeedForward[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-FeedForward-Add (Add (None, 128, 768)     0           Encoder-10-MultiHeadSelfAttention\n",
            "                                                                 Encoder-10-FeedForward-Dropout[0]\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-FeedForward-Norm (La (None, 128, 768)     1536        Encoder-10-FeedForward-Add[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-MultiHeadSelfAttenti (None, 128, 768)     2362368     Encoder-10-FeedForward-Norm[0][0]\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-MultiHeadSelfAttenti (None, 128, 768)     0           Encoder-11-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-MultiHeadSelfAttenti (None, 128, 768)     0           Encoder-10-FeedForward-Norm[0][0]\n",
            "                                                                 Encoder-11-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-MultiHeadSelfAttenti (None, 128, 768)     1536        Encoder-11-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-FeedForward (FeedFor (None, 128, 768)     4722432     Encoder-11-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-FeedForward-Dropout  (None, 128, 768)     0           Encoder-11-FeedForward[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-FeedForward-Add (Add (None, 128, 768)     0           Encoder-11-MultiHeadSelfAttention\n",
            "                                                                 Encoder-11-FeedForward-Dropout[0]\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-FeedForward-Norm (La (None, 128, 768)     1536        Encoder-11-FeedForward-Add[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-MultiHeadSelfAttenti (None, 128, 768)     2362368     Encoder-11-FeedForward-Norm[0][0]\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-MultiHeadSelfAttenti (None, 128, 768)     0           Encoder-12-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-MultiHeadSelfAttenti (None, 128, 768)     0           Encoder-11-FeedForward-Norm[0][0]\n",
            "                                                                 Encoder-12-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-MultiHeadSelfAttenti (None, 128, 768)     1536        Encoder-12-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-FeedForward (FeedFor (None, 128, 768)     4722432     Encoder-12-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-FeedForward-Dropout  (None, 128, 768)     0           Encoder-12-FeedForward[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-FeedForward-Add (Add (None, 128, 768)     0           Encoder-12-MultiHeadSelfAttention\n",
            "                                                                 Encoder-12-FeedForward-Dropout[0]\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-FeedForward-Norm (La (None, 128, 768)     1536        Encoder-12-FeedForward-Add[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "MLM-Dense (Dense)               (None, 128, 768)     590592      Encoder-12-FeedForward-Norm[0][0]\n",
            "__________________________________________________________________________________________________\n",
            "MLM-Norm (LayerNormalization)   (None, 128, 768)     1536        MLM-Dense[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "Extract (Extract)               (None, 768)          0           Encoder-12-FeedForward-Norm[0][0]\n",
            "__________________________________________________________________________________________________\n",
            "MLM-Sim (EmbeddingSimilarity)   (None, 128, 28996)   28996       MLM-Norm[0][0]                   \n",
            "                                                                 Embedding-Token[0][1]            \n",
            "__________________________________________________________________________________________________\n",
            "Input-Masked (InputLayer)       (None, 128)          0                                            \n",
            "__________________________________________________________________________________________________\n",
            "NSP-Dense (Dense)               (None, 768)          590592      Extract[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "MLM (Masked)                    (None, 128, 28996)   0           MLM-Sim[0][0]                    \n",
            "                                                                 Input-Masked[0][0]               \n",
            "__________________________________________________________________________________________________\n",
            "NSP (Dense)                     (None, 2)            1538        NSP-Dense[0][0]                  \n",
            "==================================================================================================\n",
            "Total params: 108,638,022\n",
            "Trainable params: 108,638,022\n",
            "Non-trainable params: 0\n",
            "__________________________________________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fmZmmfqAzNnV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from keras.callbacks import ModelCheckpoint, EarlyStopping\n",
        "def recall(y_true, y_pred):\n",
        "    \"\"\"Recall metric.\n",
        "\n",
        "    Only computes a batch-wise average of recall.\n",
        "\n",
        "    Computes the recall, a metric for multi-label classification of\n",
        "    how many relevant items are selected.\n",
        "    \"\"\"\n",
        "    true_positives = K.sum(K.round(K.clip(y_true[:, 0] * y_pred[:, 0], 0, 1)))\n",
        "    possible_positives = K.sum(K.round(K.clip(y_true[:, 0], 0, 1)))\n",
        "    recall = true_positives / (possible_positives + K.epsilon())\n",
        "    return recall\n",
        "\n",
        "\n",
        "def precision(y_true, y_pred):\n",
        "    \"\"\"Precision metric.\n",
        "\n",
        "    Only computes a batch-wise average of precision.\n",
        "\n",
        "    Computes the precision, a metric for multi-label classification of\n",
        "    how many selected items are relevant.\n",
        "    \"\"\"\n",
        "    true_positives = K.sum(K.round(K.clip(y_true[:, 0] * y_pred[:, 0], 0, 1)))\n",
        "    predicted_positives = K.sum(K.round(K.clip(y_pred[:, 0], 0, 1)))\n",
        "    precision = true_positives / (predicted_positives + K.epsilon())\n",
        "    return precision\n",
        "\n",
        "\n",
        "def fbeta_score(y_true, y_pred):\n",
        "\n",
        "    # If there are no true positives, fix the F score at 0 like sklearn.\n",
        "    if K.sum(K.round(K.clip(y_true, 0, 1))) == 0:\n",
        "        return 0\n",
        "\n",
        "    p = precision(y_true, y_pred)\n",
        "    r = recall(y_true, y_pred)\n",
        "    bb = 1 ** 2\n",
        "    fbeta_score = (1 + bb) * (p * r) / (bb * p + r + K.epsilon())\n",
        "    return fbeta_score\n",
        "\n",
        "def get_bert_finetuning_model(model):\n",
        "  inputs = model.inputs[:2]\n",
        "  dense = model.layers[-3].output\n",
        "\n",
        "  outputs = keras.layers.Dense(1, activation='sigmoid',kernel_initializer=keras.initializers.TruncatedNormal(stddev=0.02),\n",
        "                              name = 'real_output')(dense)\n",
        "\n",
        "\n",
        "\n",
        "  bert_model = keras.models.Model(inputs, outputs)\n",
        "  bert_model.compile(\n",
        "      optimizer=RAdam(learning_rate=0.00001, weight_decay=0.0025),\n",
        "      loss='binary_crossentropy',\n",
        "      metrics=['accuracy', recall, precision, fbeta_score])\n",
        "  \n",
        "  return bert_model\n",
        "  \n",
        "model_name = path + \"event_predict_bert.h5\"\n",
        "checkpointer = ModelCheckpoint(filepath=model_name,\n",
        "                                monitor='val_fbeta_score', mode=\"max\",\n",
        "                                verbose=2, save_best_only=True)\n",
        "earlystopper = EarlyStopping(monitor='val_loss', patience=20, verbose=2, mode = \"min\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "I6VmZY3T0lxS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "2dabd775-feae-4e6a-f938-ec46e69aecd4"
      },
      "source": [
        "sess = K.get_session()\n",
        "uninitialized_variables = set([i.decode('ascii') for i in sess.run(tf.report_uninitialized_variables())])\n",
        "init = tf.variables_initializer([v for v in tf.global_variables() if v.name.split(':')[0] in uninitialized_variables])\n",
        "sess.run(init)\n",
        "\n",
        "bert_model = get_bert_finetuning_model(model)\n",
        "bert_model.summary()\n",
        "# saver = CustomSaver()\n",
        "#history = bert_model.fit(train_x, train_y, epochs=50, batch_size=16, verbose = 1, validation_data=(test_x, test_y), callbacks = [checkpointer, earlystopper])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"model_5\"\n",
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "Input-Token (InputLayer)        (None, 128)          0                                            \n",
            "__________________________________________________________________________________________________\n",
            "Input-Segment (InputLayer)      (None, 128)          0                                            \n",
            "__________________________________________________________________________________________________\n",
            "Embedding-Token (TokenEmbedding [(None, 128, 768), ( 22268928    Input-Token[0][0]                \n",
            "__________________________________________________________________________________________________\n",
            "Embedding-Segment (Embedding)   (None, 128, 768)     1536        Input-Segment[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Embedding-Token-Segment (Add)   (None, 128, 768)     0           Embedding-Token[0][0]            \n",
            "                                                                 Embedding-Segment[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Embedding-Position (PositionEmb (None, 128, 768)     98304       Embedding-Token-Segment[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Embedding-Dropout (Dropout)     (None, 128, 768)     0           Embedding-Position[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Embedding-Norm (LayerNormalizat (None, 128, 768)     1536        Embedding-Dropout[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-MultiHeadSelfAttentio (None, 128, 768)     2362368     Embedding-Norm[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-1-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-MultiHeadSelfAttentio (None, 128, 768)     0           Embedding-Norm[0][0]             \n",
            "                                                                 Encoder-1-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-1-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-1-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-1-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-1-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-1-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-1-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-1-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-1-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-2-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-1-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-2-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-2-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-2-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-2-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-2-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-2-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-2-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-2-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-2-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-3-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-2-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-3-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-3-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-3-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-3-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-3-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-3-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-3-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-3-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-3-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-4-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-3-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-4-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-4-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-4-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-4-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-4-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-4-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-4-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-4-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-4-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-5-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-4-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-5-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-5-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-5-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-5-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-5-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-5-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-5-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-5-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-5-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-6-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-5-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-6-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-6-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-6-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-6-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-6-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-6-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-6-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-6-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-6-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-7-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-6-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-7-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-7-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-7-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-7-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-7-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-7-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-7-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-7-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-7-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-8-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-7-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-8-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-8-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-8-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-8-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-8-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-8-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-8-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-8-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-MultiHeadSelfAttentio (None, 128, 768)     2362368     Encoder-8-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-9-MultiHeadSelfAttention[\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-MultiHeadSelfAttentio (None, 128, 768)     0           Encoder-8-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-9-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-MultiHeadSelfAttentio (None, 128, 768)     1536        Encoder-9-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-FeedForward (FeedForw (None, 128, 768)     4722432     Encoder-9-MultiHeadSelfAttention-\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-FeedForward-Dropout ( (None, 128, 768)     0           Encoder-9-FeedForward[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-FeedForward-Add (Add) (None, 128, 768)     0           Encoder-9-MultiHeadSelfAttention-\n",
            "                                                                 Encoder-9-FeedForward-Dropout[0][\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-9-FeedForward-Norm (Lay (None, 128, 768)     1536        Encoder-9-FeedForward-Add[0][0]  \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-MultiHeadSelfAttenti (None, 128, 768)     2362368     Encoder-9-FeedForward-Norm[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-MultiHeadSelfAttenti (None, 128, 768)     0           Encoder-10-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-MultiHeadSelfAttenti (None, 128, 768)     0           Encoder-9-FeedForward-Norm[0][0] \n",
            "                                                                 Encoder-10-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-MultiHeadSelfAttenti (None, 128, 768)     1536        Encoder-10-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-FeedForward (FeedFor (None, 128, 768)     4722432     Encoder-10-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-FeedForward-Dropout  (None, 128, 768)     0           Encoder-10-FeedForward[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-FeedForward-Add (Add (None, 128, 768)     0           Encoder-10-MultiHeadSelfAttention\n",
            "                                                                 Encoder-10-FeedForward-Dropout[0]\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-10-FeedForward-Norm (La (None, 128, 768)     1536        Encoder-10-FeedForward-Add[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-MultiHeadSelfAttenti (None, 128, 768)     2362368     Encoder-10-FeedForward-Norm[0][0]\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-MultiHeadSelfAttenti (None, 128, 768)     0           Encoder-11-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-MultiHeadSelfAttenti (None, 128, 768)     0           Encoder-10-FeedForward-Norm[0][0]\n",
            "                                                                 Encoder-11-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-MultiHeadSelfAttenti (None, 128, 768)     1536        Encoder-11-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-FeedForward (FeedFor (None, 128, 768)     4722432     Encoder-11-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-FeedForward-Dropout  (None, 128, 768)     0           Encoder-11-FeedForward[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-FeedForward-Add (Add (None, 128, 768)     0           Encoder-11-MultiHeadSelfAttention\n",
            "                                                                 Encoder-11-FeedForward-Dropout[0]\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-11-FeedForward-Norm (La (None, 128, 768)     1536        Encoder-11-FeedForward-Add[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-MultiHeadSelfAttenti (None, 128, 768)     2362368     Encoder-11-FeedForward-Norm[0][0]\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-MultiHeadSelfAttenti (None, 128, 768)     0           Encoder-12-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-MultiHeadSelfAttenti (None, 128, 768)     0           Encoder-11-FeedForward-Norm[0][0]\n",
            "                                                                 Encoder-12-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-MultiHeadSelfAttenti (None, 128, 768)     1536        Encoder-12-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-FeedForward (FeedFor (None, 128, 768)     4722432     Encoder-12-MultiHeadSelfAttention\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-FeedForward-Dropout  (None, 128, 768)     0           Encoder-12-FeedForward[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-FeedForward-Add (Add (None, 128, 768)     0           Encoder-12-MultiHeadSelfAttention\n",
            "                                                                 Encoder-12-FeedForward-Dropout[0]\n",
            "__________________________________________________________________________________________________\n",
            "Encoder-12-FeedForward-Norm (La (None, 128, 768)     1536        Encoder-12-FeedForward-Add[0][0] \n",
            "__________________________________________________________________________________________________\n",
            "Extract (Extract)               (None, 768)          0           Encoder-12-FeedForward-Norm[0][0]\n",
            "__________________________________________________________________________________________________\n",
            "NSP-Dense (Dense)               (None, 768)          590592      Extract[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "real_output (Dense)             (None, 1)            769         NSP-Dense[0][0]                  \n",
            "==================================================================================================\n",
            "Total params: 108,016,129\n",
            "Trainable params: 108,016,129\n",
            "Non-trainable params: 0\n",
            "__________________________________________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HqYHZaf51BRy",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "bert_model.save_weights(path+\"/event_bert_epoch_3.h5\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ceGvqp4c1Cj8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "bert_model = get_bert_finetuning_model(model)\n",
        "bert_model.load_weights(path+\"/event_bert_epoch_10.h5\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wnd-ZcGhpxMc",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "test = pd.read_csv('gdrive/My Drive/capstone 2/event_embedding/Thesis_data/keyword_data2015.csv', encoding='utf-8') "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IjzSJznnqHUm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "DATA_COLUMN = \"title\"\n",
        "LABEL_COLUMN = \"index\"\n",
        "\n",
        "def predict_convert_data(data_df):\n",
        "    global tokenizer\n",
        "    indices = []\n",
        "    for i in tqdm(range(len(data_df))):\n",
        "        ids, segments = tokenizer.encode(data_df[DATA_COLUMN][i], max_len=SEQ_LEN)\n",
        "        indices.append(ids)\n",
        "        \n",
        "    items = indices\n",
        "    \n",
        "    \n",
        "    indices = np.array(indices)\n",
        "    return [indices, np.zeros_like(indices)]\n",
        "\n",
        "def predict_load_data(x): #Pandas Dataframe을 인풋으로 받는다\n",
        "    data_df = x\n",
        "    \n",
        "    \n",
        "    data_df[DATA_COLUMN] = data_df[DATA_COLUMN].astype(str)\n",
        "\n",
        "\n",
        "    data_x = predict_convert_data(data_df)\n",
        "\n",
        "    return data_x"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3WKrkWHZqILu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "73700c63-30a9-4569-9c44-c0d9e3c777a0"
      },
      "source": [
        "test_set = predict_load_data(test)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 253/253 [00:00<00:00, 614.46it/s]\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dNRG19UNfdua",
        "colab_type": "text"
      },
      "source": [
        "## Test"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zU8guXJjS8D8",
        "colab_type": "text"
      },
      "source": [
        "### Epoch 3 + Without Event"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YxxkpzhWqNrX",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "preds = bert_model.predict(test_set)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vbA2cIReqRPz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 190
        },
        "outputId": "24bd5dda-194a-4c75-c314-70b923feb93e"
      },
      "source": [
        "from sklearn.metrics import classification_report\n",
        "y_true = test['index']\n",
        "# F1 Score 확인\n",
        "print(classification_report(y_true, np.round(preds,0)))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.00      0.00      0.00       133\n",
            "           1       0.47      1.00      0.64       120\n",
            "\n",
            "    accuracy                           0.47       253\n",
            "   macro avg       0.24      0.50      0.32       253\n",
            "weighted avg       0.22      0.47      0.31       253\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bXn5bAOGTCeX",
        "colab_type": "text"
      },
      "source": [
        "### Epoch 100 + Without Event"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Vgx3cozqR5-y",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "d84db2fb-002a-4f97-aa9a-2caa21922214"
      },
      "source": [
        "bert_model = get_bert_finetuning_model(model)\n",
        "bert_model.load_weights(path+\"/bert.h5\")\n",
        "preds = bert_model.predict(test_set)\n",
        "from sklearn.metrics import classification_report\n",
        "y_true = test['index']\n",
        "# F1 Score 확인\n",
        "print(classification_report(y_true, np.round(preds,0)))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:422: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n",
            "\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.52      0.42      0.47       133\n",
            "           1       0.47      0.57      0.52       120\n",
            "\n",
            "    accuracy                           0.49       253\n",
            "   macro avg       0.50      0.50      0.49       253\n",
            "weighted avg       0.50      0.49      0.49       253\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MfNQjTGabQVw",
        "colab_type": "text"
      },
      "source": [
        "### Epoch 10 + Event"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Oc2sXYcFF-2w",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        },
        "outputId": "bb2a5a96-2a40-4128-8a27-c5ac6644ebb7"
      },
      "source": [
        "bert_model = get_bert_finetuning_model(model)\n",
        "bert_model.load_weights(path+\"/event_bert.h5\")\n",
        "preds = bert_model.predict(test_set)\n",
        "from sklearn.metrics import classification_report\n",
        "y_true = test['index']\n",
        "# F1 Score 확인\n",
        "print(classification_report(y_true, np.round(preds,0)))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.51      0.58      0.54       133\n",
            "           1       0.45      0.38      0.41       120\n",
            "\n",
            "    accuracy                           0.49       253\n",
            "   macro avg       0.48      0.48      0.48       253\n",
            "weighted avg       0.48      0.49      0.48       253\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "duj071TlubDN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        },
        "outputId": "bcd934a9-c335-4e53-9b22-7c088f204427"
      },
      "source": [
        "bert_model = get_bert_finetuning_model(model)\n",
        "bert_model.load_weights(path+\"/event_bert.h5\")\n",
        "preds = bert_model.predict(test_set)\n",
        "from sklearn.metrics import classification_report\n",
        "y_true = test['index']\n",
        "# F1 Score 확인\n",
        "print(classification_report(y_true, np.round(preds,0)))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.50      0.56      0.53       130\n",
            "           1       0.44      0.37      0.40       118\n",
            "\n",
            "    accuracy                           0.47       248\n",
            "   macro avg       0.47      0.47      0.46       248\n",
            "weighted avg       0.47      0.47      0.47       248\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ems6upptbVR7",
        "colab_type": "text"
      },
      "source": [
        "### Epoch 25 + Event"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "I4h-94wbbYGG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        },
        "outputId": "25c853fd-68df-44eb-ede4-ce3322475875"
      },
      "source": [
        "bert_model = get_bert_finetuning_model(model)\n",
        "bert_model.load_weights(path+\"/model_25_.h5\")\n",
        "preds = bert_model.predict(test_set)\n",
        "from sklearn.metrics import classification_report\n",
        "y_true = test['index']\n",
        "# F1 Score 확인\n",
        "print(classification_report(y_true, np.round(preds,0)))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.54      0.38      0.45       133\n",
            "           1       0.48      0.64      0.55       120\n",
            "\n",
            "    accuracy                           0.51       253\n",
            "   macro avg       0.51      0.51      0.50       253\n",
            "weighted avg       0.51      0.51      0.50       253\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XYeTjgGMuXnY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        },
        "outputId": "e54b3318-0ff7-46f4-fa00-01d79495a2b8"
      },
      "source": [
        "bert_model = get_bert_finetuning_model(model)\n",
        "bert_model.load_weights(path+\"/model_25_.h5\")\n",
        "preds = bert_model.predict(test_set)\n",
        "from sklearn.metrics import classification_report\n",
        "y_true = test['index']\n",
        "# F1 Score 확인\n",
        "print(classification_report(y_true, np.round(preds,0)))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.43      0.31      0.36       130\n",
            "           1       0.42      0.56      0.48       118\n",
            "\n",
            "    accuracy                           0.43       248\n",
            "   macro avg       0.43      0.43      0.42       248\n",
            "weighted avg       0.43      0.43      0.42       248\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zmT5z6CMeeOB",
        "colab_type": "text"
      },
      "source": [
        "### Epoch 50 + Event"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Wu5CbOlqej-3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        },
        "outputId": "2feaa484-3dd2-436b-a466-9ad137a1f081"
      },
      "source": [
        "bert_model = get_bert_finetuning_model(model)\n",
        "bert_model.load_weights(path+\"/model_50.h5\")\n",
        "preds = bert_model.predict(test_set)\n",
        "from sklearn.metrics import classification_report\n",
        "y_true = test['index']\n",
        "# F1 Score 확인\n",
        "print(classification_report(y_true, np.round(preds,0)))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.51      0.46      0.48       133\n",
            "           1       0.46      0.51      0.48       120\n",
            "\n",
            "    accuracy                           0.48       253\n",
            "   macro avg       0.48      0.48      0.48       253\n",
            "weighted avg       0.48      0.48      0.48       253\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5y7pzwDRuhmu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        },
        "outputId": "bda13ee4-bd61-4980-bb50-744434188822"
      },
      "source": [
        "bert_model = get_bert_finetuning_model(model)\n",
        "bert_model.load_weights(path+\"/model_50.h5\")\n",
        "preds = bert_model.predict(test_set)\n",
        "from sklearn.metrics import classification_report\n",
        "y_true = test['index']\n",
        "# F1 Score 확인\n",
        "print(classification_report(y_true, np.round(preds,0)))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.49      0.36      0.42       130\n",
            "           1       0.46      0.59      0.52       118\n",
            "\n",
            "    accuracy                           0.47       248\n",
            "   macro avg       0.48      0.48      0.47       248\n",
            "weighted avg       0.48      0.47      0.46       248\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GRqf-QsCHh_S",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        },
        "outputId": "9a51e153-3b6a-48de-be7d-7ef1b9ea45fd"
      },
      "source": [
        "bert_model = get_bert_finetuning_model(model)\n",
        "bert_model.load_weights(path+\"event_predict_bert.h5\")\n",
        "preds = bert_model.predict(test_set)\n",
        "from sklearn.metrics import classification_report\n",
        "y_true = test['index']\n",
        "# F1 Score 확인\n",
        "print(classification_report(y_true, np.round(preds,0)))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.00      0.00      0.00       133\n",
            "           1       0.47      1.00      0.64       120\n",
            "\n",
            "    accuracy                           0.47       253\n",
            "   macro avg       0.24      0.50      0.32       253\n",
            "weighted avg       0.22      0.47      0.31       253\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}