Reuters_Data_Full.ipynb

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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gWZexju53Iqd",
        "colab_type": "text"
      },
      "source": [
        "# Connecting to the Reuters Connect API"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "96F19V683Iqk",
        "colab_type": "text"
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      "source": [
        "### Imports"
      ]
    },
    {
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      "metadata": {
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          "end_time": "2019-10-29T06:21:44.513986Z",
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        "id": "bshxHUYS3Iqn",
        "colab_type": "code",
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      },
      "source": [
        "import requests\n",
        "import json\n",
        "from datetime import datetime\n",
        "import pandas as pd"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
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        "id": "q9FA4M6t3Iq6",
        "colab_type": "code",
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      },
      "source": [
        "username = 'HackAPI2'"
      ],
      "execution_count": 0,
      "outputs": []
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    {
      "cell_type": "code",
      "metadata": {
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          "end_time": "2019-10-29T06:21:47.623164Z",
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      "source": [
        "password = 'xmwMsuGfdqhXRGV' # needs to be adjusted!"
      ],
      "execution_count": 0,
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    },
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      "cell_type": "code",
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      },
      "source": [
        "auth_url = \"https://commerce.reuters.com/rmd/rest/xml/login?username=\" + username + \"&password=\" + password + \"&format=json\"\n",
        "auth_url"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'https://commerce.reuters.com/rmd/rest/xml/login?username=HackAPI2&password=xmwMsuGfdqhXRGV&format=json'"
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          "metadata": {
            "tags": []
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      "source": [
        "response = requests.get(auth_url)"
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      "source": [
        "authToken = json.loads(response.text).get('authToken').get('authToken')\n",
        "authToken"
      ],
      "execution_count": 0,
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          "output_type": "execute_result",
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            "text/plain": [
              "'8vsT3ETAUZbbxQ4+1+uIhVBCqjTpgI+x81kIX5wuiTI='"
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          "metadata": {
            "tags": []
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          "execution_count": 6
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      "cell_type": "markdown",
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      "source": [
        "### 2. Channels information"
      ]
    },
    {
      "cell_type": "code",
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          "end_time": "2019-10-29T06:35:41.865114Z",
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      "source": [
        "channels_url = 'http://rmb.reuters.com/rmd/rest/json/channels?token=' + authToken + '&format=json'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "ExecuteTime": {
          "end_time": "2019-10-29T06:35:43.140687Z",
          "start_time": "2019-10-29T06:35:43.054294Z"
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      "source": [
        "response = requests.get(channels_url)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
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          "end_time": "2019-10-29T06:36:06.888316Z",
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      "source": [
        "channels = json.loads(response.text)\n",
        "channels"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'channelIds': [158,\n",
              "  675,\n",
              "  24217,\n",
              "  585,\n",
              "  1,\n",
              "  644,\n",
              "  24242,\n",
              "  718,\n",
              "  27055,\n",
              "  61670,\n",
              "  61669,\n",
              "  656,\n",
              "  61672,\n",
              "  27052,\n",
              "  676,\n",
              "  81607,\n",
              "  176033,\n",
              "  32220,\n",
              "  174,\n",
              "  61667,\n",
              "  61671,\n",
              "  674,\n",
              "  106821,\n",
              "  61668],\n",
              " 'channelInformation': [{'alias': 'CLE548',\n",
              "   'availableContentProfiles': ['NEP-External_ANP'],\n",
              "   'category': {'description': 'Online Video', 'id': 'OLV'},\n",
              "   'description': 'BVO',\n",
              "   'lastArrivalInternal': '2019-11-01T22:37:26Z',\n",
              "   'lastUpdate': '2019-11-01T22:35:05Z'},\n",
              "  {'alias': 'Efm208',\n",
              "   'availableContentProfiles': ['SNI-Graphic'],\n",
              "   'category': {'description': 'Graphics', 'id': 'GRA'},\n",
              "   'description': 'French Language News Graphics Service',\n",
              "   'lastArrivalInternal': '2019-11-01T12:36:05Z',\n",
              "   'lastUpdate': '2019-11-01T12:35:30Z'},\n",
              "  {'alias': 'FES376',\n",
              "   'availableContentProfiles': ['SNI-Text',\n",
              "    'SNI-Picture',\n",
              "    'NEP-External',\n",
              "    'SNEP-External'],\n",
              "   'category': {'category': {'description': 'USA', 'id': 'OLR:USA'},\n",
              "    'description': 'Online Reports',\n",
              "    'id': 'OLR'},\n",
              "   'description': 'US Online Report Top News',\n",
              "   'lastArrivalInternal': '2019-11-03T09:23:55Z',\n",
              "   'lastUpdate': '2019-11-03T09:23:53Z'},\n",
              "  {'alias': 'HkV652',\n",
              "   'availableContentProfiles': ['SNI-Text'],\n",
              "   'category': {'description': 'Text', 'id': 'TXT'},\n",
              "   'description': 'German General News Service',\n",
              "   'lastArrivalInternal': '2019-11-03T09:00:04Z',\n",
              "   'lastUpdate': '2019-11-03T09:00:01Z'},\n",
              "  {'alias': 'Iwu647',\n",
              "   'availableContentProfiles': ['NEP-External_ANP'],\n",
              "   'category': {'description': 'Online Video', 'id': 'OLV'},\n",
              "   'description': 'EVO',\n",
              "   'lastArrivalInternal': '2019-11-02T19:07:32Z',\n",
              "   'lastUpdate': '2019-11-02T19:06:05Z'},\n",
              "  {'alias': 'STK567',\n",
              "   'availableContentProfiles': ['SNI-Text'],\n",
              "   'category': {'description': 'Text', 'id': 'TXT'},\n",
              "   'description': 'Reuters World Service',\n",
              "   'lastArrivalInternal': '2019-11-03T09:24:32Z',\n",
              "   'lastUpdate': '2019-11-03T09:24:27Z'},\n",
              "  {'alias': 'TRn222',\n",
              "   'availableContentProfiles': ['SNI-Text',\n",
              "    'SNI-Picture',\n",
              "    'NEP-External',\n",
              "    'SNEP-External'],\n",
              "   'category': {'category': {'description': 'UK', 'id': 'OLR:GBR'},\n",
              "    'description': 'Online Reports',\n",
              "    'id': 'OLR'},\n",
              "   'description': 'UK Online Report Top News',\n",
              "   'lastArrivalInternal': '2019-11-03T09:20:17Z',\n",
              "   'lastUpdate': '2019-11-03T09:20:10Z'},\n",
              "  {'alias': 'UXR369',\n",
              "   'availableContentProfiles': ['SNI-Text',\n",
              "    'SNI-Picture',\n",
              "    'NEP-External',\n",
              "    'SNEP-External'],\n",
              "   'category': {'category': {'description': 'France', 'id': 'OLR:FRA'},\n",
              "    'description': 'Online Reports',\n",
              "    'id': 'OLR'},\n",
              "   'description': 'France Online Report Top News',\n",
              "   'lastArrivalInternal': '2019-11-02T18:02:52Z',\n",
              "   'lastUpdate': '2019-11-02T18:02:50Z'},\n",
              "  {'alias': 'afj497',\n",
              "   'availableContentProfiles': ['SNI-Text',\n",
              "    'SNI-Picture',\n",
              "    'NEP-External',\n",
              "    'SNEP-External'],\n",
              "   'category': {'category': {'description': 'Germany', 'id': 'OLR:DEU'},\n",
              "    'description': 'Online Reports',\n",
              "    'id': 'OLR'},\n",
              "   'description': 'Germany Online Report Top News',\n",
              "   'lastArrivalInternal': '2019-11-01T15:38:43Z',\n",
              "   'lastUpdate': '2019-11-01T15:38:40Z'},\n",
              "  {'alias': 'dja779',\n",
              "   'availableContentProfiles': ['SNI-Text',\n",
              "    'SNI-Picture',\n",
              "    'NEP-External',\n",
              "    'SNEP-External'],\n",
              "   'category': {'category': {'description': 'Germany', 'id': 'OLR:DEU'},\n",
              "    'description': 'Online Reports',\n",
              "    'id': 'OLR'},\n",
              "   'description': 'DNP Basic Germany OLR Markets',\n",
              "   'lastArrivalInternal': '2019-11-01T17:10:25Z',\n",
              "   'lastUpdate': '2019-11-01T17:10:22Z'},\n",
              "  {'alias': 'hro568',\n",
              "   'availableContentProfiles': ['SNI-Text',\n",
              "    'SNI-Picture',\n",
              "    'NEP-External',\n",
              "    'SNEP-External'],\n",
              "   'category': {'category': {'description': 'Germany', 'id': 'OLR:DEU'},\n",
              "    'description': 'Online Reports',\n",
              "    'id': 'OLR'},\n",
              "   'description': 'DNP Basic Germany OLR Economy',\n",
              "   'lastArrivalInternal': '2019-11-01T16:53:36Z',\n",
              "   'lastUpdate': '2019-11-01T16:53:31Z'},\n",
              "  {'alias': 'jyn629',\n",
              "   'availableContentProfiles': ['SNI-Text'],\n",
              "   'category': {'description': 'Text', 'id': 'TXT'},\n",
              "   'description': 'Swiss Domestic News Service German',\n",
              "   'lastArrivalInternal': '2019-11-03T09:00:04Z',\n",
              "   'lastUpdate': '2019-11-03T09:00:01Z'},\n",
              "  {'alias': 'nch777',\n",
              "   'availableContentProfiles': ['SNI-Text',\n",
              "    'SNI-Picture',\n",
              "    'NEP-External',\n",
              "    'SNEP-External'],\n",
              "   'category': {'category': {'description': 'Germany', 'id': 'OLR:DEU'},\n",
              "    'description': 'Online Reports',\n",
              "    'id': 'OLR'},\n",
              "   'description': 'DNP Basic Germany OLR World',\n",
              "   'lastArrivalInternal': '2019-11-01T15:38:45Z',\n",
              "   'lastUpdate': '2019-11-01T15:38:42Z'},\n",
              "  {'alias': 'nld052',\n",
              "   'availableContentProfiles': ['SNI-Text',\n",
              "    'SNI-Picture',\n",
              "    'NEP-External',\n",
              "    'SNEP-External'],\n",
              "   'category': {'category': {'description': 'Germany', 'id': 'OLR:DEU'},\n",
              "    'description': 'Online Reports',\n",
              "    'id': 'OLR'},\n",
              "   'description': 'Germany Online Report World News',\n",
              "   'lastArrivalInternal': '2019-11-01T15:38:44Z',\n",
              "   'lastUpdate': '2019-11-01T15:38:42Z'},\n",
              "  {'alias': 'oYM964',\n",
              "   'availableContentProfiles': ['SNI-Graphic'],\n",
              "   'category': {'description': 'Graphics', 'id': 'GRA'},\n",
              "   'description': 'Spanish Language News Graphics Service',\n",
              "   'lastArrivalInternal': '2019-11-01T16:14:10Z',\n",
              "   'lastUpdate': '2019-11-01T16:13:59Z'},\n",
              "  {'alias': 'pbn620',\n",
              "   'availableContentProfiles': ['SNI-Text',\n",
              "    'SNI-Picture',\n",
              "    'NEP-External',\n",
              "    'SNEP-External'],\n",
              "   'category': {'category': {'description': 'Germany', 'id': 'OLR:DEU'},\n",
              "    'description': 'Online Reports',\n",
              "    'id': 'OLR'},\n",
              "   'description': 'DNP Basic Germany OLR Politics'},\n",
              "  {'alias': 'pwu404',\n",
              "   'availableContentProfiles': ['SNI-Picture'],\n",
              "   'category': {'description': 'Pictures', 'id': 'PIC'},\n",
              "   'description': 'Reuters News Picture Service - RNPS',\n",
              "   'lastArrivalInternal': '2019-11-03T09:25:55Z',\n",
              "   'lastUpdate': '2019-11-03T09:25:35Z'},\n",
              "  {'alias': 'shl347',\n",
              "   'availableContentProfiles': ['SNI-Graphic'],\n",
              "   'category': {'description': 'Graphics', 'id': 'GRA'},\n",
              "   'description': 'Reuters Interactive Graphics',\n",
              "   'lastArrivalInternal': '2019-11-02T15:00:41Z',\n",
              "   'lastUpdate': '2019-11-02T15:00:08Z'},\n",
              "  {'alias': 'sst663',\n",
              "   'availableContentProfiles': ['NEP-External_ANP'],\n",
              "   'category': {'description': 'Online Video', 'id': 'OLV'},\n",
              "   'description': 'GNVO',\n",
              "   'lastArrivalInternal': '2019-11-03T09:19:19Z',\n",
              "   'lastUpdate': '2019-11-03T09:07:04Z'},\n",
              "  {'alias': 'ucz335',\n",
              "   'availableContentProfiles': ['SNI-Text',\n",
              "    'SNI-Picture',\n",
              "    'NEP-External',\n",
              "    'SNEP-External'],\n",
              "   'category': {'category': {'description': 'Germany', 'id': 'OLR:DEU'},\n",
              "    'description': 'Online Reports',\n",
              "    'id': 'OLR'},\n",
              "   'description': 'DNP Basic Germany OLR Company',\n",
              "   'lastArrivalInternal': '2019-11-01T15:41:17Z',\n",
              "   'lastUpdate': '2019-11-01T15:41:06Z'},\n",
              "  {'alias': 'uzq030',\n",
              "   'availableContentProfiles': ['SNI-Text',\n",
              "    'SNI-Picture',\n",
              "    'NEP-External',\n",
              "    'SNEP-External'],\n",
              "   'category': {'category': {'description': 'Germany', 'id': 'OLR:DEU'},\n",
              "    'description': 'Online Reports',\n",
              "    'id': 'OLR'},\n",
              "   'description': 'DNP Basic Germany OLR Top',\n",
              "   'lastArrivalInternal': '2019-11-01T15:38:46Z',\n",
              "   'lastUpdate': '2019-11-01T15:38:40Z'},\n",
              "  {'alias': 'wbq437',\n",
              "   'availableContentProfiles': ['SNI-Graphic'],\n",
              "   'category': {'description': 'Graphics', 'id': 'GRA'},\n",
              "   'description': 'English Language News Graphics Service',\n",
              "   'lastArrivalInternal': '2019-11-01T15:42:50Z',\n",
              "   'lastUpdate': '2019-11-01T15:42:16Z'},\n",
              "  {'alias': 'xbt154',\n",
              "   'availableContentProfiles': ['NEP-External_ANP'],\n",
              "   'category': {'description': 'Online Video', 'id': 'OLV'},\n",
              "   'description': 'Captioned Online Video - German',\n",
              "   'lastArrivalInternal': '2019-07-12T14:58:56Z',\n",
              "   'lastUpdate': '2019-07-12T14:58:35Z'},\n",
              "  {'alias': 'xnk712',\n",
              "   'availableContentProfiles': ['SNI-Text',\n",
              "    'SNI-Picture',\n",
              "    'NEP-External',\n",
              "    'SNEP-External'],\n",
              "   'category': {'category': {'description': 'Germany', 'id': 'OLR:DEU'},\n",
              "    'description': 'Online Reports',\n",
              "    'id': 'OLR'},\n",
              "   'description': 'DNP Basic Germany OLR Domestic',\n",
              "   'lastArrivalInternal': '2019-11-01T14:25:03Z',\n",
              "   'lastUpdate': '2019-11-01T14:24:59Z'}],\n",
              " 'status': {'code': 10}}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
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      "source": [
        "descriptions = [value.get('description') for value in channels.get('channelInformation')]\n",
        "descriptions"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['BVO',\n",
              " 'French Language News Graphics Service',\n",
              " 'US Online Report Top News',\n",
              " 'German General News Service',\n",
              " 'EVO',\n",
              " 'Reuters World Service',\n",
              " 'UK Online Report Top News',\n",
              " 'France Online Report Top News',\n",
              " 'Germany Online Report Top News',\n",
              " 'DNP Basic Germany OLR Markets',\n",
              " 'DNP Basic Germany OLR Economy',\n",
              " 'Swiss Domestic News Service German',\n",
              " 'DNP Basic Germany OLR World',\n",
              " 'Germany Online Report World News',\n",
              " 'Spanish Language News Graphics Service',\n",
              " 'DNP Basic Germany OLR Politics',\n",
              " 'Reuters News Picture Service - RNPS',\n",
              " 'Reuters Interactive Graphics',\n",
              " 'GNVO',\n",
              " 'DNP Basic Germany OLR Company',\n",
              " 'DNP Basic Germany OLR Top',\n",
              " 'English Language News Graphics Service',\n",
              " 'Captioned Online Video - German',\n",
              " 'DNP Basic Germany OLR Domestic']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
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      },
      "source": [
        "aliases = [value.get('alias') for value in channels.get('channelInformation')]\n",
        "aliases  # will be used for the next step"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['CLE548',\n",
              " 'Efm208',\n",
              " 'FES376',\n",
              " 'HkV652',\n",
              " 'Iwu647',\n",
              " 'STK567',\n",
              " 'TRn222',\n",
              " 'UXR369',\n",
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              " 'hro568',\n",
              " 'jyn629',\n",
              " 'nch777',\n",
              " 'nld052',\n",
              " 'oYM964',\n",
              " 'pbn620',\n",
              " 'pwu404',\n",
              " 'shl347',\n",
              " 'sst663',\n",
              " 'ucz335',\n",
              " 'uzq030',\n",
              " 'wbq437',\n",
              " 'xbt154',\n",
              " 'xnk712']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "orGiLM7z3Iry",
        "colab_type": "text"
      },
      "source": [
        "### 3. Specify channel, request"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "ExecuteTime": {
          "end_time": "2019-10-29T06:26:51.727702Z",
          "start_time": "2019-10-29T06:26:51.723340Z"
        },
        "id": "C8eLrRkc3Irz",
        "colab_type": "code",
        "outputId": "51644c34-97a0-49c4-bf14-5c556f9f6369",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "alias = channels.get('channelInformation')[0].get('alias')\n",
        "alias"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'CLE548'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "ExecuteTime": {
          "end_time": "2019-10-29T06:26:56.349288Z",
          "start_time": "2019-10-29T06:26:56.346862Z"
        },
        "id": "XjJ15rdH3Ir5",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "url = 'http://rmb.reuters.com/rmd/rest/json/items?channel=' + alias + '&token=' + authToken + '&format=json'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "ExecuteTime": {
          "end_time": "2019-10-29T06:26:57.147605Z",
          "start_time": "2019-10-29T06:26:56.986504Z"
        },
        "id": "wGu4U9JO3Ir7",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "response = requests.get(url)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iDtTgI5W3Ir_",
        "colab_type": "code",
        "outputId": "f84416ff-a005-4a12-9ce9-2bb66f05b619",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "channelCat = 'TXT'  # or: OLR, GRA, PIC, ...\n",
        "url = 'http://rmb.reuters.com/rmd/rest/json/items?channelCategory=' + channelCat + '&token=' + authToken + '&format=json'\n",
        "response = requests.get(url)\n",
        "json.loads(response.text)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "   'headline': \"MONGOLIAN GROOM EUTHANIZED AFTER BEING INJURED DURING BREEDERS' CUP CLASSIC\",\n",
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              "   'headline': 'UPDATE 7-NBA Results',\n",
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              "   'headline': 'UPDATE 36-NCAAF Results',\n",
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              "   'headline': 'UPDATE 35-NCAAF Results',\n",
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              "   'headline': 'UPDATE 34-NCAAF Results',\n",
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              "   'headline': 'Booker, Suns handle Grizzlies to improve to 4-2',\n",
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              "   'headline': 'UPDATE 14-NHL Results',\n",
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              "   'headline': 'UPDATE 13-NHL Results',\n",
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              "   'headline': 'Serie A Standings',\n",
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              "   'headline': 'UPDATE 4-Serie A Results',\n",
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              "   'headline': 'UPDATE 11-NHL Results',\n",
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              "   'headline': 'Drummond carries short-handed Pistons over Nets',\n",
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              "   'headline': 'UPDATE 10-NHL Results',\n",
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              "   'headline': 'Rittich (43 saves) and Flames blank Blue Jackets',\n",
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              "   'headline': \"UPDATE 1-Vino Rosso wins Breeders' Cup Classic, Mongolian Groom injured\",\n",
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              "   'headline': 'UPDATE 7-NHL Results',\n",
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              "    'RU',\n",
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              "    'ES',\n",
              "    'AU',\n",
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              "    'MC',\n",
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              "   'headline': \"FINLAND'S VALTTERI BOTTAS PUTS MERCEDES ON POLE POSITION FOR THE U.S. FORMULA ONE GRAND PRIX\",\n",
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              "   'mediaType': 'T',\n",
              "   'priority': 1,\n",
              "   'slug': \"FINLAND'S VALTTERI BOTTAS PUTS MERCEDES ON POLE POSITION FOR THE\",\n",
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              "   'headline': 'UPDATE 10-Ligue 1 Summaries',\n",
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              "   'internalReceivedDate': '2019-11-02T22:01:15Z',\n",
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              "   'headline': 'Serie A Results',\n",
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              "   'internalReceivedDate': '2019-11-02T22:01:15Z',\n",
              "   'language': 'en',\n",
              "   'mediaType': 'T',\n",
              "   'priority': 4,\n",
              "   'slug': 'SOCCER-BRAZIL/RESULTS',\n",
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              "   'guid': 'tag:reuters.com,2019:newsml_MTZXEFB2D3TZE6',\n",
              "   'headline': 'Serie A Summaries',\n",
              "   'id': 'tag:reuters.com,2019:newsml_MTZXEFB2D3TZE6:1',\n",
              "   'internalReceivedDate': '2019-11-02T22:01:15Z',\n",
              "   'language': 'en',\n",
              "   'mediaType': 'T',\n",
              "   'priority': 4,\n",
              "   'slug': 'SOCCER-BRAZIL/SUMMARIES',\n",
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              "    564],\n",
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              "   'guid': 'tag:reuters.com,2019:newsml_L8N27I0O1',\n",
              "   'headline': 'Soccer-Real Madrid blow chance to go top after frustrating draw with Betis',\n",
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              "   'internalReceivedDate': '2019-11-02T22:00:18Z',\n",
              "   'language': 'en',\n",
              "   'mediaType': 'T',\n",
              "   'priority': 3,\n",
              "   'slug': 'SOCCER-SPAIN-MAD-BET/REPORT (PIX)',\n",
              "   'source': 'Thomson Reuters',\n",
              "   'version': 1202172548},\n",
              "  {'channelIds': [626, 49349, 644, 148391, 635, 159015, 27079, 27132],\n",
              "   'channels': ['STK567'],\n",
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              "   'guid': 'tag:reuters.com,2019:newsml_MTZXEFB2D3LLE4',\n",
              "   'headline': 'Canada PremierLeague Summaries',\n",
              "   'id': 'tag:reuters.com,2019:newsml_MTZXEFB2D3LLE4:1',\n",
              "   'internalReceivedDate': '2019-11-02T21:56:13Z',\n",
              "   'language': 'en',\n",
              "   'mediaType': 'T',\n",
              "   'priority': 4,\n",
              "   'slug': 'SOCCER-CANADA/SUMMARIES',\n",
              "   'source': 'Opta Sports Data',\n",
              "   'version': 1},\n",
              "  {'channelIds': [626, 49349, 644, 148391, 635, 159015, 27079, 27132],\n",
              "   'channels': ['STK567'],\n",
              "   'dateCreated': '2019-11-02T21:56:09Z',\n",
              "   'guid': 'tag:reuters.com,2019:newsml_MTZXEFB2D3LLE5',\n",
              "   'headline': 'Canada PremierLeague Results',\n",
              "   'id': 'tag:reuters.com,2019:newsml_MTZXEFB2D3LLE5:1',\n",
              "   'internalReceivedDate': '2019-11-02T21:56:13Z',\n",
              "   'language': 'en',\n",
              "   'mediaType': 'T',\n",
              "   'priority': 4,\n",
              "   'slug': 'SOCCER-CANADA/RESULTS',\n",
              "   'source': 'Opta Sports Data',\n",
              "   'version': 1},\n",
              "  {'channelIds': [626, 49349, 644, 148391, 635, 159015, 27079, 82914, 27132],\n",
              "   'channels': ['STK567'],\n",
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              "   'guid': 'tag:reuters.com,2019:newsml_MTZXEFB2CHIU3I',\n",
              "   'headline': 'UPDATE 4-La Liga Standings',\n",
              "   'id': 'tag:reuters.com,2019:newsml_MTZXEFB2CHIU3I:4',\n",
              "   'internalReceivedDate': '2019-11-02T21:54:23Z',\n",
              "   'language': 'en',\n",
              "   'mediaType': 'T',\n",
              "   'priority': 4,\n",
              "   'slug': 'SOCCER-SPAIN/STANDINGS (UPDATE 4)',\n",
              "   'source': 'Opta Sports Data',\n",
              "   'version': 4},\n",
              "  {'channelIds': [37917,\n",
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              "    118201,\n",
              "    27132,\n",
              "    564],\n",
              "   'channels': ['STK567'],\n",
              "   'dateCreated': '2019-11-02T21:53:33Z',\n",
              "   'geography': ['IT'],\n",
              "   'guid': 'tag:reuters.com,2019:newsml_L8N27I0NX',\n",
              "   'headline': 'Soccer-Juventus stay top and maintain winning routine against Torino',\n",
              "   'id': 'tag:reuters.com,2019:newsml_L8N27I0NX:965079615',\n",
              "   'internalReceivedDate': '2019-11-02T21:53:39Z',\n",
              "   'language': 'en',\n",
              "   'mediaType': 'T',\n",
              "   'priority': 3,\n",
              "   'slug': 'SOCCER-ITALY-TOR-JUV/REPORT (PIX)',\n",
              "   'source': 'Thomson Reuters',\n",
              "   'version': 965079615},\n",
              "  {'channelIds': [626, 49349, 644, 148391, 635, 159015, 27079, 82914, 27132],\n",
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              "   'guid': 'tag:reuters.com,2019:newsml_MTZXEFB2CHAB3A',\n",
              "   'headline': 'UPDATE 4-La Liga Results',\n",
              "   'id': 'tag:reuters.com,2019:newsml_MTZXEFB2CHAB3A:4',\n",
              "   'internalReceivedDate': '2019-11-02T21:53:14Z',\n",
              "   'language': 'en',\n",
              "   'mediaType': 'T',\n",
              "   'priority': 4,\n",
              "   'slug': 'SOCCER-SPAIN/RESULTS (UPDATE 4)',\n",
              "   'source': 'Opta Sports Data',\n",
              "   'version': 4},\n",
              "  {'channelIds': [626, 49349, 644, 148391, 635, 159015, 27079, 82914, 27132],\n",
              "   'channels': ['STK567'],\n",
              "   'dateCreated': '2019-11-02T21:53:10Z',\n",
              "   'guid': 'tag:reuters.com,2019:newsml_MTZXEFB2CHAB3B',\n",
              "   'headline': 'UPDATE 4-La Liga Summaries',\n",
              "   'id': 'tag:reuters.com,2019:newsml_MTZXEFB2CHAB3B:4',\n",
              "   'internalReceivedDate': '2019-11-02T21:53:17Z',\n",
              "   'language': 'en',\n",
              "   'mediaType': 'T',\n",
              "   'priority': 4,\n",
              "   'slug': 'SOCCER-SPAIN/SUMMARIES (UPDATE 4)',\n",
              "   'source': 'Opta Sports Data',\n",
              "   'version': 4},\n",
              "  {'channelIds': [626, 49349, 644, 148391, 635, 159015, 27079, 27132],\n",
              "   'channels': ['STK567'],\n",
              "   'dateCreated': '2019-11-02T21:51:21Z',\n",
              "   'guid': 'tag:reuters.com,2019:newsml_MTZXEFB2D3DLDW',\n",
              "   'headline': 'Eredivisie Top Scorers',\n",
              "   'id': 'tag:reuters.com,2019:newsml_MTZXEFB2D3DLDW:1',\n",
              "   'internalReceivedDate': '2019-11-02T21:51:26Z',\n",
              "   'language': 'en',\n",
              "   'mediaType': 'T',\n",
              "   'priority': 4,\n",
              "   'slug': 'SOCCER-NETHERLANDS/TOP SCORERS',\n",
              "   'source': 'Opta Sports Data',\n",
              "   'version': 1},\n",
              "  {'channelIds': [626,\n",
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              "    27132,\n",
              "    564],\n",
              "   'channels': ['STK567'],\n",
              "   'dateCreated': '2019-11-02T21:48:38Z',\n",
              "   'geography': ['FR', 'NL'],\n",
              "   'guid': 'tag:reuters.com,2019:newsml_L8N27I0NL',\n",
              "   'headline': \"UPDATE 1-Soccer-Depay's late strike lifts Lyon with Toulouse win\",\n",
              "   'id': 'tag:reuters.com,2019:newsml_L8N27I0NL:1578468205',\n",
              "   'internalReceivedDate': '2019-11-02T21:48:42Z',\n",
              "   'language': 'en',\n",
              "   'mediaType': 'T',\n",
              "   'priority': 3,\n",
              "   'slug': 'SOCCER-FRANCE-TOU-LYO/REPORT (UPDATE 1, PIX)',\n",
              "   'source': 'Thomson Reuters',\n",
              "   'version': 1578468205},\n",
              "  {'channelIds': [626, 49349, 644, 148391, 635, 159015, 27079, 27132],\n",
              "   'channels': ['STK567'],\n",
              "   'dateCreated': '2019-11-02T21:47:09Z',\n",
              "   'guid': 'tag:reuters.com,2019:newsml_MTZXEFB2CWIO0P',\n",
              "   'headline': 'UPDATE 6-Eredivisie Summaries',\n",
              "   'id': 'tag:reuters.com,2019:newsml_MTZXEFB2CWIO0P:6',\n",
              "   'internalReceivedDate': '2019-11-02T21:47:13Z',\n",
              "   'language': 'en',\n",
              "   'mediaType': 'T',\n",
              "   'priority': 4,\n",
              "   'slug': 'SOCCER-NETHERLANDS/SUMMARIES (UPDATE 6)',\n",
              "   'source': 'Opta Sports Data',\n",
              "   'version': 6}],\n",
              " 'status': {'code': 10}}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q4Ihb0zPvODb",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import urllib.request\n",
        "import time \n",
        "# Scrape data from google maps.\n",
        "site = 'https://maps.googleapis.com/maps/api/place/nearbysearch/json?'\n",
        "location = '47.369810,8.541259'\n",
        "radius = '4000'\n",
        "api_key = 'AIzaSyAxAXa5x1tO5GWQOz4C3wzv7Y-wj3uUvAo' \n",
        "#pagetoken = '0'\n",
        "url = site + 'key=' + api_key + '&callback=initMap' + '&location=' + location + '&radius=' + radius "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KV0_tcg0z8VL",
        "colab_type": "code",
        "outputId": "9159245e-318e-4874-9f6f-1f5461de77b2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 320
        }
      },
      "source": [
        "for i in range(3):\n",
        "  print ('Sleeping')\n",
        "\n",
        "  time.sleep(60)\n",
        "  response = urllib.request.urlopen(url)\n",
        "  data = json.loads(response.read().decode())\n",
        "  print (data)\n",
        "  for entity in data['results']:\n",
        "    entities.append((entity['name'], (entity['geometry']['location']['lat'], entity['geometry']['location']['lng'])))\n",
        "  url =  site + 'key=' + api_key + '&callback=initMap' + '&location=' + location + '&radius=' + radius\n",
        "  url = url + '&pagetoken=' + data['next_page_token']\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Sleeping\n",
            "{'html_attributions': [], 'next_page_token': 'CqQCFQEAANLmJGuQ1dgDrd9zNVLiV-pakJoe84P8U2mAGTgz5wataW-Ott0w-8zMOPaC7wX27Ui6lQAbEo26xVg2vsY3YFkZAiSsK-J0-Jx9qMiAbtL1YHKuDGxdNrlyX07WgZIS-nXgmYldiKXwihxJC2P0nNnfCrjWYylXVE_8GodyGV1bHro51TO0UIibEwW5OMbgwbRlVyfKLvo6cNPaEwlB-cqsj9IcwYW6ZnFB1lbSEvTeppnDhAJEOznlAtcDCXgLsLFm5cie9LtCegoAIV0ATrpMhpUldO802eRedzsHDiHlIPiY1UH5Tf9UmtS4cZ8mgQTLkXIsJ12uUAZtCVEx98qv5FY9esOztMduT5g3rUciAusw57eLY7m8YTFpESqESRIQSlQufY51fq515Nghs37xnhoUZG3t5G9vmkls-fkbdkxhwtaGKV8', 'results': [{'geometry': {'location': {'lat': 47.3768866, 'lng': 8.541694}, 'viewport': {'northeast': {'lat': 47.43468, 'lng': 8.6253701}, 'southwest': {'lat': 47.32023, 'lng': 8.448059899999999}}}, 'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/geocode-71.png', 'id': '495bc1dbea86bbe3e6390498a56f8d5eb81ac5c6', 'name': 'Zürich', 'photos': [{'height': 607, 'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/105646867984672415089/photos\">Ramyar</a>'], 'photo_reference': 'CmRaAAAAASyhfYEg7UuIKS5h5sehAi0w38ds3pLOfd0JbJ0HR6OrRZnmh8GIvpDrP0lVpSF21h8c7wiQ25nd7mjTqpGQmhhvOp_q7dQ6wICG9g1y9bhHM1fQVTj2RR8F_XqEovhPEhD-Bdj5LL2SUsjwsjQQ4dl7GhQIS1VOQ0RbNwSHPc6O7tXpDGrBTA', 'width': 1080}], 'place_id': 'ChIJGaK-SZcLkEcRA9wf5_GNbuY', 'reference': 'ChIJGaK-SZcLkEcRA9wf5_GNbuY', 'scope': 'GOOGLE', 'types': ['locality', 'political'], 'vicinity': 'Zürich'}, {'geometry': {'location': {'lat': 47.3673009, 'lng': 8.539357899999999}, 'viewport': {'northeast': {'lat': 47.36868383029149, 'lng': 8.540788680291502}, 'southwest': {'lat': 47.3659858697085, 'lng': 8.538090719708498}}}, 'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png', 'id': '425b7a45933e3d85fd6a3f5778271f27bb810f50', 'name': 'Baur au Lac', 'opening_hours': {'open_now': True}, 'photos': [{'height': 1360, 'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/102018969039400373097/photos\">Baur au Lac</a>'], 'photo_reference': 'CmRaAAAA05YCG2dIQmskrHWznM_HQnIZwIYRxDUEvZYPzPeuwrAHP1Yw3Co88kSsBe662k9LVvpwc0lpahU2gpmqlvIymr-xOInZo_W095TlGUStXuAjyFAjjG_iGrHCPSoBR38qEhB42ETmylf3bwaZ_B32_5eWGhTw-HnFO6KGPjFkzlEBEfVOOlg5eg', 'width': 2048}], 'place_id': 'ChIJ9yi8GQAKkEcRG1b17Gtwgso', 'plus_code': {'compound_code': '9G8Q+WP Zürich, Switzerland', 'global_code': '8FVC9G8Q+WP'}, 'price_level': 4, 'rating': 4.6, 'reference': 'ChIJ9yi8GQAKkEcRG1b17Gtwgso', 'scope': 'GOOGLE', 'types': ['lodging', 'restaurant', 'food', 'point_of_interest', 'establishment'], 'user_ratings_total': 831, 'vicinity': 'Talstrasse 1, Zürich'}, {'geometry': {'location': {'lat': 47.37708319999999, 'lng': 8.5436921}, 'viewport': {'northeast': {'lat': 47.37837453029149, 'lng': 8.545054030291503}, 'southwest': {'lat': 47.37567656970849, 'lng': 8.542356069708498}}}, 'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png', 'id': '06fb8792eb213aaff9151e28e1c2143e2a4dd3c4', 'name': 'Central Plaza', 'photos': [{'height': 1532, 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'rating': 4.199999999999999, 'reference': 'ChIJkbWbuKmgmkcRBeCnG46Ek4w', 'scope': 'GOOGLE', 'types': ['lodging', 'bar', 'restaurant', 'food', 'point_of_interest', 'establishment'], 'user_ratings_total': 263, 'vicinity': 'Niederdorfstrasse 10, Zürich'}, {'geometry': {'location': {'lat': 47.369722, 'lng': 8.553543}, 'viewport': {'northeast': {'lat': 47.37100998029149, 'lng': 8.554866630291501}, 'southwest': {'lat': 47.3683120197085, 'lng': 8.552168669708497}}}, 'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png', 'id': '32891dd95f18bbc27598014f527071cd50ef5ed1', 'name': 'Hotel Hottingen', 'photos': [{'height': 3916, 'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/115862709634894625751/photos\">robson green</a>'], 'photo_reference': 'CmRaAAAASl-imjOLUIhwH6GZobWyRXrNgnTcmC358WkH5gVE8KyNv0VeqfltM9damDk-vK0WAcKgc78o-GLpvROyIeGgJJhKcImEGb8IR87eS7HwiUgcVp75gHTruQyYXTFz8jUoEhD7bNHib0b-Mx7-WdSykvkDGhR_NNecx9sGY-immbx0XuQpf0G14w', 'width': 5056}], 'place_id': 'ChIJC6UOCrKgmkcRmrEGRgFTFZ0', 'plus_code': {'compound_code': '9H93+VC Zürich, Switzerland', 'global_code': '8FVC9H93+VC'}, 'rating': 4.3, 'reference': 'ChIJC6UOCrKgmkcRmrEGRgFTFZ0', 'scope': 'GOOGLE', 'types': ['lodging', 'point_of_interest', 'establishment'], 'user_ratings_total': 168, 'vicinity': 'Hottingerstrasse 31, Zürich'}, {'geometry': {'location': {'lat': 47.3731351, 'lng': 8.5435038}, 'viewport': {'northeast': {'lat': 47.37451678029149, 'lng': 8.545051330291502}, 'southwest': {'lat': 47.3718188197085, 'lng': 8.542353369708497}}}, 'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png', 'id': '7c648b0f9d1b90f9a7c902d8e9564a967d3c49e6', 'name': 'Adler', 'opening_hours': {'open_now': True}, 'photos': [{'height': 1500, 'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/114879861790508384396/photos\">Hotel Adler Zürich</a>'], 'photo_reference': 'CmRaAAAAw4y6-5Si2iDGtJJpdBnO7Qq0H7poRA3ec3byb79mPdRZRhuq8zJywyHKkUt8UznDvCLOS3xXOrNBOF5fJ7HsxFEJxzRRCsmaheqb4BiTyGYdpotuykxGIIlZu-PN5iiJEhCdyzlq1DbAD8uW69xi0HFXGhTeEe33NKCF1iFQ47juwkAjQIdMcQ', 'width': 2000}], 'place_id': 'ChIJTfaDxqmgmkcRo9IkTuCc6bA', 'plus_code': {'compound_code': '9GFV+7C Zürich, Switzerland', 'global_code': '8FVC9GFV+7C'}, 'rating': 4.399999999999999, 'reference': 'ChIJTfaDxqmgmkcRo9IkTuCc6bA', 'scope': 'GOOGLE', 'types': ['lodging', 'point_of_interest', 'establishment'], 'user_ratings_total': 462, 'vicinity': 'Rosengasse 10, Zürich'}, {'geometry': {'location': {'lat': 47.377259, 'lng': 8.5229913}, 'viewport': {'northeast': {'lat': 47.3786415302915, 'lng': 8.524369280291504}, 'southwest': {'lat': 47.3759435697085, 'lng': 8.5216713197085}}}, 'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/generic_business-71.png', 'id': '198bc893b9815f5343eb80bbbd49c0c4af806a4d', 'name': 'Pension für Dich und Café für Dich', 'photos': [{'height': 4032, 'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/105936391269677850066/photos\">Arturo Crespo</a>'], 'photo_reference': 'CmRaAAAA5usRO6XE6QGdP_6XyBpLxUcN0tfhqW1d3EP8VeAJ2nf53WOpiFGoj0RpyaGNkLLEaOyF1sH479vfYpQMNL5XCUJdk_QuO_CJB9U47aF02P9iqMWyLIcyjsOydWyl-6oWEhB7n725EEBFy-DKOAAhDrHjGhQvzh2Im9Dx6VeyHIomXXgGG3MU8Q', 'width': 3024}], 'place_id': 'ChIJSaTezxkKkEcR-BJKD0J-ysQ', 'plus_code': {'compound_code': '9GGF+W5 Zürich, Switzerland', 'global_code': '8FVC9GGF+W5'}, 'rating': 4.199999999999999, 'reference': 'ChIJSaTezxkKkEcR-BJKD0J-ysQ', 'scope': 'GOOGLE', 'types': ['cafe', 'food', 'point_of_interest', 'establishment'], 'user_ratings_total': 233, 'vicinity': 'Stauffacherstrasse 141, Zürich'}], 'status': 'OK'}\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "error",
          "ename": "KeyError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-354-9e3ab03f6ee9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      9\u001b[0m     \u001b[0mentities\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mentity\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'name'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mentity\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'geometry'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'location'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'lat'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mentity\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'geometry'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'location'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'lng'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m   \u001b[0murl\u001b[0m \u001b[0;34m=\u001b[0m  \u001b[0msite\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'key='\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mapi_key\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'&callback=initMap'\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'&location='\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mlocation\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'&radius='\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mradius\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m   \u001b[0murl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0murl\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'&pagetoken='\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'next_page_token'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;31mKeyError\u001b[0m: 'next_page_token'"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lwMdv5t0rNsm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "fake_entities=[('Microsoft', (0, 0)), ('Google', (0, 0)), ('Alphabet', (0, 0)), ('Rolex', (0, 0))]\n",
        "entities.extend(fake_entities)\n",
        "entities = entities[0:3] + entities[6:]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vO0gdts40IJd",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "entities = entities[7:]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tzZ_oibkdjTW",
        "colab_type": "code",
        "outputId": "d00f96e5-c0f4-4a97-baa1-3f3cba0d0896",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "company_data = {}\n",
        "for i, entity in enumerate(entities):\n",
        "  company_data[entity] = []\n",
        "  search_query = 'fullText:((slavery OR trafficking) AND ' + entity[0] + ')'\n",
        "  current_date = datetime.today().strftime('%Y.%m.%d')\n",
        "  past_date = '2019.10.03' \n",
        "  url_parts = [\n",
        "      'http://rmb.reuters.com/rmd/rest/json/search?q=',\n",
        "      search_query,\n",
        "      '&mediaType=T&token=',\n",
        "      authToken,\n",
        "      '&format=json',\n",
        "      '&dateRange=',\n",
        "      past_date,\n",
        "      '-',\n",
        "      current_date]\n",
        "\n",
        "  url = ''.join(url_parts)\n",
        "  response = requests.get(url)\n",
        "  text = json.loads(response.text)\n",
        "  try: \n",
        "    company_data[entity].append(text['results']['result'])\n",
        "  except:\n",
        "    pass\n",
        "  print (len(company_data))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "1\n",
            "2\n",
            "3\n",
            "4\n",
            "5\n",
            "6\n",
            "7\n",
            "8\n",
            "9\n",
            "10\n",
            "11\n",
            "12\n",
            "13\n",
            "14\n",
            "15\n",
            "16\n",
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            "18\n",
            "19\n",
            "20\n",
            "21\n",
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            "23\n",
            "24\n",
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            "40\n",
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            "48\n",
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            "50\n",
            "51\n",
            "52\n",
            "53\n",
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            "55\n",
            "56\n",
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            "58\n",
            "59\n",
            "60\n",
            "61\n",
            "62\n",
            "63\n",
            "64\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6zIjC9G9jmGn",
        "colab_type": "code",
        "outputId": "49243043-f843-415d-e415-f7cc5abd87d5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "company_data"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{('25hours Hotel Zürich West', (47.39103089999999, 8.509771799999998)): [],\n",
              " ('Adler',\n",
              "  (47.3731351,\n",
              "   8.5435038)): [[{'author': 'By Angela Moore',\n",
              "    'channelIds': [63683,\n",
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              "     144993,\n",
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              "     634,\n",
              "     187915,\n",
              "     633,\n",
              "     127687,\n",
              "     63655,\n",
              "     70595],\n",
              "    'channels': ['STK567'],\n",
              "    'contributorId': 'RTRS',\n",
              "    'contributorName': 'Reuters',\n",
              "    'dateCreated': 1572523200000,\n",
              "    'destination': ['PSC',\n",
              "     'LBY',\n",
              "     'G',\n",
              "     'RLF',\n",
              "     'GNS',\n",
              "     'PGE',\n",
              "     'RWS',\n",
              "     'CSA',\n",
              "     'UCDPTEST',\n",
              "     'RVES',\n",
              "     'RNP',\n",
              "     'RWSA',\n",
              "     'RAST',\n",
              "     'REUVF',\n",
              "     'REULB',\n",
              "     'AFA',\n",
              "     'RBN'],\n",
              "    'geography': ['US', 'GB'],\n",
              "    'guid': 'tag:reuters.com,2019:newsml_L2N27F2CG',\n",
              "    'headline': \"Movie 'Harriet' tells a different story about U.S. slavery\",\n",
              "    'id': 'tag:reuters.com,2019:newsml_L2N27F2CG:1981153785',\n",
              "    'indexTimestamp': 1572523203340,\n",
              "    'internalReceivedDate': 1572523203340,\n",
              "    'language': 'en',\n",
              "    'mediaType': 'T',\n",
              "    'priority': 3,\n",
              "    'signal': ['prodId:TXT', 'pmt:text', 'source:ids', 'edStat:N'],\n",
              "    'slug': 'FILM-HARRIET/ (TV, PIX)',\n",
              "    'source': 'Thomson Reuters',\n",
              "    'version': 1981153785}]],\n",
              " ('Alden Suite Hotel Splügenschloss Zurich',\n",
              "  (47.3645421, 8.534178299999997)): [],\n",
              " ('Alphabet',\n",
              "  (0,\n",
              "   0)): [[{'channelIds': [37917,\n",
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              "     633],\n",
              "    'channels': ['STK567'],\n",
              "    'contributorId': 'RTRS',\n",
              "    'contributorName': 'Reuters',\n",
              "    'dateCreated': 1572300294000,\n",
              "    'destination': ['LBY',\n",
              "     'BNX',\n",
              "     'RLF',\n",
              "     'GNS',\n",
              "     'RWS',\n",
              "     'CSA',\n",
              "     'UCDPTEST',\n",
              "     'RVES',\n",
              "     'RWSA',\n",
              "     'RAST',\n",
              "     'REUVF',\n",
              "     'ABX',\n",
              "     'REULB',\n",
              "     'AFA',\n",
              "     'FUN'],\n",
              "    'guid': 'tag:reuters.com,2019:newsml_L3N27D3QX',\n",
              "    'headline': 'REUTERS NEWS SCHEDULE AT 10 p.m. GMT/6 a.m. SGT',\n",
              "    'id': 'tag:reuters.com,2019:newsml_L3N27D3QX:318139390',\n",
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              "    'mediaType': 'T',\n",
              "    'priority': 3,\n",
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              "    'slug': 'REUTERS-SCHEDULE/',\n",
              "    'source': 'Thomson Reuters',\n",
              "    'version': 318139390}, {'author': 'By David Shepardson',\n",
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              "    'contributorName': 'Reuters',\n",
              "    'dateCreated': 1571182550000,\n",
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              " ('Mercure Hotel Stoller', (47.3784855, 8.5093026)): [],\n",
              " ('Microsoft',\n",
              "  (0,\n",
              "   0)): [[{'author': 'By Molly Millar, Thomson Reuters Foundation',\n",
              "    'channelIds': [22386,\n",
              "     63683,\n",
              "     37917,\n",
              "     26786,\n",
              "     144993,\n",
              "     626,\n",
              "     159003,\n",
              "     63692,\n",
              "     22321,\n",
              "     131355,\n",
              "     22800,\n",
              "     27217,\n",
              "     154815,\n",
              "     75332,\n",
              "     22383,\n",
              "     159011,\n",
              "     583,\n",
              "     63667,\n",
              "     164607,\n",
              "     150029,\n",
              "     204119,\n",
              "     26789,\n",
              "     63685,\n",
              "     644,\n",
              "     182977,\n",
              "     170643,\n",
              "     27216,\n",
              "     211865,\n",
              "     68970,\n",
              "     142441,\n",
              "     195519,\n",
              "     635,\n",
              "     22283,\n",
              "     159015,\n",
              "     141803,\n",
              "     41078,\n",
              "     23926,\n",
              "     63496,\n",
              "     118201,\n",
              "     162059,\n",
              "     2213,\n",
              "     127689,\n",
              "     634,\n",
              "     187915,\n",
              "     127687,\n",
              "     63655,\n",
              "     70595],\n",
              "    'channels': ['STK567'],\n",
              "    'contributorId': 'TRFN',\n",
              "    'contributorName': 'Thomson Reuters Foundation',\n",
              "    'dateCreated': 1572473317000,\n",
              "    'destination': ['PSC',\n",
              "     'LBY',\n",
              "     'G',\n",
              "     'GNS',\n",
              "     'PGE',\n",
              "     'RWS',\n",
              "     'CSA',\n",
              "     'UCDPTEST',\n",
              "     'RNP',\n",
              "     'RWSA',\n",
              "     'RAST',\n",
              "     'REULB',\n",
              "     'AFA',\n",
              "     'RBN'],\n",
              "    'geography': ['US'],\n",
              "    'guid': 'tag:reuters.com,2019:newsml_L8N27F8H0',\n",
              "    'headline': 'Facial recognition technology struggles to see past gender binary',\n",
              "    'id': 'tag:reuters.com,2019:newsml_L8N27F8H0:1381046150',\n",
              "    'indexTimestamp': 1572473319864,\n",
              "    'internalReceivedDate': 1572473319864,\n",
              "    'language': 'en',\n",
              "    'mediaType': 'T',\n",
              "    'priority': 3,\n",
              "    'signal': ['prodId:TXT', 'pmt:text', 'source:ids', 'edStat:N'],\n",
              "    'slug': 'USA-LGBT/FACIAL RECOGNITION',\n",
              "    'source': 'Thomson Reuters',\n",
              "    'version': 1381046150}]],\n",
              " ('Park Hyatt Zurich', (47.3663876, 8.5361308)): [],\n",
              " ('Pension für Dich und Café für Dich', (47.377259, 8.5229913)): [],\n",
              " ('Plattenhof', (47.3736468, 8.553119900000002)): [],\n",
              " ('Platzhirsch', (47.373511, 8.5439294)): [],\n",
              " ('Renaissance Zurich Tower Hotel', (47.3882104, 8.5143971)): [],\n",
              " ('Rolex', (0, 0)): [],\n",
              " ('Schweizerhof', (47.37693400000001, 8.539398000000002)): [],\n",
              " ('Sheraton Zurich Neues Schloss Hotel', (47.3654714, 8.535939899999999)): [],\n",
              " ('Sorell Hotel Rigiblick', (47.3882774, 8.553447099999998)): [],\n",
              " ('Sorell Hotel Seefeld', (47.361661, 8.5513345)): [],\n",
              " ('Sorell Hotel Seidenhof', (47.373689, 8.537304899999999)): [],\n",
              " ('Sorell Hotel Zürichberg', (47.38244460000001, 8.566968600000001)): [],\n",
              " ('St. Josef', (47.3753614, 8.545854100000001)): [],\n",
              " ('Storchen Zürich', (47.371281, 8.541774)): [],\n",
              " ('The Dolder Grand', (47.372676, 8.573155)): [],\n",
              " ('Walhalla Hotel', (47.38024719999999, 8.537228199999998)): [],\n",
              " ('Widder Hotel', (47.3724149, 8.539862900000001)): [],\n",
              " ('Zürich', (47.3768866, 8.541694)): [],\n",
              " ('stattHotel', (47.3723559, 8.5431566)): []}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 371
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oSPxkxyU3IsJ",
        "colab_type": "text"
      },
      "source": [
        "### 4. Retrieve the NewsML for an item"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ylhe4M6D3IsK",
        "colab_type": "text"
      },
      "source": [
        "The item method is used to retrieve a particular news item as a NewsMLG2 document. To invoke this method, you must know the item ID of the news item you wish to retrieve."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jyG1ObiC3IsP",
        "colab_type": "text"
      },
      "source": [
        "The *item* method is used to obtain a list of news items."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ogiB3qACOThc",
        "colab_type": "code",
        "outputId": "c38fb840-cc2c-4696-8a3b-94c8d48938d4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "from bs4 import BeautifulSoup\n",
        "import nltk.sentiment.vader\n",
        "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
        "nltk.downloader.download('vader_lexicon')\n",
        "sa = SentimentIntensityAnalyzer()\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package vader_lexicon to /root/nltk_data...\n",
            "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zLmGUu1yMSzA",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# sentiment analysis\n",
        "import requests\n",
        "def sentiment_analysis(input_text):\n",
        "  url = \"https://westcentralus.api.cognitive.microsoft.com/text/analytics/v2.1/sentiment\"\n",
        "  payload = '{ \"documents\": [ { \"language\": \"en\", \"id\": \"1\", \"text\": \"' +input_text+'\" } ] }'\n",
        "  headers = {\n",
        "      'content-type': \"application/json\",\n",
        "      'ocp-apim-subscription-key': \"0c30bd0d4dc04e48b0887bfc09bca89d\",\n",
        "      'cache-control': \"no-cache\",\n",
        "      }\n",
        "  response = requests.request(\"POST\", url, data=payload, headers=headers)\n",
        "  response = response.json()\n",
        "  return response['documents'][0]['score']"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m_eZBI4tIiTJ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import re\n",
        "import numpy as np\n",
        "company_texts = {}\n",
        "scores = {}\n",
        "for entity in company_data:\n",
        "  if len(company_data[entity]) > 0:\n",
        "    for i, example_id in enumerate(company_data[entity][0]):\n",
        "      if i>10: break\n",
        "      if i==0:   \n",
        "        scores[entity] = []\n",
        "      #print (example_id)\n",
        "      example_id = example_id.get('id')\n",
        "      url = 'http://rmb.reuters.com/rmd/rest/json/item?id=' + example_id + '&token=' + authToken + '&format=json'\n",
        "      response = requests.get(url)\n",
        "      soup = BeautifulSoup(json.loads(response.text)['body_xhtml'], 'html.parser')\n",
        "      text = ''.join(soup.find_all(text=True))\n",
        "      text = re.sub(r'[^a-zA-Z0-9\\s]', '', text).strip()\n",
        "      scores[entity].append(sentiment_analysis(text[:3000]))\n",
        "      time.sleep(5)\n",
        "      company_texts[entity] = text\n",
        "    ADDENDS = 3\n",
        "    if len(scores[entity])<ADDENDS: ADDENDS = len(scores[entity]) \n",
        "    scores[entity] = np.mean(sorted(scores[entity])[:ADDENDS])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U6iqbzMSaUEo",
        "colab_type": "code",
        "outputId": "0b505257-b5bc-4c60-c3dc-6a65ce43e576",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        }
      },
      "source": [
        "import pickle\n",
        "with open('scores_entites_reuters.pickle', 'wb') as handle:\n",
        "    pickle.dump(scores, handle, protocol=pickle.HIGHEST_PROTOCOL)\n",
        "scores"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{('Adler', (47.3731351, 8.5435038)): 0.5,\n",
              " ('Alphabet', (0, 0)): 0.6778634786605835,\n",
              " ('Ambassador', (47.3643401, 8.5470285)): 0.25565818945566815,\n",
              " ('Google', (0, 0)): 0.5,\n",
              " ('Microsoft', (0, 0)): 0.2251754105091095}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 381
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9YIOgVMR3IsZ",
        "colab_type": "text"
      },
      "source": [
        "Highlighting company entities in a NewsML2 text item using **entityMarkup** (needs to be applied to a text-based example_id)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "ExecuteTime": {
          "end_time": "2019-10-29T07:08:35.319572Z",
          "start_time": "2019-10-29T07:08:35.165694Z"
        },
        "id": "9CW8gK473IsZ",
        "colab_type": "code",
        "outputId": "4d3f4d20-ee4a-42f1-f245-c06f768c9032",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 218
        }
      },
      "source": [
        "url = 'http://rmb.reuters.com/rmd/rest/json/item?id=' + example_id + '&entityMarkup=newsml&token=' + authToken + '&format=json'\n",
        "response = requests.get(url)\n",
        "json.loads(response.text)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "error",
          "ename": "TypeError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-315-6d8966f9841e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0murl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'http://rmb.reuters.com/rmd/rest/json/item?id='\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mexample_id\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'&entityMarkup=newsml&token='\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mauthToken\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'&format=json'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mresponse\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrequests\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresponse\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mTypeError\u001b[0m: must be str, not dict"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D_VgDddY3UFx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}