1. General Metadata of a Wikipedia Article.ipynb

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   "source": [
    "\n",
    "\n",
    "Welcome!\n",
    "\n",
    "This  collection of notebooks lets you inspect the evolution of the revision history of an English Wikipedia article (with live data). Among other things, it allows you to highlight **article- or word-specific conflicts & the productivity of any given editor.** \n",
    "\n",
    "Each Notebook can be **explored like a Web app, without interacting with the code behind it**. But you can also - if you choose to - click on \"Show code\" after each block and work with the code directly (indicated by the green font). \n",
    " \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "hide_input": true,
    "init_cell": true,
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    {
     "data": {
      "application/javascript": [
       "IPython.notebook.execute_cells_below()"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display, Javascript, HTML, clear_output\n",
    "from ipywidgets import widgets, Output, interact, Layout\n",
    "from ipywidgets.widgets import Dropdown\n",
    "from datetime import datetime\n",
    "from toggle import hide_toggle, hide_toggle2, hide_cell, show_all\n",
    "\n",
    "## SOME EXTENTIONS ##\n",
    "#%load_ext autoreload\n",
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "if 'the_page' not in locals():\n",
    "    import pickle\n",
    "    print(\"Loading default data...\")\n",
    "    the_page = pickle.load(open(\"data/the_page.p\",'rb'))\n",
    "\n",
    "display(Javascript('IPython.notebook.execute_cells_below()'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "hide_input": true
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "%store -r the_page"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hide_input": false,
    "solution2": "hidden",
    "solution2_first": true
   },
   "source": [
    "### <span style=\"color:green\"> Modules Imported </span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
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   "source": [
    "## Modules Imported ##\n",
    "\n",
    "# Display\n",
    "from IPython.display import display, Markdown as md, clear_output\n",
    "from datetime import date\n",
    "import urllib\n",
    "\n",
    "# APIs\n",
    "from wikiwho_wrapper import WikiWho\n",
    "from external.wikipedia import WikipediaDV, WikipediaAPI\n",
    "from external.wikimedia import WikiMediaDV, WikiMediaAPI\n",
    "from external.xtools import XtoolsAPI, XtoolsDV\n",
    "\n",
    "# Data Processing\n",
    "import pickle\n",
    "import pandas as pd\n",
    "\n",
    "# Visualization tools\n",
    "import qgrid\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Page views timeline\n",
    "from visualization.views_listener import ViewsListener\n",
    "\n",
    "# Change actions timeline\n",
    "from visualization.actions_listener import ActionsListener\n",
    "\n",
    "# Conflicts visualization\n",
    "from visualization.conflicts_listener import ConflictsListener, ConflictsActionListener\n",
    "from visualization.calculator_listener import ConflictCalculatorListener\n",
    "\n",
    "# Word cloud visualization\n",
    "from visualization.wordcloud_listener import WCListener, WCActionsListener\n",
    "from visualization.wordclouder import WordClouder\n",
    "\n",
    "# Wikipedia talk pages visualization\n",
    "from visualization.talks_listener import TalksListener\n",
    "from visualization.topics_listener import TopicsListener\n",
    "\n",
    "# Tokens ownership visualization\n",
    "from visualization.owned_listener import OwnedListener\n",
    "\n",
    "# Metrics management\n",
    "from metrics.conflict import ConflictManager\n",
    "from metrics.token import TokensManager\n",
    "\n",
    "# For language selection\n",
    "from utils.lngselection import abbreviation, lng_listener"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "hide_input": false
   },
   "source": [
    "---\n",
    "\n",
    "# A. Selecting a Wikipedia article\n",
    "\n",
    "Let's start: The default example is the article \"The Camp of the Saints\" (a novel). But you can enter/search an article of your choice and explore it as well. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
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       "Dropdown(description='Language:', options=('English', 'Deutsch', 'Español', 'Türkçe', 'Euskara'), value='Engli…"
      ]
     },
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     "output_type": "display_data"
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      "text/plain": [
       "Text(value='The Camp of the Saints', description='Page title:')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "e.g. *The Camp of the Saints*"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
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      "text/plain": [
       "Button(description='Search', style=ButtonStyle())"
      ]
     },
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      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# the method that listens to the click event\n",
    "def on_button_clicked(b):\n",
    "    global the_page\n",
    "    # use the out widget so the output is overwritten when two or more\n",
    "    # searches are performed\n",
    "    with out:\n",
    "        try:            \n",
    "            # query wikipedia\n",
    "            wikipedia_dv = WikipediaDV(WikipediaAPI(lng=abbreviation(languageSelection.value)))\n",
    "            search_result = wikipedia_dv.search_page(searchTerm.value)\n",
    "            the_page = wikipedia_dv.get_page(search_result)\n",
    "            %store the_page\n",
    "            clear_output()\n",
    "            display(md(f\"The page that was found: **{the_page['title']}**\"))\n",
    "            display(md(f\"Page id: **{the_page['page_id']}**\"))\n",
    "            url = f\"{wikipedia_dv.api.base}action=query&titles={urllib.parse.quote_plus(the_page['title'])}&format=json\"\n",
    "            display(md(f\"Metadata can be found in:\"))\n",
    "            print(url)\n",
    "            #display(Javascript('Jupyter.notebook.execute_cells([8])'))\n",
    "\n",
    "        except:\n",
    "            clear_output()\n",
    "            display(md(f'The page title *\"{searchTerm.value}\"* was not found'))\n",
    "            #display(Javascript('Jupyter.notebook.execute_cells([8])'))\n",
    "\n",
    "# Language selection.\n",
    "languageSelection = Dropdown(options=['English', 'Deutsch', 'Español', 'Türkçe', 'Euskara'], value='English', description='Language:')\n",
    "\n",
    "# by default display the last search\n",
    "try:\n",
    "    searchTerm = widgets.Text(the_page['title'], description='Page title:')\n",
    "except:\n",
    "    searchTerm = widgets.Text(\"The Camp of the Saints\", description='Page title:')\n",
    "\n",
    "# Update selected language\n",
    "initial_select = widgets.interactive(lng_listener, lng=languageSelection, search_term=searchTerm)\n",
    "display(initial_select.children[0])\n",
    "display(initial_select.children[1])\n",
    "\n",
    "# create and display the button    \n",
    "button = widgets.Button(description=\"Search\")\n",
    "example = md(\"e.g. *The Camp of the Saints*\")\n",
    "display(example, button)\n",
    "\n",
    "# the output widget is used to remove the output after the search field\n",
    "out = Output()\n",
    "display(out)\n",
    "\n",
    "# set the event\n",
    "button.on_click(on_button_clicked)\n",
    "\n",
    "# trigger the event with the default value\n",
    "on_button_clicked(button)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "solution2": "hidden",
    "solution2_first": true
   },
   "source": [
    "<span style=\"color: #626262\"> Try yourself! This is what will happen when you click 'Search' button: </span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "hide_input": false,
    "solution2": "hidden"
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   "outputs": [
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The pre-filled value for the title: The Camp of the Saints\n",
      "The language you use now: English\n",
      "The value you input in search box: The Camp of the Saints\n",
      "The page that was found: The Camp of the Saints\n",
      "Page id: 1636145\n",
      "Metadata can be found in: https://en.wikipedia.org/w/api.php?action=query&titles=The+Camp+of+the+Saints&format=json\n"
     ]
    }
   ],
   "source": [
    "### --------------------------------------------------------------------- ###\n",
    "### TRY YOURSELF! THIS IS WHAT WILL HAPPEN WHEN YOU CLICK 'Search' BUTTON ###\n",
    "### --------------------------------------------------------------------- ###\n",
    "\n",
    "## This is the default data and used for initialization ##\n",
    "the_page = pickle.load(open(\"data/the_page.p\",'rb'))  # global\n",
    "title_default = the_page['title']\n",
    "print('The pre-filled value for the title:', title_default)\n",
    "\n",
    "## The search term you have input ##\n",
    "\n",
    "# this was extracted from the previous search box, searchTerm, which is built by\n",
    "# e.g. searchTerm = widgets.Text(the_page['title'], description='Page title:'), you could\n",
    "# know more about it through https://ipywidgets.readthedocs.io/en/latest/examples/Widget%20List.html\n",
    "search_language = languageSelection.value\n",
    "language_for_api = abbreviation(search_language)\n",
    "\n",
    "search_value = searchTerm.value\n",
    "print('The language you use now:', search_language)\n",
    "print('The value you input in search box:', search_value)\n",
    "\n",
    "# of course you could also update the value here, like in the \"Page title:\" box above.\n",
    "#search_value = 'Matrix Completion' \n",
    "\n",
    "## query wikipedia using WikiWho API, more details please see:                ##\n",
    "## https://github.com/gesiscss/wikiwho_demo/blob/master/external/wikipedia.py ##\n",
    "## https://github.com/gesiscss/wikiwho_demo/blob/master/external/api.py       ##\n",
    "wikipedia_dv = WikipediaDV(WikipediaAPI(lng=language_for_api)) # create an instance\n",
    "result_after_search = wikipedia_dv.search_page(search_value)\n",
    "\n",
    "print(\"The page that was found:\", result_after_search)\n",
    "\n",
    "## Get page id through get_page() method ##\n",
    "the_page = wikipedia_dv.get_page(result_after_search)  # global\n",
    "page_id = the_page['page_id']\n",
    "print('Page id:', page_id)\n",
    "\n",
    "## Metadata ##\n",
    "url = f\"{wikipedia_dv.api.base}action=query&titles={urllib.parse.quote_plus(result_after_search)}&format=json\"\n",
    "print('Metadata can be found in:', url)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "source": [
    "---\n",
    "\n",
    "# B. General Statistics\n",
    "\n",
    "Now, lets get live data of some general statistics (through Xtools API (1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "hideCode": false,
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       "Button(description='Get Page Info', style=ButtonStyle())"
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       "Output()"
      ]
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   ],
   "source": [
    "def xtools_on_click(b):\n",
    "    with out_xtools:\n",
    "        clear_output()\n",
    "        xtools_api = XtoolsAPI(lng=abbreviation(languageSelection.value))\n",
    "        xtools_dv = XtoolsDV(xtools_api)\n",
    "        page_info = xtools_dv.get_page_info(the_page['title'])\n",
    "        page_info['assessment'] = page_info['assessment']['value'] if type(page_info['assessment']) != bool else page_info['assessment']\n",
    "\n",
    "        page_info = page_info.to_frame('value').rename(index={\n",
    "            'project': 'Project name',\n",
    "            'page': 'Page name',\n",
    "            'watchers': 'Watchers (2)',    'pageviews': f\"Page Views (per {page_info['pageviews_offset']} days)\",\n",
    "            'revisions': 'Revisions',\n",
    "            'editors': 'Editors',\n",
    "            'author': 'Creator of the page',\n",
    "            'created_at': 'Creation Date',\n",
    "            'created_rev_id': 'Creation revision id',\n",
    "            'modified_at': 'Last modified',\n",
    "            'last_edit_id': 'Last revision id',\n",
    "            'assessment': 'Content Assessment (3)',\n",
    "        }).drop(index = ['pageviews_offset', 'author_editcount', 'secs_since_last_edit','elapsed_time'])\n",
    "        \n",
    "        display(md(f\"***Page: {the_page['title']} ({abbreviation(languageSelection.value).upper()})***\"))\n",
    "        url = f\"{xtools_dv.api.base}page/articleinfo/{xtools_dv.api.project}/\" + urllib.parse.quote(the_page['title'])\n",
    "        display(md(f\"Metadata can be found in\"))\n",
    "        print(url)\n",
    "        display(page_info)\n",
    "        #display(Javascript('Jupyter.notebook.execute_cells([14])'))           \n",
    "        #display(Javascript('Jupyter.notebook.execute_cells([18])'))\n",
    "        \n",
    "\n",
    "# create and display the button    \n",
    "button = widgets.Button(description=\"Get Page Info\")\n",
    "display(button)\n",
    "\n",
    "# the output widget is used to remove the output after the search field\n",
    "out_xtools = Output()\n",
    "display(out_xtools)\n",
    "\n",
    "# set the event\n",
    "button.on_click(xtools_on_click)\n",
    "\n",
    "# trigger the event with the default value\n",
    "xtools_on_click(button)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "source": [
    "<sup>**(1)** *A community-built service for article statistics at xtools.wmflabs.org* **(2)** *Users that added this page to their watchlist.* **(3)** *See [Wikipedia Content Assessment](https://en.wikipedia.org/wiki/Wikipedia:Content_assessment)*</sup>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "solution2": "hidden",
    "solution2_first": true
   },
   "source": [
    "<span style=\"color: #626262\"> Try yourself! This is what will happen when you click 'Get Page Info' button: </span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "solution2": "hidden"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Provided through the Xtools API (1)\n",
      "The page that was found: The Camp of the Saints (EN)\n",
      "Metadata can be found in: https://xtools.wmflabs.org/api/page/articleinfo/en.wikipedia.org/The%20Camp%20of%20the%20Saints\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Project name</th>\n",
       "      <td>en.wikipedia.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Page name</th>\n",
       "      <td>The Camp of the Saints</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Watchers(2)</th>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Page Views (per 30 days)</th>\n",
       "      <td>5627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Revisions</th>\n",
       "      <td>621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Editors</th>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>minor_edits</th>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Creator of the page</th>\n",
       "      <td>Morning star</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Creation Date</th>\n",
       "      <td>2005-03-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Creation revision id</th>\n",
       "      <td>2005-03-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Last modified</th>\n",
       "      <td>2020-04-19 12:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Last revision id</th>\n",
       "      <td>951890816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Content Assessment (3)</th>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           value\n",
       "Project name                    en.wikipedia.org\n",
       "Page name                 The Camp of the Saints\n",
       "Watchers(2)                                  107\n",
       "Page Views (per 30 days)                    5627\n",
       "Revisions                                    621\n",
       "Editors                                      275\n",
       "minor_edits                                  119\n",
       "Creator of the page                 Morning star\n",
       "Creation Date                         2005-03-22\n",
       "Creation revision id                  2005-03-22\n",
       "Last modified                   2020-04-19 12:33\n",
       "Last revision id                       951890816\n",
       "Content Assessment (3)                         C"
      ]
     },
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    {
     "data": {
      "text/markdown": [
       "<sup>**(1)** *A community-built service for article statistics at xtools.wmflabs.org***(2)** *Users that added this page to their watchlist.***(3)** *See [Wikipedia Content Assessment](https://en.wikipedia.org/wiki/Wikipedia:Content_assessment)*</sup>"
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   "source": [
    "### ----------------------------------------------------------------------------- ###\n",
    "### TRY YOURSELF! THIS IS WHAT WILL HAPPEN WHEN YOU CLICK 'Get Page Info' BUTTON  ###\n",
    "### ----------------------------------------------------------------------------- ###\n",
    "\n",
    "## Define a Xtools instance, more details see:                             ##\n",
    "## https://github.com/gesiscss/wikiwho_demo/blob/master/external/xtools.py ##\n",
    "## https://github.com/gesiscss/wikiwho_demo/blob/master/external/api.py    ##\n",
    "xtools_api = XtoolsAPI(lng=language_for_api)\n",
    "xtools_dv = XtoolsDV(xtools_api)\n",
    "print('Provided through the Xtools API (1)')\n",
    "\n",
    "## The page you are insterested in ##\n",
    "print('The page that was found:', the_page['title'], f'({abbreviation(languageSelection.value).upper()})')\n",
    "\n",
    "## Get the page info through Xtools method get_page_info() ##\n",
    "page_info = xtools_dv.get_page_info(the_page['title'])\n",
    "\n",
    "## Metadata ##\n",
    "url = f\"{xtools_dv.api.base}page/articleinfo/{xtools_dv.api.project}/\" + urllib.parse.quote(the_page['title'])\n",
    "print(\"Metadata can be found in:\", url)\n",
    "\n",
    "## Use a dictionary to construct a pd.DataFrame to present the general info from Xtools ##\n",
    "dict_for_df = {\n",
    "    'Project name': page_info['project'], 'Page name': page_info['page'], 'Watchers(2)': page_info['watchers'],\n",
    "    'Page Views (per 30 days)': page_info['pageviews'], 'Revisions': page_info['revisions'], \n",
    "    'Editors': page_info['editors'], 'minor_edits': page_info['minor_edits'], 'Creator of the page': page_info['author'],\n",
    "    'Creation Date': page_info['created_at'], 'Creation revision id': page_info['created_at'],\n",
    "    'Last modified': page_info['modified_at'], 'Last revision id': page_info['last_edit_id'],\n",
    "    'Content Assessment (3)': page_info['assessment']['value'] if type(page_info['assessment']) != bool else page_info['assessment']\n",
    "}\n",
    "\n",
    "df_info = pd.DataFrame.from_dict(dict_for_df, orient='index', columns=['value'])\n",
    "display(df_info)\n",
    "\n",
    "## Some footnotes ##\n",
    "display(md('<sup>**(1)** *A community-built service for article statistics at xtools.wmflabs.org*' \n",
    "           '**(2)** *Users that added this page to their watchlist.*' \n",
    "           '**(3)** *See [Wikipedia Content Assessment](https://en.wikipedia.org/wiki/Wikipedia:Content_assessment)*</sup>'))"
   ]
  },
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   "source": [
    "---\n",
    "\n",
    "# C. Page Views\n",
    "\n",
    "Provided through the Wikimedia API"
   ]
  },
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   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
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      "text/plain": [
       "Button(description='Get Pageviews', layout=Layout(width='150px'), style=ButtonStyle())"
      ]
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       "Output()"
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    "def pageviews_button(b):\n",
    "    with out_pageviews:\n",
    "        clear_output()\n",
    "        \n",
    "        display(md(f\"***Page: {the_page['title']} ({abbreviation(languageSelection.value).upper()})***\"))\n",
    "        # Query request\n",
    "        wikimedia_api = WikiMediaAPI(lng=abbreviation(languageSelection.value))\n",
    "        wikimedia_dv = WikiMediaDV(wikimedia_api)\n",
    "        views = wikimedia_dv.get_pageviews(the_page['title'], 'daily')\n",
    "        \n",
    "        # Visualization\n",
    "        listener = ViewsListener(views)\n",
    "        inter_func = interact(listener.listen, \n",
    "                         begin=Dropdown(options=views.timestamp),\n",
    "                         end=Dropdown(options=views.timestamp.sort_values(ascending=False)),\n",
    "                         granularity=Dropdown(options=['Yearly', 'Monthly', 'Weekly', 'Daily'], value='Monthly'))\n",
    "\n",
    "        # raw data url\n",
    "        start = 19900101\n",
    "        today = datetime.today().strftime(\"%Y%m%d\")\n",
    "        end = int(today)\n",
    "        article_name = urllib.parse.quote(the_page['title'])\n",
    "        granularity = 'daily'\n",
    "\n",
    "        url = (f'{wikimedia_dv.api.base}metrics/pageviews/per-article/{wikimedia_dv.api.project}/'\n",
    "                f'all-access/all-agents/{article_name}/{granularity}/{start}/{end}')\n",
    "        display(md(f\"Metadata can be found in:\"))\n",
    "        print(url)\n",
    "                   \n",
    "        # The df_plotted keeps a reference to the plotted data above\n",
    "        pageviews_agg = listener.df_plotted['views'].agg({\n",
    "                            'Total views': sum,\n",
    "                            'Max views period': max,\n",
    "                            'Min views period': min,\n",
    "                            'Average views': min,}).to_frame('Value')\n",
    "        display(pageviews_agg)\n",
    "        \n",
    "        \n",
    "\n",
    "# create and display the button    \n",
    "button = widgets.Button(description=\"Get Pageviews\", layout=Layout(width='150px'))\n",
    "display(button)\n",
    "\n",
    "# the output widget is used to remove the output after the search field\n",
    "out_pageviews = Output()\n",
    "display(out_pageviews)\n",
    "\n",
    "# set the event\n",
    "button.on_click(pageviews_button)\n",
    "\n",
    "# trigger the event with the default value\n",
    "pageviews_button(button)"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {
    "solution2": "hidden",
    "solution2_first": true
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   "source": [
    "<span style=\"color: #626262\"> Try yourself! This is what will happen when you click 'Get Pageviews' button: </span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false,
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     "name": "stdout",
     "output_type": "stream",
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      "The page that was found: The Camp of the Saints (EN)\n",
      "Metadata can be found in: https://wikimedia.org/api/rest_v1/metrics/pageviews/per-article/en.wikipedia.org/all-access/all-agents/The%20Camp%20of%20the%20Saints/monthly/20150701/20191127\n",
      "(Note that: the time unit for the response data only supports granularity for \"daily\" and \"monthly\")\n",
      "\n",
      "Time range you have selected:\n",
      "Start date: 20150701\n",
      "End date: 20191127\n",
      "Granularity: Monthly\n"
     ]
    },
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     "text": [
      "Total views of this page: 612779\n",
      "Max views during the selected period: 76388\n",
      "Min views during the selected period: 4082\n",
      "Average views during the selected period: 4082\n"
     ]
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   ],
   "source": [
    "### ----------------------------------------------------------------------------- ###\n",
    "### TRY YOURSELF! THIS IS WHAT WILL HAPPEN WHEN YOU CLICK 'Get Pageviews' BUTTON  ###\n",
    "### ----------------------------------------------------------------------------- ###\n",
    "\n",
    "## define a WikiMediaAPI instance, more details see:                          ##\n",
    "## https://github.com/gesiscss/wikiwho_demo/blob/master/external/wikimedia.py ##\n",
    "## https://github.com/gesiscss/wikiwho_demo/blob/master/external/api.py       ##\n",
    "\n",
    "\n",
    "wikimedia_api = WikiMediaAPI(lng=language_for_api)\n",
    "wikimedia_dv = WikiMediaDV(wikimedia_api)\n",
    "\n",
    "## Page of insterest ##\n",
    "print('The page that was found:', the_page['title'], f'({abbreviation(languageSelection.value).upper()})')\n",
    "\n",
    "## get pageview counts for the article, more details see:                     ##\n",
    "## https://github.com/gesiscss/wikiwho_demo/blob/master/external/wikimedia.py ##\n",
    "\n",
    "views = wikimedia_dv.get_pageviews(the_page['title'], 'daily')\n",
    "\n",
    "## Visualization, core visual code lies in ViewsListener, then the interact function    ##\n",
    "## make it interactive, mode details see:                                               ##\n",
    "## https://github.com/gesiscss/wikiwho_demo/blob/master/visualization/views_listener.py ##\n",
    "## https://ipywidgets.readthedocs.io/en/latest/examples/Using%20Interact.html           ##\n",
    "\n",
    "# Create a ViewListener instance with the page views counts\n",
    "listener = ViewsListener(views)\n",
    "\n",
    "# You could customize begin/end dates and granularity to generate different graphs\n",
    "# e.g. begin='20160809', end='20191020', granularity='Monthly'\n",
    "begin='20150701'\n",
    "end='20191127'\n",
    "granularity='Monthly' # 'Yearly', 'Monthly', 'Weekly' ,'Daily' \n",
    "\n",
    "# Metadata\n",
    "url = (f'{wikimedia_dv.api.base}metrics/pageviews/per-article/'\n",
    "       f\"{wikimedia_dv.api.project}/all-access/all-agents/{urllib.parse.quote(the_page['title'])}/{granularity.lower()}\"\n",
    "       f\"/{int(begin)}/{int(end)}\")\n",
    "print('Metadata can be found in:', url)\n",
    "print('(Note that: the time unit for the response data only supports granularity for \"daily\" and \"monthly\")\\n')\n",
    "\n",
    "# Time range you have selected\n",
    "print('Time range you have selected:')\n",
    "print('Start date:', begin)\n",
    "print('End date:', end)\n",
    "print('Granularity:', granularity)\n",
    "\n",
    "# Visulization\n",
    "listener.listen(begin, end, granularity)\n",
    "\n",
    "# Pageviews aggregation data. Use the attribute \"df_plotted\".\n",
    "pageviews_agg = listener.df_plotted['views'].agg({\n",
    "                    'Total views': sum,\n",
    "                    'Max views period': max,\n",
    "                    'Min views period': min,\n",
    "                    'Average views': min,}).to_frame('Value')\n",
    "\n",
    "print('Total views of this page:', pageviews_agg['Value']['Total views'])\n",
    "print('Max views during the selected period:', pageviews_agg['Value']['Max views period'])\n",
    "print('Min views during the selected period:', pageviews_agg['Value']['Min views period'])\n",
    "print('Average views during the selected period:', pageviews_agg['Value']['Average views'])"
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    "\n",
    "After we have no seen some general statistics of the article and the views it attracted, we will go on to take a look at what specific kinds of changes by which editors it was subject to over time. \n",
    "\n",
    "Click below to go to the next notebook. You can later come back to this notebook and simply enter another article name to start the process over with that new article. "
   ]
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       "<a href=\"2. Using WikiWho to analyze a page.ipynb\" target=\"_blank\">Go to next workbook</a>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
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       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    }
   ],
   "source": [
    "from utils.notebooks import get_next_notebook\n",
    "display(HTML(f'<a href=\"{get_next_notebook()}\" target=\"_blank\">Go to next workbook</a>'))\n",
    "\n",
    "scroll_to_top = \"\"\"\n",
    "<script>\n",
    "document.getElementById('notebook').scrollIntoView();\n",
    "</script\n",
    "\"\"\"\n",
    "display(HTML(scroll_to_top))"
   ]
  }
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          "text/markdown": "Raw data can be found in: https://xtools.wmflabs.org/api/page/articleinfo/en.wikipedia.org/Beijing",
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          "text/plain": "                                     value\nProject name              en.wikipedia.org\nPage name                          Beijing\nWatchers (2)                           626\nPage Views (per 30 days)            109550\nRevisions                             8792\nEditors                               3647\nminor_edits                           2254\nCreator of the page           24.4.254.xxx\nCreation Date                   2001-11-05\nCreation revision id                238780\nLast modified             2019-11-30 23:19\nLast revision id                 928678720\nContent Assessment (3)                   B"
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          "text/plain": "                                     value\nProject name              en.wikipedia.org\nPage name                          Beijing\nWatchers (2)                           626\nPage Views (per 30 days)            109550\nRevisions                             8792\nEditors                               3647\nminor_edits                           2254\nCreator of the page           24.4.254.xxx\nCreation Date                   2001-11-05\nCreation revision id                238780\nLast modified             2019-11-30 23:19\nLast revision id                 928678720\nContent Assessment (3)                   B"
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