research/news-signals-example-notebooks/Create_Wikimedia_Signals.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import textwrap\n",
    "from news_signals import signals\n",
    "from news_signals.wikidata_utils import search_wikidata\n",
    "\n",
    "def wrap(text, width=70):\n",
    "    print('\\n'.join(textwrap.wrap(text, width=width)))\n",
    "\n",
    "def plot_wiki_pageviews_and_events(signal, **kwargs):\n",
    "    plt.figure(**kwargs)\n",
    "    signal.timeseries_df['wikimedia_pageviews'].plot()\n",
    "    for row in signal.feeds_df[~signal.feeds_df['wikipedia_current_events'].isna()].iterrows():\n",
    "        timestamp = row[0]\n",
    "        plt.axvline(timestamp, color='red', linestyle='--', linewidth=1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build a Wikimedia Signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Entity Description: General Secretary of the Chinese Communist Party since 2012\n",
      "Wikidata ID: Q15031\n"
     ]
    }
   ],
   "source": [
    "entity_name = 'Xi Jinping'\n",
    "# search for the Wikidata ID of this entity \n",
    "entity = search_wikidata(entity_name)[0]\n",
    "print('Entity Description:', entity['description'])\n",
    "print('Wikidata ID:', entity['id'])\n",
    "\n",
    "wikidata_id = entity['id']\n",
    "\n",
    "signal = signals.WikimediaSignal(\n",
    "    name=entity_name,\n",
    "    wikidata_id=wikidata_id\n",
    ")\n",
    "\n",
    "start = '2015-01-01'\n",
    "end = '2023-12-01'\n",
    "ts_signal = signal(start, end)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Wikimedia Pageviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts_signal.plot(figsize=(10, 3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Search Wikipedia Current Events Portal\n",
    "\n",
    "We store any events in the Wikipedia Current Events Portal if link our entity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 53/53 [00:21<00:00,  2.52it/s]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>wikimedia_pageviews</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-01-01 00:00:00+00:00</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-02 00:00:00+00:00</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-03 00:00:00+00:00</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-04 00:00:00+00:00</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-05 00:00:00+00:00</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-11-27 00:00:00+00:00</th>\n",
       "      <td>7871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-11-28 00:00:00+00:00</th>\n",
       "      <td>11600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-11-29 00:00:00+00:00</th>\n",
       "      <td>13075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-11-30 00:00:00+00:00</th>\n",
       "      <td>12667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-12-01 00:00:00+00:00</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3257 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "{\n",
       "  \"type\": \"<class 'news_signals.signals.WikimediaSignal'>\",\n",
       "  \"name\": \"Xi Jinping\",\n",
       "  \"metadata\": {},\n",
       "  \"wikidata_id\": \"Q15031\",\n",
       "  \"ts_column\": \"wikimedia_pageviews\",\n",
       "  \"timeseries_df_columns\": \"['wikimedia_pageviews']\",\n",
       "  \"feeds_df_columns\": \"['wikipedia_current_events']\"\n",
       "}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts_signal.add_wikipedia_current_events()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Inspect event descriptions**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2015-02-11\n",
      "General Secretary of the Central Committee of the Communist Party of China Xi Jinping will make his\n",
      "first state visit to the United States next September.\n",
      "None\n",
      "\n",
      "2015-09-22\n",
      "Xi Jinping begins his first visit to the United States as President of the People's Republic of\n",
      "China, meeting with technology company leaders and representatives in Seattle, Washington.\n",
      "None\n",
      "\n",
      "2015-10-07\n",
      "China's Central Commission for Discipline Inspection announces their investigation of Fujian\n",
      "governor Su Shulin, the former chairman of China Petroleum and Chemical Corporation, on suspicion of\n",
      "serious disciplinary violations, the \"euphemism for corruption.\" This follows the massive anti-\n",
      "corruption drive Communist Party general secretary Xi Jinping launched when he came to power more\n",
      "than three years ago. Su is the first sitting governor investigated since the campaign began.\n",
      "None\n",
      "\n",
      "2015-11-07\n",
      "Mainland China's leader Xi Jinping and Taiwan's leader Ma Ying-jeou meet in Singapore, the first\n",
      "meeting between a Chinese and Taiwanese leader since the Chinese Communist Revolution.\n",
      "None\n",
      "\n",
      "2015-11-27\n",
      "China's paramount leader Xi Jinping announced a major overhaul of China’s military to make the\n",
      "world’s largest army more combat ready and better equipped to project force beyond the country’s\n",
      "borders. Under the reorganization, all branches of the armed forces would come under a joint\n",
      "military command. The Chinese Communist leader said the reform aimed to \"build an elite combat\n",
      "force\" and called on the officials to make \"breakthroughs\" on establishing the joint command by\n",
      "2020, Xinhua said.\n",
      "None\n",
      "\n",
      "2015-12-09\n",
      "Chinese state television reports Guo Youming, former deputy governor of Hubei province, is found\n",
      "guilty of taking bribes totaling more than 23.8 million yuan ($3.70 million). Guo is the latest to\n",
      "be convicted as a result of China's paramount leader Xi Jinping's anti-corruption campaign that\n",
      "started when Xi took Party general secretary office three years ago.\n",
      "None\n",
      "\n",
      "2016-02-17\n",
      "A report by the Taiwanese Defense Ministry states that China has placed surface-to-air missiles on\n",
      "the disputed Woody Island. Taiwanese President-elect Tsai Ing-wen called on all parties to \"exercise\n",
      "self-control based on the principle of peaceful resolution of disputes in the South China Sea,\"\n",
      "while Harry B. Harris Jr., commander of the US Pacific Fleet, said that such a move would be \"a\n",
      "militarization of the South China Sea in ways\" that Mainland China's leader Xi Jinping had pledged\n",
      "not to make.\n",
      "None\n",
      "\n",
      "2016-03-18\n",
      "Jia Jia, a columnist for China's Tencent media company is reported missing after not being heard\n",
      "from since Tuesday, when he was on his way to Hong Kong. He was last heard from when he tried to\n",
      "warn a friend about publishing an anonymous letter calling for China's paramount leader Xi Jinping's\n",
      "resignation.\n",
      "None\n",
      "\n",
      "2016-04-28\n",
      "Xi Jinping, the General Secretary of the Communist Party of China and President of China, assures\n",
      "that China will prevent war breaking out between North Korea and South Korea.\n",
      "None\n",
      "\n",
      "2016-07-12\n",
      "China rejects the tribunal's ruling, declaring it null and void. China's paramount leader Xi Jinping\n",
      "reiterates the South China Sea has been Chinese territory since \"ancient times.\"  (AP).\n",
      "None\n",
      "\n",
      "2016-07-22\n",
      "Taiwanese President Tsai Ing-wen rejects a supposed deadline set by Mainland China's leader Xi\n",
      "Jinping for accepting the 1992 Consensus, saying such a deadline is against the will of the people.\n",
      "None\n",
      "\n",
      "2017-01-10\n",
      "The foreign ministry of the People's Republic of China confirms that the country's head of state Xi\n",
      "Jinping will attend the World Economic Forum in Davos, Switzerland, this year, making him the first\n",
      "China's paramount leader to attend the high-profile event.\n",
      "None\n",
      "\n",
      "2017-02-09\n",
      "Donald Trump, the President of the United States, agrees to continue the One China Policy after a\n",
      "discussion with Chinese President Xi Jinping.\n",
      "None\n",
      "\n",
      "2017-04-05\n",
      "Chinese president Xi Jinping visits Finland on his way to the United States.\n",
      "None\n",
      "\n",
      "2017-06-29\n",
      "Protests mark the 20th anniversary of the transfer of sovereignty over Hong Kong to China from the\n",
      "United Kingdom alongside the arrival of China's paramount leader Xi Jinping.\n",
      "None\n",
      "\n",
      "2017-07-01\n",
      "Carrie Lam is sworn in as the first female Chief Executive of Hong Kong by Chinese Communist Party\n",
      "general secretary Xi Jinping amid protests against the 20th anniversary of the transfer of\n",
      "sovereignty to China.\n",
      "None\n",
      "\n",
      "2017-10-18\n",
      "China's leader and Party General Secretary Xi Jinping addresses more than 2,000 delegates in\n",
      "Beijing. The congress is expected to finish next week.\n",
      "None\n",
      "\n",
      "2017-10-24\n",
      "The week-long Communist Party congress in Beijing draws to an end, with General Secretary Xi Jinping\n",
      "set to become its most influential leader since Party Chairman Mao Zedong.\n",
      "None\n",
      "\n",
      "2017-10-25\n",
      "At the National Congress of the Communist Party of China, Xi Jinping assumes his second term as\n",
      "General Secretary (China's paramount leader), and the political theory Xi Jinping Thought is written\n",
      "into the party's constitution.\n",
      "None\n",
      "\n",
      "2017-12-03\n",
      "General Secretary of the Communist Party of China Xi Jinping concludes a two-day \"high-level\n",
      "dialogue\" with party leaders from 120 countries. The program he announces includes the full funding\n",
      "by the Communist Party of China of 15,000 visits from foreign party leaders over the next five years\n",
      "\"to deepen exchanges\".\n",
      "None\n",
      "\n",
      "2017-12-31\n",
      "China announces that its ivory trade is now illegal. In 2015, Mainland Chinese President Xi Jinping\n",
      "and then-U.S. President Barack Obama announced \"near-complete\" ivory bans for each country.\n",
      "America's ivory ban went into effect in June 2016.\n",
      "None\n",
      "\n",
      "2018-02-25\n",
      "The Central Committee of the Communist Party of China proposes that the country's constitution be\n",
      "amended to abolish term limits for the posts of President and Vice President. The move is seen as an\n",
      "attempt by current president Xi Jinping to solidify his power.\n",
      "None\n",
      "\n",
      "2018-03-04\n",
      "In a private speech to Republican donors at Mar-a-Lago, U.S. President Donald Trump congratulates\n",
      "Chinese President Xi Jinping on eliminating China's presidential term limits, reportedly advocates\n",
      "for similar action to be taken in the United States.\n",
      "None\n",
      "\n",
      "2018-03-11\n",
      "China's National People's Congress approves the removal of presidential term limits, in a move that\n",
      "allows current president Xi Jinping  to remain president for life.\n",
      "None\n",
      "\n",
      "2018-03-27\n",
      "North Korea's supreme leader Kim Jong-un meets with China's paramount leader Xi Jinping in Beijing,\n",
      "on what is his first known travel outside North Korea since assuming office in 2011.\n",
      "None\n",
      "\n",
      "2018-03-28\n",
      "The governments of China and North Korea both confirm that North Korea's supreme leader Kim Jong-un\n",
      "met with China's paramount leader Xi Jinping in Beijing during the past four days. China states that\n",
      "North Korea is \"committed to denuclearization\" and willing to hold a summit with the United States.\n",
      "None\n",
      "\n",
      "2018-04-05\n",
      "Korean Workers' Party chairman Kim Jong-un has reportedly told Chinese Communist Party general\n",
      "secretary Xi Jinping that he is willing to resume six-party talks.\n",
      "None\n",
      "\n",
      "2018-04-27\n",
      "Indian Prime Minister Narendra Modi invites Chinese President Xi Jinping to an informal summit next\n",
      "year as he began an ice-breaking visit to China on Friday in which the giant neighbors are seeking\n",
      "to re-set troubled ties.\n",
      "None\n",
      "\n",
      "2018-05-08\n",
      "For the second time in two months, North Korea's supreme leader Kim Jong-un meets China's paramount\n",
      "leader Xi Jinping, this time in Dalian.\n",
      "None\n",
      "\n",
      "2018-05-13\n",
      "U.S. President Donald Trump says in a tweet that he is working with Chinese President Xi Jinping to\n",
      "get the Chinese telecom company ZTE \"back into business, fast.\" ZTE suspended its main operations\n",
      "after the  U.S. Department of Commerce banned American companies from selling to the firm for seven\n",
      "years as punishment for ZTE breaking an agreement reached after it was caught illegally shipping\n",
      "U.S. goods to Iran.\n",
      "None\n",
      "\n",
      "2019-01-04\n",
      "Chinese Communist Party general secretary Xi Jinping orders the country's armed forces to be ready\n",
      "for battle following President of the Republic of China (Taiwan) Tsai Ing-wen's call for\n",
      "international support to defend the self-ruled island’s democracy after rejecting of the one\n",
      "country, two systems principle.\n",
      "None\n",
      "\n",
      "2019-01-08\n",
      "North Korean leader Kim Jong-un arrives in Beijing for his fourth summit meeting with Chinese leader\n",
      "Xi Jinping.\n",
      "None\n",
      "\n",
      "2019-06-20\n",
      "Chinese Communist Party general secretary Xi Jinping arrives in North Korea for a two-day state\n",
      "visit with Korean Workers' Party chairman Kim Jong-un.\n",
      "None\n",
      "\n",
      "2019-06-29\n",
      "U.S. President Donald Trump and Chinese President Xi Jinping meet at the G20 summit and reach a deal\n",
      "that will allow American companies to sell non-sensitive technology to Huawei while China will buy\n",
      "food and agricultural products from the United States.\n",
      "None\n",
      "\n",
      "2020-01-25\n",
      "General Secretary of the Communist Party of China Xi Jinping holds a special Party Politburo meeting\n",
      "where he says that the country faces a \"grave situation\" as he warns the virus is \"accelerating its\n",
      "speed\".\n",
      "None\n",
      "\n",
      "2020-01-28\n",
      "China's paramount leader Xi Jinping tells the World Health Organization he is confident about\n",
      "defeating the \"devil virus\".\n",
      "None\n",
      "\n",
      "2020-02-07\n",
      "General Secretary of the Communist Party of China Xi Jinping declares \"people's war\" on the\n",
      "coronavirus pandemic.\n",
      "None\n",
      "\n",
      "2020-02-10\n",
      "In a rare public appearance and wearing a mask, Xi Jinping visits a hospital in Beijing, and urges\n",
      "\"more decisive measures\" to combat the virus.\n",
      "None\n",
      "\n",
      "2020-03-10\n",
      "Chinese Communist Party general secretary Xi Jinping visits Wuhan, the epicentre and origin of the\n",
      "pandemic, after an unprecedented lockdown of the central city of 11 million people.\n",
      "None\n",
      "\n",
      "2020-03-27\n",
      "Chinese leader Xi Jinping offers advice to United States President Donald Trump on how to contain\n",
      "the coronavirus pandemic.\n",
      "None\n",
      "\n",
      "2020-07-06\n",
      "In Beijing, authorities arrest Xu Zhangrun, a law professor who published essays strongly\n",
      "criticizing Chinese Communist Party general secretary Xi Jinping over censored academia on the\n",
      "COVID-19 pandemic and accusing him of ruling \"tyrannically.\" (Al Jazeera).\n",
      "None\n",
      "\n",
      "2020-07-12\n",
      "China releases law professor Xu Zhangrun, who had criticized CCP General Secretary Xi Jinping and\n",
      "the Chinese Communist Party (CCP), from detention after six days.\n",
      "None\n",
      "\n",
      "2021-07-01\n",
      "CCP General Secretary Xi Jinping delivered a speech in which he specifically announced the\n",
      "realization of the first goal of the Two Centenaries goal set.\n",
      "None\n",
      "\n",
      "2021-10-15\n",
      "Paramount leader Xi Jinping of the People's Republic of China will not attend in person the Cop26\n",
      "climate change conference in Glasgow, as it's told to UK Prime Minister Boris Johnson. The\n",
      "announcement comes amid international pessimism that, now compounded by the absence of China, a\n",
      "global leader in pollution and greenhouse gas emissions, the event would not result in any\n",
      "substantiative change.\n",
      "None\n",
      "\n",
      "2021-10-30\n",
      "The 16th G20 summit begins for the first time in person after the beginning of the pandemic with\n",
      "Russian President Vladimir Putin and Chinese President Xi Jinping appearing via video link.\n",
      "None\n",
      "\n",
      "2021-11-15\n",
      "US President Joe Biden holds a virtual bilateral meeting with China's leader Xi Jinping.\n",
      "None\n",
      "\n",
      "2022-02-25\n",
      "Russian President Vladimir Putin tells Chinese President Xi Jinping that Russia is willing to hold\n",
      "talks with Ukraine.\n",
      "None\n",
      "\n",
      "2022-07-26\n",
      "President Joko Widodo visits China for diplomatic talks, formally inviting President Xi Jinping to\n",
      "the G20 summit in Bali. Widodo will also visit Japan and South Korea on the trip.\n",
      "None\n",
      "\n",
      "2022-10-22\n",
      "The 20th National Congress of the Communist Party closes in Beijing, China. The party's new\n",
      "205-member Central Committee, elected by delegates at the end of the week-long congress, did not\n",
      "include outgoing Premier Li Keqiang or former Guangdong party secretary Wang Yang, who had been seen\n",
      "as a potential replacement as premier. The Сongress has been described as strengthening the power of\n",
      "Xi Jinping, who is likely to be re-elected as General Secretary tomorrow.\n",
      "None\n",
      "\n",
      "2022-10-23\n",
      "Xi Jinping is re-elected as General Secretary of the Chinese Communist Party by the Central\n",
      "Committee, beginning a third term as the paramount leader of China.\n",
      "None\n",
      "\n",
      "2023-02-24\n",
      "China unveils a 12-point position paper on ending the war in Ukraine, ahead of an expected speech by\n",
      "President Xi Jinping on the conflict. Ukraine says that it hopes China can urge Russia to withdraw\n",
      "its troops in response to the paper.\n",
      "None\n",
      "\n",
      "2023-03-10\n",
      "Xi Jinping is re-elected to a third term as president.\n",
      "None\n",
      "\n",
      "2023-03-20\n",
      "Chinese president Xi Jinping visits Russia in his first international trip since being re-elected,\n",
      "meeting with Russian president Vladimir Putin in Moscow.\n",
      "None\n",
      "\n",
      "2023-04-26\n",
      "Chinese leader Xi Jinping calls Ukrainian President Volodymyr Zelenskyy, with both countries\n",
      "announcing the dispatch of representatives to establish a diplomatic presence after the call.\n",
      "None\n",
      "\n",
      "2023-09-22\n",
      "Syrian President Bashar al-Assad meets with Chinese President Xi Jinping in Hangzhou, China, and\n",
      "signs a strategic partnership on infrastructure as part of China's Belt and Road Initiative.\n",
      "None\n",
      "\n",
      "2023-11-15\n",
      "U.S. President Joe Biden and Chinese leader Xi Jinping hold talks in San Francisco, California,\n",
      "United States, their first meeting in over a year. The talks are described as being positive with\n",
      "\"real progress\" being made on key issues such as drug trafficking and artificial intelligence.\n",
      "None\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for events in ts_signal.feeds_df['wikipedia_current_events'].values:\n",
    "    if type(events) == list:\n",
    "        for event in events:\n",
    "            print(event['date'].date())\n",
    "            print(wrap(event['text'], 100))\n",
    "            # pprint(event)\n",
    "            print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Do the events correspond to spikes in pageviews?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_wiki_pageviews_and_events(ts_signal, figsize=(10, 3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Is there an event on the day with the highest pageviews of the Wikipedia article?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2022-10-23 00:00:00+0000', tz='UTC')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "highest_pageviews_day = signal.wikimedia_pageviews.idxmax()\n",
    "highest_pageviews_day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'text': 'Xi Jinping is re-elected as General Secretary of the Chinese Communist Party by the Central Committee, beginning a third term as the paramount leader of China.',\n",
       "  'id': None,\n",
       "  'date': datetime.datetime(2022, 10, 23, 0, 0),\n",
       "  'category': 'Politics and elections',\n",
       "  'topics': ['https://en.wikipedia.org/wiki/20th_National_Congress_of_the_Chinese_Communist_Party'],\n",
       "  'wiki_links': ['https://en.wikipedia.org/wiki/Xi_Jinping',\n",
       "   'https://en.wikipedia.org/wiki/General_Secretary_of_the_Chinese_Communist_Party',\n",
       "   'https://en.wikipedia.org/wiki/Central_Committee_of_the_Chinese_Communist_Party',\n",
       "   'https://en.wikipedia.org/wiki/Paramount_leader',\n",
       "   'https://en.wikipedia.org/wiki/China'],\n",
       "  'references': ['https://www.aljazeera.com/news/2022/10/23/xi-jinping-secures-historic-third-term-as-chinas-leader']}]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts_signal.feeds_df['wikipedia_current_events'][highest_pageviews_day]"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "news-signals",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}