spacy-cbow-on-top-world-news.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import numpy as np \nimport pandas as pd \nimport tensorflow as tf \n\nimport torch\nfrom torch.utils.data import Dataset\nfrom torchvision import datasets\nfrom torchvision.transforms import ToTensor\nimport os \nimport warnings \nwarnings.simplefilter('ignore') \nfrom wordcloud import WordCloud, STOPWORDS, ImageColorGenerator \nimport matplotlib.pyplot as plt\n%matplotlib inline\n\npd.plotting.register_matplotlib_converters() \n\nimport matplotlib.pyplot as plt \n%matplotlib inline \nimport seaborn as sns \nplt.style.use('dark_background') \nfrom sklearn.model_selection import train_test_split\n\nimport spacy\nimport string\npd.options.mode.chained_assignment = None","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<h1 style=\"font-family: 'Lucida Sans', 'Lucida Sans Regular', 'Lucida Grande', 'Lucida Sans Unicode', Geneva, Verdana, sans-serif; text-align: center; color: #3A405A;\">📊 Spacy & CBoW on Top world news </h1>\n<h3 style=\"font-family: 'Lucida Sans', 'Lucida Sans Regular', 'Lucida Grande', 'Lucida Sans Unicode', Geneva, Verdana, sans-serif; text-align: center; color: #6B6E70;\">An In-depth Guide</h3>","metadata":{}},{"cell_type":"code","source":"\nMainDataset = pd.read_csv(\"../input/top-25-world-news-2018-2023/WorldNewsData.csv\") \n\nMainDataset \n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:12:12.514069Z","iopub.execute_input":"2023-09-03T18:12:12.515081Z","iopub.status.idle":"2023-09-03T18:12:12.738357Z","shell.execute_reply.started":"2023-09-03T18:12:12.515043Z","shell.execute_reply":"2023-09-03T18:12:12.737240Z"},"trusted":true},"execution_count":2,"outputs":[{"execution_count":2,"output_type":"execute_result","data":{"text/plain":"              Date                                               Top1  \\\n0     May 01, 2018  North Korea to open its sky, South Korean medi...   \n1     May 02, 2018  'What have they got to fear? ' Trump threatens...   \n2     May 03, 2018  Hollywood isn’t simply churning out crummy rem...   \n3     May 04, 2018  Donald Trump says London hospital is 'like a w...   \n4     May 05, 2018  Missing teen’s mom implores Canada to take not...   \n...            ...                                                ...   \n1854  Apr 26, 2023  Uyghur death in Thai refugee detention center ...   \n1855  Apr 27, 2023  Woman whose accusation led to the lynching of ...   \n1856  Apr 28, 2023  An Ominous Heating Event Is Unfolding in the O...   \n1857  Apr 29, 2023  Russian Occupied Ukrainian City Under 'Intense...   \n1858  Apr 30, 2023  Israel will raze Khan al-Ahmar, no timetable f...   \n\n                                                   Top2  \\\n0           The Mueller probe ain't ending anytime soon   \n1     Best Garage Heater Reviews incuding electric, ...   \n2     Iran's foreign minister: US has ‘consistently ...   \n3     German seat on UN Security Council likely as I...   \n4     William and Kate release new pictures of Princ...   \n...                                                 ...   \n1854  Avoid gatherings, wear masks: Govt advisory am...   \n1855  Russia has emptied out a Crimea base of weapon...   \n1856  Germany: Federal prosecutor takes over probe i...   \n1857  Lawsuit to proceed against ICE contractor that...   \n1858  China’s Ding Liren becomes world chess champio...   \n\n                                                   Top3  \\\n0     BRAND NEW: 2018 – Renault Alpine A110 – Start-...   \n1     Apple just fueled everyone's biggest fear abou...   \n2     Rihanna covers the June 2018 problem of Vogue ...   \n3      Gang Used Drone Swarm To Thwart FBI Hostage Raid   \n4     MEGHANS BROTHER SENDS PRINCE HARRY A SECRET LE...   \n...                                                 ...   \n1854  Biden, Yoon agree on \"new level\" of U.S. nucle...   \n1855           Woman at center of Till killing has died   \n1856  Russia's Wagner group could soon cease to exis...   \n1857  UK sees record sickness and zero productivity ...   \n1858  Russian forces suffer radiation sickness after...   \n\n                                                   Top4  \\\n0     The story of the Midwestern innocent let loose...   \n1     Google accused of using GDPR to impose unfair ...   \n2     U.S. soldiers are secretly fighting Saudi Arab...   \n3     How Many Carbs Should You Eat Per Day To Lose ...   \n4     Australia: Free whooping cough vaccine will be...   \n...                                                 ...   \n1854  UK House of Commons approves controversial asy...   \n1855  DoD approves next step for GPI to defend again...   \n1856           Resident from Dildo photographs Dickberg   \n1857  Putin to be arrested if he visits South Africa...   \n1858  Canada's largest public sector strike leaves t...   \n\n                                                   Top5  \\\n0     Mattis tempers optimistic outlook on Afghanist...   \n1     Man died accidentally after climbing behind wo...   \n2     Canadian MP Bob Saroya took trip to China paid...   \n3         Russian Troll Farm Goes After Mueller’s Files   \n4     Shock and Thaw—Alaskan Sea Ice Just Took a Ste...   \n...                                                 ...   \n1854  Ukraines Zelensky holds first war phone call w...   \n1855  Australian News. School makes of children with...   \n1856   AI Can Become Better Than Humans: Edward Snowden   \n1857  Coronation: Public asked to swear allegiance t...   \n1858  Italy returns ancient stele, illegally exporte...   \n\n                                                   Top6  \\\n0     Facebook is taking on Tinder with new dating f...   \n1     When the coveted Palme d’Or trophy is awarded ...   \n2     2017 Best Black Friday and Cyber Monday Mattre...   \n3     Israeli soldiers singing in Persian for Irania...   \n4     Giuliani: Trump is 'committed to' regime chang...   \n...                                                 ...   \n1854  Record ocean temperatures put Earth in ‘unchar...   \n1855  Iran charges two actresses for not wearing hij...   \n1856  Russian statement on Finbar Cafferkey death co...   \n1857  As the rest of Europe moves to more liberal ca...   \n1858  Japan, Egypt seek resumption of democratic tra...   \n\n                                                   Top7  \\\n0     OECD chief says Greece deserves debt relief af...   \n1     \"Borders are Illegal?\" Tucker Carlson Vs Dumb ...   \n2     NBC, ABC Say Trump Lawyer Michael Cohen Was No...   \n3     Labor Day 2017 Sales on Memory Foam Mattresses...   \n4     Pakistan: Polio eradication teams will visit d...   \n...                                                 ...   \n1854  Sudan crisis: UK accused of delaying German ev...   \n1855  Nhận gửi hàng đi Australia, Germany,Finland, S...   \n1856  Pilot kidnapped by West Papuan militants says ...   \n1857  is there a bigger right wing douche-waffle at ...   \n1858  Ludhiana gas: Mystery leak kills 11 in Indian ...   \n\n                                                   Top8  \\\n0                     Facebook to launch dating service   \n1     Mark Zuckerberg says it will take 3 years to \"...   \n2     South Korean janitor may keep gold bars found ...   \n3     How a Chinese city turned all its 16,000 buses...   \n4     Aides to Donald Trump, the US president, hired...   \n...                                                 ...   \n1854  UK illegal migration bill approved by parliame...   \n1855  Duisburg gym stabbing suspect linked to earlie...   \n1856  AI Unravels Black Hole Secrets: You Won't Beli...   \n1857  British public is asked to swear allegiance to...   \n1858  Russian forces suffer radiation sickness after...   \n\n                                                   Top9  ...  \\\n0     U.N. could help Myanmar gather evidence of cri...  ...   \n1                The 8 Best Cooling Pillows You Can Buy  ...   \n2     Last chance: UN warns Cambodia over failing de...  ...   \n3     Jamie Acourt arrested in Spain over suspected ...  ...   \n4     Donald Trump’s NRA speech causes anger in U.K....  ...   \n...                                                 ...  ...   \n1854  Brazil bans Telegram over neo-Nazi data - The ...  ...   \n1855       BREAKING: Tucker Carlson needs a job (VIDEO)  ...   \n1856  Dutch justice puts the brakes on sperm donor w...  ...   \n1857                 DFY blogs Review OTO - What is it?  ...   \n1858  Sudan crisis: Air strikes and fighting in Khar...  ...   \n\n                                                  Top16  \\\n0                                 Iran's Nuclear Threat   \n1     Palestinians said set to withdraw recognition ...   \n2     The world’s last male northern white rhino has...   \n3     2013 Cadillac CTS Luxury Walkaround, Start up,...   \n4     Ontario PC Chief Doug Ford says former party m...   \n...                                                 ...   \n1854  Fugees&amp;#x27; Pras Michel found guilty of i...   \n1855  Japan's Nomad Welcome: Attracting Digital Noma...   \n1856  Massive, exploded SpaceX rocket devastated a t...   \n1857                               This is a close call   \n1858  Russian oil is still powering Europe’s cars wi...   \n\n                                                  Top17  \\\n0     Jean 'Binta' Breeze Performance At Dis Poem: W...   \n1     Half the Australian businesses that got a tax ...   \n2     Uruguay's soybean crop forecasted to drop 43% ...   \n3     UK Local elections: 4,000 people turned away f...   \n4     White supremacist Patrick Little is top challe...   \n...                                                 ...   \n1854  Ukrainian animated film \"Mavka. The Forest Son...   \n1855  Australian Defence reveals 50 per cent 'contin...   \n1856  Prigozhin says Wagner Group may soon cease to ...   \n1857  Viral video of Italian students mocking Asian ...   \n1858    Merkel Again Defends Her Policies Toward Russia   \n\n                                                  Top18  \\\n0     Migrant says he ‘accidentally’ raped a Belgian...   \n1                    Ideas To Make College Work For You   \n2     We Now Have A Working Nuclear Reactor for Othe...   \n3     Nico Tortorella speaks onstage throughout Risi...   \n4     Trump to stop granting temporary protected sta...   \n...                                                 ...   \n1854  Sudan crisis: UK accused of delaying German ev...   \n1855  The Imgur Apocalypse Is Going To Break Large P...   \n1856  Germany’s Union parties call for border contro...   \n1857  Russian Oil Is Still Powering Europe’s Cars Wi...   \n1858  Russian-speaking residents in Riga call on Put...   \n\n                                                  Top19  \\\n0      My Email Newsletter of Curated Marketing Content   \n1     House Republicans nominate Donald Trump for No...   \n2     Marketing’s Customer Obsession Imperative | C3...   \n3     How to Increase Sales by Encouraging Mobile Sp...   \n4     Revealed: Trump team hired spy firm for ‘dirty...   \n...                                                 ...   \n1854  Ukraine’s counteroffensive to begin next week,...   \n1855  Spain recorded its hottest ever temperature fo...   \n1856  Don't Miss Out on the Crypto Airdrop Bonanza: ...   \n1857  Russian official: Ukrainian drones strike Crim...   \n1858  WSJ News Exclusive | Epstein’s Private Calenda...   \n\n                                                  Top20  \\\n0     Mueller asks for 2 more months before Flynn se...   \n1     UK's May faces local election losses as key Br...   \n2     Ex-Trump aide Michael Caputo warns: Mueller Ru...   \n3       China’s schooling Trump on the art of the delay   \n4     A Simple Way to Improve a Billion Lives: Eyegl...   \n...                                                 ...   \n1854  Sudan: Wanted by the International Criminal Co...   \n1855  House sinks Gaetz resolution to pull US troops...   \n1856  Don't Miss Out on the Crypto Airdrop Bonanza: ...   \n1857  Russia blames Ukraine drone attack for major C...   \n1858     UNICEF Donation: Why Your Contribution Matters   \n\n                                                  Top21  \\\n0     Mueller asks for 2 more months before Flynn se...   \n1               Whynter ICM-15LS Ice Cream Maker Review   \n2     11-Year-Old Girl With Autism Wouldn’t Talk In ...   \n3                                    Abi Ofarim ist tot   \n4     Dutch cop requests removal of Holocaust memori...   \n...                                                 ...   \n1854  The Board Behind — Apre a Catania lo Sportello...   \n1855  Canadian Conservative MP accuses Public Safety...   \n1856  First Republic Bank to be taken over by FDIC: ...   \n1857  A century of newspaper ads shed light on Indig...   \n1858  Ding Liren defeats Ian Nepomniachtchi to win W...   \n\n                                                  Top22  \\\n0     Canada to tack a carbon price of at least 11 c...   \n1     Abbas says Jews’ behavior, not anti-Semitism, ...   \n2     Richard Corkery/NY Each day Information throug...   \n3                       The 8 Best Snow Boots For Women   \n4     Montreal couple agree to submit to peace bond ...   \n...                                                 ...   \n1854           Nazi camp guard Josef Schütz dies at 102   \n1855  MAC condemns China's arrest of Taiwanese activ...   \n1856  Dutch court orders sperm donor to stop after 5...   \n1857  Tasmanian neo-Nazi group’s disturbing acts exp...   \n1858  Florida’s rightwing governor backs Badenoch’s ...   \n\n                                                  Top23  \\\n0     Kanye West: 'The class war is one of the reaso...   \n1     House Republicans nominate Trump for Nobel Pea...   \n2                       What Makes the Brand Stand Out?   \n3     Kerry quietly seeking to salvage Iran deal he ...   \n4     Air France boss resigns after 55 percent of em...   \n...                                                 ...   \n1854  Kyiv Undermining Peace Attempts, Says Russia A...   \n1855  Türkiye's first nuclear power plant, Akkuyu, h...   \n1856  Taliban not invited to UN Doha meeting on Afgh...   \n1857  Spanish PM gives speech supporting Israel's ju...   \n1858  India is largest supplier of refined fuels to ...   \n\n                                                  Top24  \\\n0     Michael Stewart/WireImage Kylie Jenner simply ...   \n1     Tyson Foods the largest U.S. meat processor, h...   \n2     UK drones in Syria using controversial 'vacuum...   \n3     Trump's Syria aid freeze hits 'White Helmets' ...   \n4     Air France boss resigns after 55 percent of th...   \n...                                                 ...   \n1854  WHO warns of 'biological risk' after Sudan fig...   \n1855  Pope allows women to vote at bishops’ meeting ...   \n1856  Russia's Putin signs decree introducing life s...   \n1857  Wagner Chief Threatens To Pull Out Of Bakhmut ...   \n1858  Rahul Gandhi could face jail and loss of seat ...   \n\n                                                  Top25  \n0     For first time health ministry will regulate d...  \n1     Questions linger about how Melania Trump score...  \n2     High fruit diet could help women conceive, stu...  \n3     US slams Turkey over population transfers in A...  \n4     Award-winning filmmaker Carlos Carvalho dies a...  \n...                                                 ...  \n1854  South Africa, facing Putin arrest warrant, loo...  \n1855  Special Report: How a fake ID let Hyundai supp...  \n1856  Armed with tanks and heavy armor from NATO, Uk...  \n1857  Sudanese army blocks Britons from boarding las...  \n1858  UN food body warns Sudan violence could fuel r...  \n\n[1859 rows x 26 columns]","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>Date</th>\n      <th>Top1</th>\n      <th>Top2</th>\n      <th>Top3</th>\n      <th>Top4</th>\n      <th>Top5</th>\n      <th>Top6</th>\n      <th>Top7</th>\n      <th>Top8</th>\n      <th>Top9</th>\n      <th>...</th>\n      <th>Top16</th>\n      <th>Top17</th>\n      <th>Top18</th>\n      <th>Top19</th>\n      <th>Top20</th>\n      <th>Top21</th>\n      <th>Top22</th>\n      <th>Top23</th>\n      <th>Top24</th>\n      <th>Top25</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>May 01, 2018</td>\n      <td>North Korea to open its sky, South Korean medi...</td>\n      <td>The Mueller probe ain't ending anytime soon</td>\n      <td>BRAND NEW: 2018 – Renault Alpine A110 – Start-...</td>\n      <td>The story of the Midwestern innocent let loose...</td>\n      <td>Mattis tempers optimistic outlook on Afghanist...</td>\n      <td>Facebook is taking on Tinder with new dating f...</td>\n      <td>OECD chief says Greece deserves debt relief af...</td>\n      <td>Facebook to launch dating service</td>\n      <td>U.N. could help Myanmar gather evidence of cri...</td>\n      <td>...</td>\n      <td>Iran's Nuclear Threat</td>\n      <td>Jean 'Binta' Breeze Performance At Dis Poem: W...</td>\n      <td>Migrant says he ‘accidentally’ raped a Belgian...</td>\n      <td>My Email Newsletter of Curated Marketing Content</td>\n      <td>Mueller asks for 2 more months before Flynn se...</td>\n      <td>Mueller asks for 2 more months before Flynn se...</td>\n      <td>Canada to tack a carbon price of at least 11 c...</td>\n      <td>Kanye West: 'The class war is one of the reaso...</td>\n      <td>Michael Stewart/WireImage Kylie Jenner simply ...</td>\n      <td>For first time health ministry will regulate d...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>May 02, 2018</td>\n      <td>'What have they got to fear? ' Trump threatens...</td>\n      <td>Best Garage Heater Reviews incuding electric, ...</td>\n      <td>Apple just fueled everyone's biggest fear abou...</td>\n      <td>Google accused of using GDPR to impose unfair ...</td>\n      <td>Man died accidentally after climbing behind wo...</td>\n      <td>When the coveted Palme d’Or trophy is awarded ...</td>\n      <td>\"Borders are Illegal?\" Tucker Carlson Vs Dumb ...</td>\n      <td>Mark Zuckerberg says it will take 3 years to \"...</td>\n      <td>The 8 Best Cooling Pillows You Can Buy</td>\n      <td>...</td>\n      <td>Palestinians said set to withdraw recognition ...</td>\n      <td>Half the Australian businesses that got a tax ...</td>\n      <td>Ideas To Make College Work For You</td>\n      <td>House Republicans nominate Donald Trump for No...</td>\n      <td>UK's May faces local election losses as key Br...</td>\n      <td>Whynter ICM-15LS Ice Cream Maker Review</td>\n      <td>Abbas says Jews’ behavior, not anti-Semitism, ...</td>\n      <td>House Republicans nominate Trump for Nobel Pea...</td>\n      <td>Tyson Foods the largest U.S. meat processor, h...</td>\n      <td>Questions linger about how Melania Trump score...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>May 03, 2018</td>\n      <td>Hollywood isn’t simply churning out crummy rem...</td>\n      <td>Iran's foreign minister: US has ‘consistently ...</td>\n      <td>Rihanna covers the June 2018 problem of Vogue ...</td>\n      <td>U.S. soldiers are secretly fighting Saudi Arab...</td>\n      <td>Canadian MP Bob Saroya took trip to China paid...</td>\n      <td>2017 Best Black Friday and Cyber Monday Mattre...</td>\n      <td>NBC, ABC Say Trump Lawyer Michael Cohen Was No...</td>\n      <td>South Korean janitor may keep gold bars found ...</td>\n      <td>Last chance: UN warns Cambodia over failing de...</td>\n      <td>...</td>\n      <td>The world’s last male northern white rhino has...</td>\n      <td>Uruguay's soybean crop forecasted to drop 43% ...</td>\n      <td>We Now Have A Working Nuclear Reactor for Othe...</td>\n      <td>Marketing’s Customer Obsession Imperative | C3...</td>\n      <td>Ex-Trump aide Michael Caputo warns: Mueller Ru...</td>\n      <td>11-Year-Old Girl With Autism Wouldn’t Talk In ...</td>\n      <td>Richard Corkery/NY Each day Information throug...</td>\n      <td>What Makes the Brand Stand Out?</td>\n      <td>UK drones in Syria using controversial 'vacuum...</td>\n      <td>High fruit diet could help women conceive, stu...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>May 04, 2018</td>\n      <td>Donald Trump says London hospital is 'like a w...</td>\n      <td>German seat on UN Security Council likely as I...</td>\n      <td>Gang Used Drone Swarm To Thwart FBI Hostage Raid</td>\n      <td>How Many Carbs Should You Eat Per Day To Lose ...</td>\n      <td>Russian Troll Farm Goes After Mueller’s Files</td>\n      <td>Israeli soldiers singing in Persian for Irania...</td>\n      <td>Labor Day 2017 Sales on Memory Foam Mattresses...</td>\n      <td>How a Chinese city turned all its 16,000 buses...</td>\n      <td>Jamie Acourt arrested in Spain over suspected ...</td>\n      <td>...</td>\n      <td>2013 Cadillac CTS Luxury Walkaround, Start up,...</td>\n      <td>UK Local elections: 4,000 people turned away f...</td>\n      <td>Nico Tortorella speaks onstage throughout Risi...</td>\n      <td>How to Increase Sales by Encouraging Mobile Sp...</td>\n      <td>China’s schooling Trump on the art of the delay</td>\n      <td>Abi Ofarim ist tot</td>\n      <td>The 8 Best Snow Boots For Women</td>\n      <td>Kerry quietly seeking to salvage Iran deal he ...</td>\n      <td>Trump's Syria aid freeze hits 'White Helmets' ...</td>\n      <td>US slams Turkey over population transfers in A...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>May 05, 2018</td>\n      <td>Missing teen’s mom implores Canada to take not...</td>\n      <td>William and Kate release new pictures of Princ...</td>\n      <td>MEGHANS BROTHER SENDS PRINCE HARRY A SECRET LE...</td>\n      <td>Australia: Free whooping cough vaccine will be...</td>\n      <td>Shock and Thaw—Alaskan Sea Ice Just Took a Ste...</td>\n      <td>Giuliani: Trump is 'committed to' regime chang...</td>\n      <td>Pakistan: Polio eradication teams will visit d...</td>\n      <td>Aides to Donald Trump, the US president, hired...</td>\n      <td>Donald Trump’s NRA speech causes anger in U.K....</td>\n      <td>...</td>\n      <td>Ontario PC Chief Doug Ford says former party m...</td>\n      <td>White supremacist Patrick Little is top challe...</td>\n      <td>Trump to stop granting temporary protected sta...</td>\n      <td>Revealed: Trump team hired spy firm for ‘dirty...</td>\n      <td>A Simple Way to Improve a Billion Lives: Eyegl...</td>\n      <td>Dutch cop requests removal of Holocaust memori...</td>\n      <td>Montreal couple agree to submit to peace bond ...</td>\n      <td>Air France boss resigns after 55 percent of em...</td>\n      <td>Air France boss resigns after 55 percent of th...</td>\n      <td>Award-winning filmmaker Carlos Carvalho dies a...</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1854</th>\n      <td>Apr 26, 2023</td>\n      <td>Uyghur death in Thai refugee detention center ...</td>\n      <td>Avoid gatherings, wear masks: Govt advisory am...</td>\n      <td>Biden, Yoon agree on \"new level\" of U.S. nucle...</td>\n      <td>UK House of Commons approves controversial asy...</td>\n      <td>Ukraines Zelensky holds first war phone call w...</td>\n      <td>Record ocean temperatures put Earth in ‘unchar...</td>\n      <td>Sudan crisis: UK accused of delaying German ev...</td>\n      <td>UK illegal migration bill approved by parliame...</td>\n      <td>Brazil bans Telegram over neo-Nazi data - The ...</td>\n      <td>...</td>\n      <td>Fugees&amp;amp;#x27; Pras Michel found guilty of i...</td>\n      <td>Ukrainian animated film \"Mavka. The Forest Son...</td>\n      <td>Sudan crisis: UK accused of delaying German ev...</td>\n      <td>Ukraine’s counteroffensive to begin next week,...</td>\n      <td>Sudan: Wanted by the International Criminal Co...</td>\n      <td>The Board Behind — Apre a Catania lo Sportello...</td>\n      <td>Nazi camp guard Josef Schütz dies at 102</td>\n      <td>Kyiv Undermining Peace Attempts, Says Russia A...</td>\n      <td>WHO warns of 'biological risk' after Sudan fig...</td>\n      <td>South Africa, facing Putin arrest warrant, loo...</td>\n    </tr>\n    <tr>\n      <th>1855</th>\n      <td>Apr 27, 2023</td>\n      <td>Woman whose accusation led to the lynching of ...</td>\n      <td>Russia has emptied out a Crimea base of weapon...</td>\n      <td>Woman at center of Till killing has died</td>\n      <td>DoD approves next step for GPI to defend again...</td>\n      <td>Australian News. School makes of children with...</td>\n      <td>Iran charges two actresses for not wearing hij...</td>\n      <td>Nhận gửi hàng đi Australia, Germany,Finland, S...</td>\n      <td>Duisburg gym stabbing suspect linked to earlie...</td>\n      <td>BREAKING: Tucker Carlson needs a job (VIDEO)</td>\n      <td>...</td>\n      <td>Japan's Nomad Welcome: Attracting Digital Noma...</td>\n      <td>Australian Defence reveals 50 per cent 'contin...</td>\n      <td>The Imgur Apocalypse Is Going To Break Large P...</td>\n      <td>Spain recorded its hottest ever temperature fo...</td>\n      <td>House sinks Gaetz resolution to pull US troops...</td>\n      <td>Canadian Conservative MP accuses Public Safety...</td>\n      <td>MAC condemns China's arrest of Taiwanese activ...</td>\n      <td>Türkiye's first nuclear power plant, Akkuyu, h...</td>\n      <td>Pope allows women to vote at bishops’ meeting ...</td>\n      <td>Special Report: How a fake ID let Hyundai supp...</td>\n    </tr>\n    <tr>\n      <th>1856</th>\n      <td>Apr 28, 2023</td>\n      <td>An Ominous Heating Event Is Unfolding in the O...</td>\n      <td>Germany: Federal prosecutor takes over probe i...</td>\n      <td>Russia's Wagner group could soon cease to exis...</td>\n      <td>Resident from Dildo photographs Dickberg</td>\n      <td>AI Can Become Better Than Humans: Edward Snowden</td>\n      <td>Russian statement on Finbar Cafferkey death co...</td>\n      <td>Pilot kidnapped by West Papuan militants says ...</td>\n      <td>AI Unravels Black Hole Secrets: You Won't Beli...</td>\n      <td>Dutch justice puts the brakes on sperm donor w...</td>\n      <td>...</td>\n      <td>Massive, exploded SpaceX rocket devastated a t...</td>\n      <td>Prigozhin says Wagner Group may soon cease to ...</td>\n      <td>Germany’s Union parties call for border contro...</td>\n      <td>Don't Miss Out on the Crypto Airdrop Bonanza: ...</td>\n      <td>Don't Miss Out on the Crypto Airdrop Bonanza: ...</td>\n      <td>First Republic Bank to be taken over by FDIC: ...</td>\n      <td>Dutch court orders sperm donor to stop after 5...</td>\n      <td>Taliban not invited to UN Doha meeting on Afgh...</td>\n      <td>Russia's Putin signs decree introducing life s...</td>\n      <td>Armed with tanks and heavy armor from NATO, Uk...</td>\n    </tr>\n    <tr>\n      <th>1857</th>\n      <td>Apr 29, 2023</td>\n      <td>Russian Occupied Ukrainian City Under 'Intense...</td>\n      <td>Lawsuit to proceed against ICE contractor that...</td>\n      <td>UK sees record sickness and zero productivity ...</td>\n      <td>Putin to be arrested if he visits South Africa...</td>\n      <td>Coronation: Public asked to swear allegiance t...</td>\n      <td>As the rest of Europe moves to more liberal ca...</td>\n      <td>is there a bigger right wing douche-waffle at ...</td>\n      <td>British public is asked to swear allegiance to...</td>\n      <td>DFY blogs Review OTO - What is it?</td>\n      <td>...</td>\n      <td>This is a close call</td>\n      <td>Viral video of Italian students mocking Asian ...</td>\n      <td>Russian Oil Is Still Powering Europe’s Cars Wi...</td>\n      <td>Russian official: Ukrainian drones strike Crim...</td>\n      <td>Russia blames Ukraine drone attack for major C...</td>\n      <td>A century of newspaper ads shed light on Indig...</td>\n      <td>Tasmanian neo-Nazi group’s disturbing acts exp...</td>\n      <td>Spanish PM gives speech supporting Israel's ju...</td>\n      <td>Wagner Chief Threatens To Pull Out Of Bakhmut ...</td>\n      <td>Sudanese army blocks Britons from boarding las...</td>\n    </tr>\n    <tr>\n      <th>1858</th>\n      <td>Apr 30, 2023</td>\n      <td>Israel will raze Khan al-Ahmar, no timetable f...</td>\n      <td>China’s Ding Liren becomes world chess champio...</td>\n      <td>Russian forces suffer radiation sickness after...</td>\n      <td>Canada's largest public sector strike leaves t...</td>\n      <td>Italy returns ancient stele, illegally exporte...</td>\n      <td>Japan, Egypt seek resumption of democratic tra...</td>\n      <td>Ludhiana gas: Mystery leak kills 11 in Indian ...</td>\n      <td>Russian forces suffer radiation sickness after...</td>\n      <td>Sudan crisis: Air strikes and fighting in Khar...</td>\n      <td>...</td>\n      <td>Russian oil is still powering Europe’s cars wi...</td>\n      <td>Merkel Again Defends Her Policies Toward Russia</td>\n      <td>Russian-speaking residents in Riga call on Put...</td>\n      <td>WSJ News Exclusive | Epstein’s Private Calenda...</td>\n      <td>UNICEF Donation: Why Your Contribution Matters</td>\n      <td>Ding Liren defeats Ian Nepomniachtchi to win W...</td>\n      <td>Florida’s rightwing governor backs Badenoch’s ...</td>\n      <td>India is largest supplier of refined fuels to ...</td>\n      <td>Rahul Gandhi could face jail and loss of seat ...</td>\n      <td>UN food body warns Sudan violence could fuel r...</td>\n    </tr>\n  </tbody>\n</table>\n<p>1859 rows × 26 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"<div style=\"background-color: #E8EAF6; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <h2 style=\"font-family: 'Verdana'; color: #3A405A;\">🔍 Insights</h2>\n    <p style=\"font-size: 18px; font-family: 'Verdana'; color: #3A405A; line-height: 1.5em;\">When we have a dataset with similar data types in multiple columns, one approach is to merge all the columns. This often occurs with both image and text based dataset. </p>\n</div>","metadata":{}},{"cell_type":"code","source":"\nPath_to_the_data = '../input/top-25-world-news-2018-2023/WorldNewsData.csv' \n\ndf = pd.read_csv( Path_to_the_data, parse_dates=['Date'])\ndf\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:12:16.583063Z","iopub.execute_input":"2023-09-03T18:12:16.583554Z","iopub.status.idle":"2023-09-03T18:12:16.960832Z","shell.execute_reply.started":"2023-09-03T18:12:16.583510Z","shell.execute_reply":"2023-09-03T18:12:16.959759Z"},"trusted":true},"execution_count":3,"outputs":[{"execution_count":3,"output_type":"execute_result","data":{"text/plain":"           Date                                               Top1  \\\n0    2018-05-01  North Korea to open its sky, South Korean medi...   \n1    2018-05-02  'What have they got to fear? ' Trump threatens...   \n2    2018-05-03  Hollywood isn’t simply churning out crummy rem...   \n3    2018-05-04  Donald Trump says London hospital is 'like a w...   \n4    2018-05-05  Missing teen’s mom implores Canada to take not...   \n...         ...                                                ...   \n1854 2023-04-26  Uyghur death in Thai refugee detention center ...   \n1855 2023-04-27  Woman whose accusation led to the lynching of ...   \n1856 2023-04-28  An Ominous Heating Event Is Unfolding in the O...   \n1857 2023-04-29  Russian Occupied Ukrainian City Under 'Intense...   \n1858 2023-04-30  Israel will raze Khan al-Ahmar, no timetable f...   \n\n                                                   Top2  \\\n0           The Mueller probe ain't ending anytime soon   \n1     Best Garage Heater Reviews incuding electric, ...   \n2     Iran's foreign minister: US has ‘consistently ...   \n3     German seat on UN Security Council likely as I...   \n4     William and Kate release new pictures of Princ...   \n...                                                 ...   \n1854  Avoid gatherings, wear masks: Govt advisory am...   \n1855  Russia has emptied out a Crimea base of weapon...   \n1856  Germany: Federal prosecutor takes over probe i...   \n1857  Lawsuit to proceed against ICE contractor that...   \n1858  China’s Ding Liren becomes world chess champio...   \n\n                                                   Top3  \\\n0     BRAND NEW: 2018 – Renault Alpine A110 – Start-...   \n1     Apple just fueled everyone's biggest fear abou...   \n2     Rihanna covers the June 2018 problem of Vogue ...   \n3      Gang Used Drone Swarm To Thwart FBI Hostage Raid   \n4     MEGHANS BROTHER SENDS PRINCE HARRY A SECRET LE...   \n...                                                 ...   \n1854  Biden, Yoon agree on \"new level\" of U.S. nucle...   \n1855           Woman at center of Till killing has died   \n1856  Russia's Wagner group could soon cease to exis...   \n1857  UK sees record sickness and zero productivity ...   \n1858  Russian forces suffer radiation sickness after...   \n\n                                                   Top4  \\\n0     The story of the Midwestern innocent let loose...   \n1     Google accused of using GDPR to impose unfair ...   \n2     U.S. soldiers are secretly fighting Saudi Arab...   \n3     How Many Carbs Should You Eat Per Day To Lose ...   \n4     Australia: Free whooping cough vaccine will be...   \n...                                                 ...   \n1854  UK House of Commons approves controversial asy...   \n1855  DoD approves next step for GPI to defend again...   \n1856           Resident from Dildo photographs Dickberg   \n1857  Putin to be arrested if he visits South Africa...   \n1858  Canada's largest public sector strike leaves t...   \n\n                                                   Top5  \\\n0     Mattis tempers optimistic outlook on Afghanist...   \n1     Man died accidentally after climbing behind wo...   \n2     Canadian MP Bob Saroya took trip to China paid...   \n3         Russian Troll Farm Goes After Mueller’s Files   \n4     Shock and Thaw—Alaskan Sea Ice Just Took a Ste...   \n...                                                 ...   \n1854  Ukraines Zelensky holds first war phone call w...   \n1855  Australian News. School makes of children with...   \n1856   AI Can Become Better Than Humans: Edward Snowden   \n1857  Coronation: Public asked to swear allegiance t...   \n1858  Italy returns ancient stele, illegally exporte...   \n\n                                                   Top6  \\\n0     Facebook is taking on Tinder with new dating f...   \n1     When the coveted Palme d’Or trophy is awarded ...   \n2     2017 Best Black Friday and Cyber Monday Mattre...   \n3     Israeli soldiers singing in Persian for Irania...   \n4     Giuliani: Trump is 'committed to' regime chang...   \n...                                                 ...   \n1854  Record ocean temperatures put Earth in ‘unchar...   \n1855  Iran charges two actresses for not wearing hij...   \n1856  Russian statement on Finbar Cafferkey death co...   \n1857  As the rest of Europe moves to more liberal ca...   \n1858  Japan, Egypt seek resumption of democratic tra...   \n\n                                                   Top7  \\\n0     OECD chief says Greece deserves debt relief af...   \n1     \"Borders are Illegal?\" Tucker Carlson Vs Dumb ...   \n2     NBC, ABC Say Trump Lawyer Michael Cohen Was No...   \n3     Labor Day 2017 Sales on Memory Foam Mattresses...   \n4     Pakistan: Polio eradication teams will visit d...   \n...                                                 ...   \n1854  Sudan crisis: UK accused of delaying German ev...   \n1855  Nhận gửi hàng đi Australia, Germany,Finland, S...   \n1856  Pilot kidnapped by West Papuan militants says ...   \n1857  is there a bigger right wing douche-waffle at ...   \n1858  Ludhiana gas: Mystery leak kills 11 in Indian ...   \n\n                                                   Top8  \\\n0                     Facebook to launch dating service   \n1     Mark Zuckerberg says it will take 3 years to \"...   \n2     South Korean janitor may keep gold bars found ...   \n3     How a Chinese city turned all its 16,000 buses...   \n4     Aides to Donald Trump, the US president, hired...   \n...                                                 ...   \n1854  UK illegal migration bill approved by parliame...   \n1855  Duisburg gym stabbing suspect linked to earlie...   \n1856  AI Unravels Black Hole Secrets: You Won't Beli...   \n1857  British public is asked to swear allegiance to...   \n1858  Russian forces suffer radiation sickness after...   \n\n                                                   Top9  ...  \\\n0     U.N. could help Myanmar gather evidence of cri...  ...   \n1                The 8 Best Cooling Pillows You Can Buy  ...   \n2     Last chance: UN warns Cambodia over failing de...  ...   \n3     Jamie Acourt arrested in Spain over suspected ...  ...   \n4     Donald Trump’s NRA speech causes anger in U.K....  ...   \n...                                                 ...  ...   \n1854  Brazil bans Telegram over neo-Nazi data - The ...  ...   \n1855       BREAKING: Tucker Carlson needs a job (VIDEO)  ...   \n1856  Dutch justice puts the brakes on sperm donor w...  ...   \n1857                 DFY blogs Review OTO - What is it?  ...   \n1858  Sudan crisis: Air strikes and fighting in Khar...  ...   \n\n                                                  Top16  \\\n0                                 Iran's Nuclear Threat   \n1     Palestinians said set to withdraw recognition ...   \n2     The world’s last male northern white rhino has...   \n3     2013 Cadillac CTS Luxury Walkaround, Start up,...   \n4     Ontario PC Chief Doug Ford says former party m...   \n...                                                 ...   \n1854  Fugees&amp;#x27; Pras Michel found guilty of i...   \n1855  Japan's Nomad Welcome: Attracting Digital Noma...   \n1856  Massive, exploded SpaceX rocket devastated a t...   \n1857                               This is a close call   \n1858  Russian oil is still powering Europe’s cars wi...   \n\n                                                  Top17  \\\n0     Jean 'Binta' Breeze Performance At Dis Poem: W...   \n1     Half the Australian businesses that got a tax ...   \n2     Uruguay's soybean crop forecasted to drop 43% ...   \n3     UK Local elections: 4,000 people turned away f...   \n4     White supremacist Patrick Little is top challe...   \n...                                                 ...   \n1854  Ukrainian animated film \"Mavka. The Forest Son...   \n1855  Australian Defence reveals 50 per cent 'contin...   \n1856  Prigozhin says Wagner Group may soon cease to ...   \n1857  Viral video of Italian students mocking Asian ...   \n1858    Merkel Again Defends Her Policies Toward Russia   \n\n                                                  Top18  \\\n0     Migrant says he ‘accidentally’ raped a Belgian...   \n1                    Ideas To Make College Work For You   \n2     We Now Have A Working Nuclear Reactor for Othe...   \n3     Nico Tortorella speaks onstage throughout Risi...   \n4     Trump to stop granting temporary protected sta...   \n...                                                 ...   \n1854  Sudan crisis: UK accused of delaying German ev...   \n1855  The Imgur Apocalypse Is Going To Break Large P...   \n1856  Germany’s Union parties call for border contro...   \n1857  Russian Oil Is Still Powering Europe’s Cars Wi...   \n1858  Russian-speaking residents in Riga call on Put...   \n\n                                                  Top19  \\\n0      My Email Newsletter of Curated Marketing Content   \n1     House Republicans nominate Donald Trump for No...   \n2     Marketing’s Customer Obsession Imperative | C3...   \n3     How to Increase Sales by Encouraging Mobile Sp...   \n4     Revealed: Trump team hired spy firm for ‘dirty...   \n...                                                 ...   \n1854  Ukraine’s counteroffensive to begin next week,...   \n1855  Spain recorded its hottest ever temperature fo...   \n1856  Don't Miss Out on the Crypto Airdrop Bonanza: ...   \n1857  Russian official: Ukrainian drones strike Crim...   \n1858  WSJ News Exclusive | Epstein’s Private Calenda...   \n\n                                                  Top20  \\\n0     Mueller asks for 2 more months before Flynn se...   \n1     UK's May faces local election losses as key Br...   \n2     Ex-Trump aide Michael Caputo warns: Mueller Ru...   \n3       China’s schooling Trump on the art of the delay   \n4     A Simple Way to Improve a Billion Lives: Eyegl...   \n...                                                 ...   \n1854  Sudan: Wanted by the International Criminal Co...   \n1855  House sinks Gaetz resolution to pull US troops...   \n1856  Don't Miss Out on the Crypto Airdrop Bonanza: ...   \n1857  Russia blames Ukraine drone attack for major C...   \n1858     UNICEF Donation: Why Your Contribution Matters   \n\n                                                  Top21  \\\n0     Mueller asks for 2 more months before Flynn se...   \n1               Whynter ICM-15LS Ice Cream Maker Review   \n2     11-Year-Old Girl With Autism Wouldn’t Talk In ...   \n3                                    Abi Ofarim ist tot   \n4     Dutch cop requests removal of Holocaust memori...   \n...                                                 ...   \n1854  The Board Behind — Apre a Catania lo Sportello...   \n1855  Canadian Conservative MP accuses Public Safety...   \n1856  First Republic Bank to be taken over by FDIC: ...   \n1857  A century of newspaper ads shed light on Indig...   \n1858  Ding Liren defeats Ian Nepomniachtchi to win W...   \n\n                                                  Top22  \\\n0     Canada to tack a carbon price of at least 11 c...   \n1     Abbas says Jews’ behavior, not anti-Semitism, ...   \n2     Richard Corkery/NY Each day Information throug...   \n3                       The 8 Best Snow Boots For Women   \n4     Montreal couple agree to submit to peace bond ...   \n...                                                 ...   \n1854           Nazi camp guard Josef Schütz dies at 102   \n1855  MAC condemns China's arrest of Taiwanese activ...   \n1856  Dutch court orders sperm donor to stop after 5...   \n1857  Tasmanian neo-Nazi group’s disturbing acts exp...   \n1858  Florida’s rightwing governor backs Badenoch’s ...   \n\n                                                  Top23  \\\n0     Kanye West: 'The class war is one of the reaso...   \n1     House Republicans nominate Trump for Nobel Pea...   \n2                       What Makes the Brand Stand Out?   \n3     Kerry quietly seeking to salvage Iran deal he ...   \n4     Air France boss resigns after 55 percent of em...   \n...                                                 ...   \n1854  Kyiv Undermining Peace Attempts, Says Russia A...   \n1855  Türkiye's first nuclear power plant, Akkuyu, h...   \n1856  Taliban not invited to UN Doha meeting on Afgh...   \n1857  Spanish PM gives speech supporting Israel's ju...   \n1858  India is largest supplier of refined fuels to ...   \n\n                                                  Top24  \\\n0     Michael Stewart/WireImage Kylie Jenner simply ...   \n1     Tyson Foods the largest U.S. meat processor, h...   \n2     UK drones in Syria using controversial 'vacuum...   \n3     Trump's Syria aid freeze hits 'White Helmets' ...   \n4     Air France boss resigns after 55 percent of th...   \n...                                                 ...   \n1854  WHO warns of 'biological risk' after Sudan fig...   \n1855  Pope allows women to vote at bishops’ meeting ...   \n1856  Russia's Putin signs decree introducing life s...   \n1857  Wagner Chief Threatens To Pull Out Of Bakhmut ...   \n1858  Rahul Gandhi could face jail and loss of seat ...   \n\n                                                  Top25  \n0     For first time health ministry will regulate d...  \n1     Questions linger about how Melania Trump score...  \n2     High fruit diet could help women conceive, stu...  \n3     US slams Turkey over population transfers in A...  \n4     Award-winning filmmaker Carlos Carvalho dies a...  \n...                                                 ...  \n1854  South Africa, facing Putin arrest warrant, loo...  \n1855  Special Report: How a fake ID let Hyundai supp...  \n1856  Armed with tanks and heavy armor from NATO, Uk...  \n1857  Sudanese army blocks Britons from boarding las...  \n1858  UN food body warns Sudan violence could fuel r...  \n\n[1859 rows x 26 columns]","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>Date</th>\n      <th>Top1</th>\n      <th>Top2</th>\n      <th>Top3</th>\n      <th>Top4</th>\n      <th>Top5</th>\n      <th>Top6</th>\n      <th>Top7</th>\n      <th>Top8</th>\n      <th>Top9</th>\n      <th>...</th>\n      <th>Top16</th>\n      <th>Top17</th>\n      <th>Top18</th>\n      <th>Top19</th>\n      <th>Top20</th>\n      <th>Top21</th>\n      <th>Top22</th>\n      <th>Top23</th>\n      <th>Top24</th>\n      <th>Top25</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2018-05-01</td>\n      <td>North Korea to open its sky, South Korean medi...</td>\n      <td>The Mueller probe ain't ending anytime soon</td>\n      <td>BRAND NEW: 2018 – Renault Alpine A110 – Start-...</td>\n      <td>The story of the Midwestern innocent let loose...</td>\n      <td>Mattis tempers optimistic outlook on Afghanist...</td>\n      <td>Facebook is taking on Tinder with new dating f...</td>\n      <td>OECD chief says Greece deserves debt relief af...</td>\n      <td>Facebook to launch dating service</td>\n      <td>U.N. could help Myanmar gather evidence of cri...</td>\n      <td>...</td>\n      <td>Iran's Nuclear Threat</td>\n      <td>Jean 'Binta' Breeze Performance At Dis Poem: W...</td>\n      <td>Migrant says he ‘accidentally’ raped a Belgian...</td>\n      <td>My Email Newsletter of Curated Marketing Content</td>\n      <td>Mueller asks for 2 more months before Flynn se...</td>\n      <td>Mueller asks for 2 more months before Flynn se...</td>\n      <td>Canada to tack a carbon price of at least 11 c...</td>\n      <td>Kanye West: 'The class war is one of the reaso...</td>\n      <td>Michael Stewart/WireImage Kylie Jenner simply ...</td>\n      <td>For first time health ministry will regulate d...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2018-05-02</td>\n      <td>'What have they got to fear? ' Trump threatens...</td>\n      <td>Best Garage Heater Reviews incuding electric, ...</td>\n      <td>Apple just fueled everyone's biggest fear abou...</td>\n      <td>Google accused of using GDPR to impose unfair ...</td>\n      <td>Man died accidentally after climbing behind wo...</td>\n      <td>When the coveted Palme d’Or trophy is awarded ...</td>\n      <td>\"Borders are Illegal?\" Tucker Carlson Vs Dumb ...</td>\n      <td>Mark Zuckerberg says it will take 3 years to \"...</td>\n      <td>The 8 Best Cooling Pillows You Can Buy</td>\n      <td>...</td>\n      <td>Palestinians said set to withdraw recognition ...</td>\n      <td>Half the Australian businesses that got a tax ...</td>\n      <td>Ideas To Make College Work For You</td>\n      <td>House Republicans nominate Donald Trump for No...</td>\n      <td>UK's May faces local election losses as key Br...</td>\n      <td>Whynter ICM-15LS Ice Cream Maker Review</td>\n      <td>Abbas says Jews’ behavior, not anti-Semitism, ...</td>\n      <td>House Republicans nominate Trump for Nobel Pea...</td>\n      <td>Tyson Foods the largest U.S. meat processor, h...</td>\n      <td>Questions linger about how Melania Trump score...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2018-05-03</td>\n      <td>Hollywood isn’t simply churning out crummy rem...</td>\n      <td>Iran's foreign minister: US has ‘consistently ...</td>\n      <td>Rihanna covers the June 2018 problem of Vogue ...</td>\n      <td>U.S. soldiers are secretly fighting Saudi Arab...</td>\n      <td>Canadian MP Bob Saroya took trip to China paid...</td>\n      <td>2017 Best Black Friday and Cyber Monday Mattre...</td>\n      <td>NBC, ABC Say Trump Lawyer Michael Cohen Was No...</td>\n      <td>South Korean janitor may keep gold bars found ...</td>\n      <td>Last chance: UN warns Cambodia over failing de...</td>\n      <td>...</td>\n      <td>The world’s last male northern white rhino has...</td>\n      <td>Uruguay's soybean crop forecasted to drop 43% ...</td>\n      <td>We Now Have A Working Nuclear Reactor for Othe...</td>\n      <td>Marketing’s Customer Obsession Imperative | C3...</td>\n      <td>Ex-Trump aide Michael Caputo warns: Mueller Ru...</td>\n      <td>11-Year-Old Girl With Autism Wouldn’t Talk In ...</td>\n      <td>Richard Corkery/NY Each day Information throug...</td>\n      <td>What Makes the Brand Stand Out?</td>\n      <td>UK drones in Syria using controversial 'vacuum...</td>\n      <td>High fruit diet could help women conceive, stu...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2018-05-04</td>\n      <td>Donald Trump says London hospital is 'like a w...</td>\n      <td>German seat on UN Security Council likely as I...</td>\n      <td>Gang Used Drone Swarm To Thwart FBI Hostage Raid</td>\n      <td>How Many Carbs Should You Eat Per Day To Lose ...</td>\n      <td>Russian Troll Farm Goes After Mueller’s Files</td>\n      <td>Israeli soldiers singing in Persian for Irania...</td>\n      <td>Labor Day 2017 Sales on Memory Foam Mattresses...</td>\n      <td>How a Chinese city turned all its 16,000 buses...</td>\n      <td>Jamie Acourt arrested in Spain over suspected ...</td>\n      <td>...</td>\n      <td>2013 Cadillac CTS Luxury Walkaround, Start up,...</td>\n      <td>UK Local elections: 4,000 people turned away f...</td>\n      <td>Nico Tortorella speaks onstage throughout Risi...</td>\n      <td>How to Increase Sales by Encouraging Mobile Sp...</td>\n      <td>China’s schooling Trump on the art of the delay</td>\n      <td>Abi Ofarim ist tot</td>\n      <td>The 8 Best Snow Boots For Women</td>\n      <td>Kerry quietly seeking to salvage Iran deal he ...</td>\n      <td>Trump's Syria aid freeze hits 'White Helmets' ...</td>\n      <td>US slams Turkey over population transfers in A...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2018-05-05</td>\n      <td>Missing teen’s mom implores Canada to take not...</td>\n      <td>William and Kate release new pictures of Princ...</td>\n      <td>MEGHANS BROTHER SENDS PRINCE HARRY A SECRET LE...</td>\n      <td>Australia: Free whooping cough vaccine will be...</td>\n      <td>Shock and Thaw—Alaskan Sea Ice Just Took a Ste...</td>\n      <td>Giuliani: Trump is 'committed to' regime chang...</td>\n      <td>Pakistan: Polio eradication teams will visit d...</td>\n      <td>Aides to Donald Trump, the US president, hired...</td>\n      <td>Donald Trump’s NRA speech causes anger in U.K....</td>\n      <td>...</td>\n      <td>Ontario PC Chief Doug Ford says former party m...</td>\n      <td>White supremacist Patrick Little is top challe...</td>\n      <td>Trump to stop granting temporary protected sta...</td>\n      <td>Revealed: Trump team hired spy firm for ‘dirty...</td>\n      <td>A Simple Way to Improve a Billion Lives: Eyegl...</td>\n      <td>Dutch cop requests removal of Holocaust memori...</td>\n      <td>Montreal couple agree to submit to peace bond ...</td>\n      <td>Air France boss resigns after 55 percent of em...</td>\n      <td>Air France boss resigns after 55 percent of th...</td>\n      <td>Award-winning filmmaker Carlos Carvalho dies a...</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1854</th>\n      <td>2023-04-26</td>\n      <td>Uyghur death in Thai refugee detention center ...</td>\n      <td>Avoid gatherings, wear masks: Govt advisory am...</td>\n      <td>Biden, Yoon agree on \"new level\" of U.S. nucle...</td>\n      <td>UK House of Commons approves controversial asy...</td>\n      <td>Ukraines Zelensky holds first war phone call w...</td>\n      <td>Record ocean temperatures put Earth in ‘unchar...</td>\n      <td>Sudan crisis: UK accused of delaying German ev...</td>\n      <td>UK illegal migration bill approved by parliame...</td>\n      <td>Brazil bans Telegram over neo-Nazi data - The ...</td>\n      <td>...</td>\n      <td>Fugees&amp;amp;#x27; Pras Michel found guilty of i...</td>\n      <td>Ukrainian animated film \"Mavka. The Forest Son...</td>\n      <td>Sudan crisis: UK accused of delaying German ev...</td>\n      <td>Ukraine’s counteroffensive to begin next week,...</td>\n      <td>Sudan: Wanted by the International Criminal Co...</td>\n      <td>The Board Behind — Apre a Catania lo Sportello...</td>\n      <td>Nazi camp guard Josef Schütz dies at 102</td>\n      <td>Kyiv Undermining Peace Attempts, Says Russia A...</td>\n      <td>WHO warns of 'biological risk' after Sudan fig...</td>\n      <td>South Africa, facing Putin arrest warrant, loo...</td>\n    </tr>\n    <tr>\n      <th>1855</th>\n      <td>2023-04-27</td>\n      <td>Woman whose accusation led to the lynching of ...</td>\n      <td>Russia has emptied out a Crimea base of weapon...</td>\n      <td>Woman at center of Till killing has died</td>\n      <td>DoD approves next step for GPI to defend again...</td>\n      <td>Australian News. School makes of children with...</td>\n      <td>Iran charges two actresses for not wearing hij...</td>\n      <td>Nhận gửi hàng đi Australia, Germany,Finland, S...</td>\n      <td>Duisburg gym stabbing suspect linked to earlie...</td>\n      <td>BREAKING: Tucker Carlson needs a job (VIDEO)</td>\n      <td>...</td>\n      <td>Japan's Nomad Welcome: Attracting Digital Noma...</td>\n      <td>Australian Defence reveals 50 per cent 'contin...</td>\n      <td>The Imgur Apocalypse Is Going To Break Large P...</td>\n      <td>Spain recorded its hottest ever temperature fo...</td>\n      <td>House sinks Gaetz resolution to pull US troops...</td>\n      <td>Canadian Conservative MP accuses Public Safety...</td>\n      <td>MAC condemns China's arrest of Taiwanese activ...</td>\n      <td>Türkiye's first nuclear power plant, Akkuyu, h...</td>\n      <td>Pope allows women to vote at bishops’ meeting ...</td>\n      <td>Special Report: How a fake ID let Hyundai supp...</td>\n    </tr>\n    <tr>\n      <th>1856</th>\n      <td>2023-04-28</td>\n      <td>An Ominous Heating Event Is Unfolding in the O...</td>\n      <td>Germany: Federal prosecutor takes over probe i...</td>\n      <td>Russia's Wagner group could soon cease to exis...</td>\n      <td>Resident from Dildo photographs Dickberg</td>\n      <td>AI Can Become Better Than Humans: Edward Snowden</td>\n      <td>Russian statement on Finbar Cafferkey death co...</td>\n      <td>Pilot kidnapped by West Papuan militants says ...</td>\n      <td>AI Unravels Black Hole Secrets: You Won't Beli...</td>\n      <td>Dutch justice puts the brakes on sperm donor w...</td>\n      <td>...</td>\n      <td>Massive, exploded SpaceX rocket devastated a t...</td>\n      <td>Prigozhin says Wagner Group may soon cease to ...</td>\n      <td>Germany’s Union parties call for border contro...</td>\n      <td>Don't Miss Out on the Crypto Airdrop Bonanza: ...</td>\n      <td>Don't Miss Out on the Crypto Airdrop Bonanza: ...</td>\n      <td>First Republic Bank to be taken over by FDIC: ...</td>\n      <td>Dutch court orders sperm donor to stop after 5...</td>\n      <td>Taliban not invited to UN Doha meeting on Afgh...</td>\n      <td>Russia's Putin signs decree introducing life s...</td>\n      <td>Armed with tanks and heavy armor from NATO, Uk...</td>\n    </tr>\n    <tr>\n      <th>1857</th>\n      <td>2023-04-29</td>\n      <td>Russian Occupied Ukrainian City Under 'Intense...</td>\n      <td>Lawsuit to proceed against ICE contractor that...</td>\n      <td>UK sees record sickness and zero productivity ...</td>\n      <td>Putin to be arrested if he visits South Africa...</td>\n      <td>Coronation: Public asked to swear allegiance t...</td>\n      <td>As the rest of Europe moves to more liberal ca...</td>\n      <td>is there a bigger right wing douche-waffle at ...</td>\n      <td>British public is asked to swear allegiance to...</td>\n      <td>DFY blogs Review OTO - What is it?</td>\n      <td>...</td>\n      <td>This is a close call</td>\n      <td>Viral video of Italian students mocking Asian ...</td>\n      <td>Russian Oil Is Still Powering Europe’s Cars Wi...</td>\n      <td>Russian official: Ukrainian drones strike Crim...</td>\n      <td>Russia blames Ukraine drone attack for major C...</td>\n      <td>A century of newspaper ads shed light on Indig...</td>\n      <td>Tasmanian neo-Nazi group’s disturbing acts exp...</td>\n      <td>Spanish PM gives speech supporting Israel's ju...</td>\n      <td>Wagner Chief Threatens To Pull Out Of Bakhmut ...</td>\n      <td>Sudanese army blocks Britons from boarding las...</td>\n    </tr>\n    <tr>\n      <th>1858</th>\n      <td>2023-04-30</td>\n      <td>Israel will raze Khan al-Ahmar, no timetable f...</td>\n      <td>China’s Ding Liren becomes world chess champio...</td>\n      <td>Russian forces suffer radiation sickness after...</td>\n      <td>Canada's largest public sector strike leaves t...</td>\n      <td>Italy returns ancient stele, illegally exporte...</td>\n      <td>Japan, Egypt seek resumption of democratic tra...</td>\n      <td>Ludhiana gas: Mystery leak kills 11 in Indian ...</td>\n      <td>Russian forces suffer radiation sickness after...</td>\n      <td>Sudan crisis: Air strikes and fighting in Khar...</td>\n      <td>...</td>\n      <td>Russian oil is still powering Europe’s cars wi...</td>\n      <td>Merkel Again Defends Her Policies Toward Russia</td>\n      <td>Russian-speaking residents in Riga call on Put...</td>\n      <td>WSJ News Exclusive | Epstein’s Private Calenda...</td>\n      <td>UNICEF Donation: Why Your Contribution Matters</td>\n      <td>Ding Liren defeats Ian Nepomniachtchi to win W...</td>\n      <td>Florida’s rightwing governor backs Badenoch’s ...</td>\n      <td>India is largest supplier of refined fuels to ...</td>\n      <td>Rahul Gandhi could face jail and loss of seat ...</td>\n      <td>UN food body warns Sudan violence could fuel r...</td>\n    </tr>\n  </tbody>\n</table>\n<p>1859 rows × 26 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"\n<h2 style=\"font-family: 'Lucida Sans', 'Lucida Sans Regular', 'Lucida Grande', 'Lucida Sans Unicode', Geneva, Verdana, sans-serif; text-align: center; color: #3A405A;\">Data Cleaning and Preprocessing </h2>","metadata":{}},{"cell_type":"markdown","source":"\n\n\n<div style=\"background-color: #E8EAF6; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <p style=\"font-size: 18px; font-family: 'Verdana'; color: #3A405A; line-height: 1.5em;\">Having generated a corpus, you now need to take some steps to make sure that your texts are in a form that a computer can understand and work with. ‘Pre-processing’ is a catch-all term used for the different activities that you undertake to get your documents ready to be analysed. You may only use a few pre-processing techniques, or you may decide to use a wide array, depending on your documents, the kind of text you have and the kinds of analyses you want to perform.</p>\n        \n   <p style=\"font-size: 18px; font-family: 'Verdana'; color: #3A405A; line-height: 1.5em;\">The first pre-processing step in any TDM project is to identify the cleaning that will need to be done to enable your analysis. Cleaning refers to steps that you take to standardise your text and to remove text and characters that aren’t relevant. After performing these steps, you'll be left with a nice ‘clean’ text dataset that is ready to be analysed.</p>\n</div>\n\n\n","metadata":{}},{"cell_type":"code","source":"cols = df.columns.difference(['Date']) \n\ndf['TopNews'] = df[cols].apply(lambda x: ', '.join(x.dropna().astype(str)), 1) \n\ndf = df.drop(cols, axis=1)  \n\ndf","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:12:21.387996Z","iopub.execute_input":"2023-09-03T18:12:21.388780Z","iopub.status.idle":"2023-09-03T18:12:21.763979Z","shell.execute_reply.started":"2023-09-03T18:12:21.388746Z","shell.execute_reply":"2023-09-03T18:12:21.762144Z"},"trusted":true},"execution_count":4,"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":"           Date                                            TopNews\n0    2018-05-01  North Korea to open its sky, South Korean medi...\n1    2018-05-02  'What have they got to fear? ' Trump threatens...\n2    2018-05-03  Hollywood isn’t simply churning out crummy rem...\n3    2018-05-04  Donald Trump says London hospital is 'like a w...\n4    2018-05-05  Missing teen’s mom implores Canada to take not...\n...         ...                                                ...\n1854 2023-04-26  Uyghur death in Thai refugee detention center ...\n1855 2023-04-27  Woman whose accusation led to the lynching of ...\n1856 2023-04-28  An Ominous Heating Event Is Unfolding in the O...\n1857 2023-04-29  Russian Occupied Ukrainian City Under 'Intense...\n1858 2023-04-30  Israel will raze Khan al-Ahmar, no timetable f...\n\n[1859 rows x 2 columns]","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>Date</th>\n      <th>TopNews</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2018-05-01</td>\n      <td>North Korea to open its sky, South Korean medi...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2018-05-02</td>\n      <td>'What have they got to fear? ' Trump threatens...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2018-05-03</td>\n      <td>Hollywood isn’t simply churning out crummy rem...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2018-05-04</td>\n      <td>Donald Trump says London hospital is 'like a w...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2018-05-05</td>\n      <td>Missing teen’s mom implores Canada to take not...</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1854</th>\n      <td>2023-04-26</td>\n      <td>Uyghur death in Thai refugee detention center ...</td>\n    </tr>\n    <tr>\n      <th>1855</th>\n      <td>2023-04-27</td>\n      <td>Woman whose accusation led to the lynching of ...</td>\n    </tr>\n    <tr>\n      <th>1856</th>\n      <td>2023-04-28</td>\n      <td>An Ominous Heating Event Is Unfolding in the O...</td>\n    </tr>\n    <tr>\n      <th>1857</th>\n      <td>2023-04-29</td>\n      <td>Russian Occupied Ukrainian City Under 'Intense...</td>\n    </tr>\n    <tr>\n      <th>1858</th>\n      <td>2023-04-30</td>\n      <td>Israel will raze Khan al-Ahmar, no timetable f...</td>\n    </tr>\n  </tbody>\n</table>\n<p>1859 rows × 2 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <h2 style=\"font-family: 'Verdana'; color: #FF5733;\"> Text Cleaning </h2>\n</div>","metadata":{}},{"cell_type":"code","source":"# to lowercase \ndf[\"TopNews_LowerCase\"] = df[\"TopNews\"].str.lower()  \n\ndf.head()","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:12:25.225792Z","iopub.execute_input":"2023-09-03T18:12:25.226220Z","iopub.status.idle":"2023-09-03T18:12:25.294125Z","shell.execute_reply.started":"2023-09-03T18:12:25.226189Z","shell.execute_reply":"2023-09-03T18:12:25.292940Z"},"trusted":true},"execution_count":5,"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"        Date                                            TopNews  \\\n0 2018-05-01  North Korea to open its sky, South Korean medi...   \n1 2018-05-02  'What have they got to fear? ' Trump threatens...   \n2 2018-05-03  Hollywood isn’t simply churning out crummy rem...   \n3 2018-05-04  Donald Trump says London hospital is 'like a w...   \n4 2018-05-05  Missing teen’s mom implores Canada to take not...   \n\n                                   TopNews_LowerCase  \n0  north korea to open its sky, south korean medi...  \n1  'what have they got to fear? ' trump threatens...  \n2  hollywood isn’t simply churning out crummy rem...  \n3  donald trump says london hospital is 'like a w...  \n4  missing teen’s mom implores canada to take not...  ","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>Date</th>\n      <th>TopNews</th>\n      <th>TopNews_LowerCase</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2018-05-01</td>\n      <td>North Korea to open its sky, South Korean medi...</td>\n      <td>north korea to open its sky, south korean medi...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2018-05-02</td>\n      <td>'What have they got to fear? ' Trump threatens...</td>\n      <td>'what have they got to fear? ' trump threatens...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2018-05-03</td>\n      <td>Hollywood isn’t simply churning out crummy rem...</td>\n      <td>hollywood isn’t simply churning out crummy rem...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2018-05-04</td>\n      <td>Donald Trump says London hospital is 'like a w...</td>\n      <td>donald trump says london hospital is 'like a w...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2018-05-05</td>\n      <td>Missing teen’s mom implores Canada to take not...</td>\n      <td>missing teen’s mom implores canada to take not...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <h2 style=\"font-family: 'Verdana'; color: #FF5733;\">  Removing the Punctutaions  </h2>\n</div>","metadata":{}},{"cell_type":"code","source":"\ndf.drop([\"TopNews_LowerCase\"], axis=1, inplace=True)  \n\nPUNCT_TO_REMOVE = string.punctuation \n\ndef remove_punctuation(text): \n    \n    return text.translate(str.maketrans('', '', PUNCT_TO_REMOVE)) \n\ndf[\"Text-Without-Punctuation\"] = df[\"TopNews\"].apply(lambda text: remove_punctuation(text))\n\ndf.head()\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:12:29.407635Z","iopub.execute_input":"2023-09-03T18:12:29.408111Z","iopub.status.idle":"2023-09-03T18:12:29.832090Z","shell.execute_reply.started":"2023-09-03T18:12:29.408076Z","shell.execute_reply":"2023-09-03T18:12:29.831095Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"        Date                                            TopNews  \\\n0 2018-05-01  North Korea to open its sky, South Korean medi...   \n1 2018-05-02  'What have they got to fear? ' Trump threatens...   \n2 2018-05-03  Hollywood isn’t simply churning out crummy rem...   \n3 2018-05-04  Donald Trump says London hospital is 'like a w...   \n4 2018-05-05  Missing teen’s mom implores Canada to take not...   \n\n                            Text-Without-Punctuation  \n0  North Korea to open its sky South Korean media...  \n1  What have they got to fear  Trump threatens to...  \n2  Hollywood isn’t simply churning out crummy rem...  \n3  Donald Trump says London hospital is like a wa...  \n4  Missing teen’s mom implores Canada to take not...  ","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>Date</th>\n      <th>TopNews</th>\n      <th>Text-Without-Punctuation</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2018-05-01</td>\n      <td>North Korea to open its sky, South Korean medi...</td>\n      <td>North Korea to open its sky South Korean media...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2018-05-02</td>\n      <td>'What have they got to fear? ' Trump threatens...</td>\n      <td>What have they got to fear  Trump threatens to...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2018-05-03</td>\n      <td>Hollywood isn’t simply churning out crummy rem...</td>\n      <td>Hollywood isn’t simply churning out crummy rem...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2018-05-04</td>\n      <td>Donald Trump says London hospital is 'like a w...</td>\n      <td>Donald Trump says London hospital is like a wa...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2018-05-05</td>\n      <td>Missing teen’s mom implores Canada to take not...</td>\n      <td>Missing teen’s mom implores Canada to take not...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <h2 style=\"font-family: 'Verdana'; color: #FF5733;\"> Removal of the Stop Words </h2>\n\n</div>","metadata":{}},{"cell_type":"code","source":"\nfrom nltk.corpus import stopwords \n\n\", \".join(stopwords.words('english'))\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:12:33.587606Z","iopub.execute_input":"2023-09-03T18:12:33.588038Z","iopub.status.idle":"2023-09-03T18:12:34.184836Z","shell.execute_reply.started":"2023-09-03T18:12:33.588003Z","shell.execute_reply":"2023-09-03T18:12:34.183581Z"},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"\"i, me, my, myself, we, our, ours, ourselves, you, you're, you've, you'll, you'd, your, yours, yourself, yourselves, he, him, his, himself, she, she's, her, hers, herself, it, it's, its, itself, they, them, their, theirs, themselves, what, which, who, whom, this, that, that'll, these, those, am, is, are, was, were, be, been, being, have, has, had, having, do, does, did, doing, a, an, the, and, but, if, or, because, as, until, while, of, at, by, for, with, about, against, between, into, through, during, before, after, above, below, to, from, up, down, in, out, on, off, over, under, again, further, then, once, here, there, when, where, why, how, all, any, both, each, few, more, most, other, some, such, no, nor, not, only, own, same, so, than, too, very, s, t, can, will, just, don, don't, should, should've, now, d, ll, m, o, re, ve, y, ain, aren, aren't, couldn, couldn't, didn, didn't, doesn, doesn't, hadn, hadn't, hasn, hasn't, haven, haven't, isn, isn't, ma, mightn, mightn't, mustn, mustn't, needn, needn't, shan, shan't, shouldn, shouldn't, wasn, wasn't, weren, weren't, won, won't, wouldn, wouldn't\""},"metadata":{}}]},{"cell_type":"code","source":"\nSTOPWORDS = set(stopwords.words('english'))\n\ndef remove_stopwords(text): \n    \n    return \" \".join([word for word in str(text).split() if word not in STOPWORDS]) \n\ndf[\"Text-Without-Stop\"] = df[\"Text-Without-Punctuation\"].apply(lambda text: remove_stopwords(text)) \n\ndf.head()\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:12:37.330155Z","iopub.execute_input":"2023-09-03T18:12:37.330751Z","iopub.status.idle":"2023-09-03T18:12:37.508555Z","shell.execute_reply.started":"2023-09-03T18:12:37.330693Z","shell.execute_reply":"2023-09-03T18:12:37.507428Z"},"trusted":true},"execution_count":8,"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"        Date                                            TopNews  \\\n0 2018-05-01  North Korea to open its sky, South Korean medi...   \n1 2018-05-02  'What have they got to fear? ' Trump threatens...   \n2 2018-05-03  Hollywood isn’t simply churning out crummy rem...   \n3 2018-05-04  Donald Trump says London hospital is 'like a w...   \n4 2018-05-05  Missing teen’s mom implores Canada to take not...   \n\n                            Text-Without-Punctuation  \\\n0  North Korea to open its sky South Korean media...   \n1  What have they got to fear  Trump threatens to...   \n2  Hollywood isn’t simply churning out crummy rem...   \n3  Donald Trump says London hospital is like a wa...   \n4  Missing teen’s mom implores Canada to take not...   \n\n                                   Text-Without-Stop  \n0  North Korea open sky South Korean media report...  \n1  What got fear Trump threatens declassify FBI J...  \n2  Hollywood isn’t simply churning crummy remakes...  \n3  Donald Trump says London hospital like war zon...  \n4  Missing teen’s mom implores Canada take notes ...  ","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>Date</th>\n      <th>TopNews</th>\n      <th>Text-Without-Punctuation</th>\n      <th>Text-Without-Stop</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2018-05-01</td>\n      <td>North Korea to open its sky, South Korean medi...</td>\n      <td>North Korea to open its sky South Korean media...</td>\n      <td>North Korea open sky South Korean media report...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2018-05-02</td>\n      <td>'What have they got to fear? ' Trump threatens...</td>\n      <td>What have they got to fear  Trump threatens to...</td>\n      <td>What got fear Trump threatens declassify FBI J...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2018-05-03</td>\n      <td>Hollywood isn’t simply churning out crummy rem...</td>\n      <td>Hollywood isn’t simply churning out crummy rem...</td>\n      <td>Hollywood isn’t simply churning crummy remakes...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2018-05-04</td>\n      <td>Donald Trump says London hospital is 'like a w...</td>\n      <td>Donald Trump says London hospital is like a wa...</td>\n      <td>Donald Trump says London hospital like war zon...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2018-05-05</td>\n      <td>Missing teen’s mom implores Canada to take not...</td>\n      <td>Missing teen’s mom implores Canada to take not...</td>\n      <td>Missing teen’s mom implores Canada take notes ...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"from collections import Counter \n\ncnt = Counter()\nfor text in df[\"Text-Without-Punctuation\"].values: \n    for word in text.split(): \n        cnt[word] += 1 \n        \ncnt.most_common(25)\n         ","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:12:40.827525Z","iopub.execute_input":"2023-09-03T18:12:40.828736Z","iopub.status.idle":"2023-09-03T18:12:41.220489Z","shell.execute_reply.started":"2023-09-03T18:12:40.828693Z","shell.execute_reply":"2023-09-03T18:12:41.219273Z"},"trusted":true},"execution_count":9,"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":"[('to', 15953),\n ('in', 12583),\n ('of', 11083),\n ('the', 10658),\n ('and', 6521),\n ('for', 6130),\n ('a', 6109),\n ('on', 5595),\n ('US', 3560),\n ('as', 3207),\n ('The', 3123),\n ('is', 2990),\n ('with', 2943),\n ('by', 2718),\n ('at', 2517),\n ('from', 2405),\n ('after', 2335),\n ('Trump', 2237),\n ('says', 2148),\n ('Ukraine', 1908),\n ('over', 1638),\n ('Russia', 1545),\n ('that', 1523),\n ('China', 1522),\n ('has', 1476)]"},"metadata":{}}]},{"cell_type":"markdown","source":"<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <h2 style=\"font-family: 'Verdana'; color: #FF5733;\"> Removal of Frequent Words</h2>\n\n</div>","metadata":{}},{"cell_type":"code","source":"\nFREQWORD = set([w for (w, wc) in cnt.most_common(10)])  \n\ndef remove_freqwords(text):\n    \n    return \" \".join([word for word in str(text).split() if word not in FREQWORD])\n\ndf[\"TopNews_Without_Frequent\"] = df[\"Text-Without-Stop\"].apply(lambda text: remove_freqwords(text))\n\ndf.head()\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:12:44.513506Z","iopub.execute_input":"2023-09-03T18:12:44.513962Z","iopub.status.idle":"2023-09-03T18:12:44.671632Z","shell.execute_reply.started":"2023-09-03T18:12:44.513929Z","shell.execute_reply":"2023-09-03T18:12:44.670483Z"},"trusted":true},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"        Date                                            TopNews  \\\n0 2018-05-01  North Korea to open its sky, South Korean medi...   \n1 2018-05-02  'What have they got to fear? ' Trump threatens...   \n2 2018-05-03  Hollywood isn’t simply churning out crummy rem...   \n3 2018-05-04  Donald Trump says London hospital is 'like a w...   \n4 2018-05-05  Missing teen’s mom implores Canada to take not...   \n\n                            Text-Without-Punctuation  \\\n0  North Korea to open its sky South Korean media...   \n1  What have they got to fear  Trump threatens to...   \n2  Hollywood isn’t simply churning out crummy rem...   \n3  Donald Trump says London hospital is like a wa...   \n4  Missing teen’s mom implores Canada to take not...   \n\n                                   Text-Without-Stop  \\\n0  North Korea open sky South Korean media report...   \n1  What got fear Trump threatens declassify FBI J...   \n2  Hollywood isn’t simply churning crummy remakes...   \n3  Donald Trump says London hospital like war zon...   \n4  Missing teen’s mom implores Canada take notes ...   \n\n                            TopNews_Without_Frequent  \n0  North Korea open sky South Korean media report...  \n1  What got fear Trump threatens declassify FBI J...  \n2  Hollywood isn’t simply churning crummy remakes...  \n3  Donald Trump says London hospital like war zon...  \n4  Missing teen’s mom implores Canada take notes ...  ","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>Date</th>\n      <th>TopNews</th>\n      <th>Text-Without-Punctuation</th>\n      <th>Text-Without-Stop</th>\n      <th>TopNews_Without_Frequent</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2018-05-01</td>\n      <td>North Korea to open its sky, South Korean medi...</td>\n      <td>North Korea to open its sky South Korean media...</td>\n      <td>North Korea open sky South Korean media report...</td>\n      <td>North Korea open sky South Korean media report...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2018-05-02</td>\n      <td>'What have they got to fear? ' Trump threatens...</td>\n      <td>What have they got to fear  Trump threatens to...</td>\n      <td>What got fear Trump threatens declassify FBI J...</td>\n      <td>What got fear Trump threatens declassify FBI J...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2018-05-03</td>\n      <td>Hollywood isn’t simply churning out crummy rem...</td>\n      <td>Hollywood isn’t simply churning out crummy rem...</td>\n      <td>Hollywood isn’t simply churning crummy remakes...</td>\n      <td>Hollywood isn’t simply churning crummy remakes...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2018-05-04</td>\n      <td>Donald Trump says London hospital is 'like a w...</td>\n      <td>Donald Trump says London hospital is like a wa...</td>\n      <td>Donald Trump says London hospital like war zon...</td>\n      <td>Donald Trump says London hospital like war zon...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2018-05-05</td>\n      <td>Missing teen’s mom implores Canada to take not...</td>\n      <td>Missing teen’s mom implores Canada to take not...</td>\n      <td>Missing teen’s mom implores Canada take notes ...</td>\n      <td>Missing teen’s mom implores Canada take notes ...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <h2 style=\"font-family: 'Verdana'; color: #FF5733;\">  The Removal of the Rare Words in the opposit of the above  </h2>\n</div>","metadata":{}},{"cell_type":"code","source":"\n# Drop the tow columns which are no more needed \ndf.drop([\"Text-Without-Punctuation\", \"Text-Without-Stop\"], axis=1, inplace=True) \n\nn_rare_words = 10  \n\nRAREWORDS = set([w for (w, wc) in cnt.most_common()[:-n_rare_words-1:-1]])  \n\ndef remove_rarewords(text): \n    \n    return \" \".join([word for word in str(text).split() if word not in RAREWORDS])\n\n\ndf[\"text_without_rare_words\"] = df[\"TopNews_Without_Frequent\"].apply(lambda text: remove_rarewords(text)) \n\ndf.head()\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:12:48.112231Z","iopub.execute_input":"2023-09-03T18:12:48.112744Z","iopub.status.idle":"2023-09-03T18:12:48.293500Z","shell.execute_reply.started":"2023-09-03T18:12:48.112701Z","shell.execute_reply":"2023-09-03T18:12:48.292292Z"},"trusted":true},"execution_count":11,"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":"        Date                                            TopNews  \\\n0 2018-05-01  North Korea to open its sky, South Korean medi...   \n1 2018-05-02  'What have they got to fear? ' Trump threatens...   \n2 2018-05-03  Hollywood isn’t simply churning out crummy rem...   \n3 2018-05-04  Donald Trump says London hospital is 'like a w...   \n4 2018-05-05  Missing teen’s mom implores Canada to take not...   \n\n                            TopNews_Without_Frequent  \\\n0  North Korea open sky South Korean media report...   \n1  What got fear Trump threatens declassify FBI J...   \n2  Hollywood isn’t simply churning crummy remakes...   \n3  Donald Trump says London hospital like war zon...   \n4  Missing teen’s mom implores Canada take notes ...   \n\n                             text_without_rare_words  \n0  North Korea open sky South Korean media report...  \n1  What got fear Trump threatens declassify FBI J...  \n2  Hollywood isn’t simply churning crummy remakes...  \n3  Donald Trump says London hospital like war zon...  \n4  Missing teen’s mom implores Canada take notes ...  ","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>Date</th>\n      <th>TopNews</th>\n      <th>TopNews_Without_Frequent</th>\n      <th>text_without_rare_words</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2018-05-01</td>\n      <td>North Korea to open its sky, South Korean medi...</td>\n      <td>North Korea open sky South Korean media report...</td>\n      <td>North Korea open sky South Korean media report...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2018-05-02</td>\n      <td>'What have they got to fear? ' Trump threatens...</td>\n      <td>What got fear Trump threatens declassify FBI J...</td>\n      <td>What got fear Trump threatens declassify FBI J...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2018-05-03</td>\n      <td>Hollywood isn’t simply churning out crummy rem...</td>\n      <td>Hollywood isn’t simply churning crummy remakes...</td>\n      <td>Hollywood isn’t simply churning crummy remakes...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2018-05-04</td>\n      <td>Donald Trump says London hospital is 'like a w...</td>\n      <td>Donald Trump says London hospital like war zon...</td>\n      <td>Donald Trump says London hospital like war zon...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2018-05-05</td>\n      <td>Missing teen’s mom implores Canada to take not...</td>\n      <td>Missing teen’s mom implores Canada take notes ...</td>\n      <td>Missing teen’s mom implores Canada take notes ...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"\n\n<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <h3 style=\"font-family: 'Verdana'; color: #FF5733;\">  Stemming </h3>\n    <p>\n    The goal of both stemming and lemmatization is to reduce inflectional forms and sometimes derivationally related forms of a word to a common base form. For instance:\n\nam, are, is $\\Rightarrow$ be <br>\ncar, cars, car's, cars' $\\Rightarrow$ car <br>\nThe result of this mapping of text will be something like: <br>\nthe boy's cars are different colors $\\Rightarrow$ <br>\nthe boy car be differ color <br>\n    \n\n</div>\n\n","metadata":{}},{"cell_type":"code","source":"\nfrom nltk.stem.porter import PorterStemmer \n\n# Drop the two columns \ndf.drop([\"TopNews_Without_Frequent\", \"text_without_rare_words\"], axis=1, inplace=True) \n\nstemmer = PorterStemmer()\n\ndef stem_words(text): \n    \n    return \" \".join([stemmer.stem(word) for word in text.split()]) \n\ndf[\"text_stemmed\"]= df[\"TopNews\"].apply(lambda text: stem_words(text))\n\ndf.head()\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:12:51.522161Z","iopub.execute_input":"2023-09-03T18:12:51.522690Z","iopub.status.idle":"2023-09-03T18:13:10.932378Z","shell.execute_reply.started":"2023-09-03T18:12:51.522648Z","shell.execute_reply":"2023-09-03T18:13:10.931323Z"},"trusted":true},"execution_count":12,"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":"        Date                                            TopNews  \\\n0 2018-05-01  North Korea to open its sky, South Korean medi...   \n1 2018-05-02  'What have they got to fear? ' Trump threatens...   \n2 2018-05-03  Hollywood isn’t simply churning out crummy rem...   \n3 2018-05-04  Donald Trump says London hospital is 'like a w...   \n4 2018-05-05  Missing teen’s mom implores Canada to take not...   \n\n                                        text_stemmed  \n0  north korea to open it sky, south korean media...  \n1  'what have they got to fear? ' trump threaten ...  \n2  hollywood isn’t simpli churn out crummi remak ...  \n3  donald trump say london hospit is 'like a war ...  \n4  miss teen’ mom implor canada to take note from...  ","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>Date</th>\n      <th>TopNews</th>\n      <th>text_stemmed</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2018-05-01</td>\n      <td>North Korea to open its sky, South Korean medi...</td>\n      <td>north korea to open it sky, south korean media...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2018-05-02</td>\n      <td>'What have they got to fear? ' Trump threatens...</td>\n      <td>'what have they got to fear? ' trump threaten ...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2018-05-03</td>\n      <td>Hollywood isn’t simply churning out crummy rem...</td>\n      <td>hollywood isn’t simpli churn out crummi remak ...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2018-05-04</td>\n      <td>Donald Trump says London hospital is 'like a w...</td>\n      <td>donald trump say london hospit is 'like a war ...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2018-05-05</td>\n      <td>Missing teen’s mom implores Canada to take not...</td>\n      <td>miss teen’ mom implor canada to take note from...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <h3 style=\"font-family: 'Verdana'; color: #FF5733;\"> Lemmatization </h3>\n    <p>\n        We use lemmatization to convert the input data set into a form that chops off the grammatical syntax to simplify the data set. This implies that multiple different words in the raw data set could map onto the same word after lemmatization. Consequently, this reduces noise and simplifies the training process alongside the obvious increase in the speed of analysis.\n    </p>\n</div>\n\n","metadata":{}},{"cell_type":"code","source":"!unzip /usr/share/nltk_data/corpora/wordnet.zip -d /usr/share/nltk_data/corpora/","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:13:14.970822Z","iopub.execute_input":"2023-09-03T18:13:14.971664Z","iopub.status.idle":"2023-09-03T18:13:16.453645Z","shell.execute_reply.started":"2023-09-03T18:13:14.971623Z","shell.execute_reply":"2023-09-03T18:13:16.452055Z"},"trusted":true},"execution_count":13,"outputs":[{"name":"stdout","text":"Archive:  /usr/share/nltk_data/corpora/wordnet.zip\n   creating: /usr/share/nltk_data/corpora/wordnet/\n  inflating: /usr/share/nltk_data/corpora/wordnet/lexnames  \n  inflating: /usr/share/nltk_data/corpora/wordnet/data.verb  \n  inflating: /usr/share/nltk_data/corpora/wordnet/index.adv  \n  inflating: /usr/share/nltk_data/corpora/wordnet/adv.exc  \n  inflating: /usr/share/nltk_data/corpora/wordnet/index.verb  \n  inflating: /usr/share/nltk_data/corpora/wordnet/cntlist.rev  \n  inflating: /usr/share/nltk_data/corpora/wordnet/data.adj  \n  inflating: /usr/share/nltk_data/corpora/wordnet/index.adj  \n  inflating: /usr/share/nltk_data/corpora/wordnet/LICENSE  \n  inflating: /usr/share/nltk_data/corpora/wordnet/citation.bib  \n  inflating: /usr/share/nltk_data/corpora/wordnet/noun.exc  \n  inflating: /usr/share/nltk_data/corpora/wordnet/verb.exc  \n  inflating: /usr/share/nltk_data/corpora/wordnet/README  \n  inflating: /usr/share/nltk_data/corpora/wordnet/index.sense  \n  inflating: /usr/share/nltk_data/corpora/wordnet/data.noun  \n  inflating: /usr/share/nltk_data/corpora/wordnet/data.adv  \n  inflating: /usr/share/nltk_data/corpora/wordnet/index.noun  \n  inflating: /usr/share/nltk_data/corpora/wordnet/adj.exc  \n","output_type":"stream"}]},{"cell_type":"code","source":"from nltk.stem import WordNetLemmatizer  \n\n# initilizing the method \nlemmatizer = WordNetLemmatizer() \n\ndef lemmatize_word(text): \n    \n    return \" \".join([lemmatizer.lemmatize(word) for word in text.split()]) \n\ndf[\"text_lemmatized\"] = df[\"text_stemmed\"].apply(lambda text: lemmatize_word(text)) \n\ndf.head()\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:13:20.171517Z","iopub.execute_input":"2023-09-03T18:13:20.172016Z","iopub.status.idle":"2023-09-03T18:13:26.656204Z","shell.execute_reply.started":"2023-09-03T18:13:20.171978Z","shell.execute_reply":"2023-09-03T18:13:26.655041Z"},"trusted":true},"execution_count":14,"outputs":[{"execution_count":14,"output_type":"execute_result","data":{"text/plain":"        Date                                            TopNews  \\\n0 2018-05-01  North Korea to open its sky, South Korean medi...   \n1 2018-05-02  'What have they got to fear? ' Trump threatens...   \n2 2018-05-03  Hollywood isn’t simply churning out crummy rem...   \n3 2018-05-04  Donald Trump says London hospital is 'like a w...   \n4 2018-05-05  Missing teen’s mom implores Canada to take not...   \n\n                                        text_stemmed  \\\n0  north korea to open it sky, south korean media...   \n1  'what have they got to fear? ' trump threaten ...   \n2  hollywood isn’t simpli churn out crummi remak ...   \n3  donald trump say london hospit is 'like a war ...   \n4  miss teen’ mom implor canada to take note from...   \n\n                                     text_lemmatized  \n0  north korea to open it sky, south korean mediu...  \n1  'what have they got to fear? ' trump threaten ...  \n2  hollywood isn’t simpli churn out crummi remak ...  \n3  donald trump say london hospit is 'like a war ...  \n4  miss teen’ mom implor canada to take note from...  ","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>Date</th>\n      <th>TopNews</th>\n      <th>text_stemmed</th>\n      <th>text_lemmatized</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2018-05-01</td>\n      <td>North Korea to open its sky, South Korean medi...</td>\n      <td>north korea to open it sky, south korean media...</td>\n      <td>north korea to open it sky, south korean mediu...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2018-05-02</td>\n      <td>'What have they got to fear? ' Trump threatens...</td>\n      <td>'what have they got to fear? ' trump threaten ...</td>\n      <td>'what have they got to fear? ' trump threaten ...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2018-05-03</td>\n      <td>Hollywood isn’t simply churning out crummy rem...</td>\n      <td>hollywood isn’t simpli churn out crummi remak ...</td>\n      <td>hollywood isn’t simpli churn out crummi remak ...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2018-05-04</td>\n      <td>Donald Trump says London hospital is 'like a w...</td>\n      <td>donald trump say london hospit is 'like a war ...</td>\n      <td>donald trump say london hospit is 'like a war ...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2018-05-05</td>\n      <td>Missing teen’s mom implores Canada to take not...</td>\n      <td>miss teen’ mom implor canada to take note from...</td>\n      <td>miss teen’ mom implor canada to take note from...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <h3 style=\"font-family: 'Verdana'; color: #FF5733;\"> We want to provide the POS tag along the word for when it is lemmatized  :</h3>\n    <p style=\"font-size: 18px; font-family: 'Verdana'; color: #FF5733; line-height: 1.5em;\">\n        Part-of-speech (POS) tagging, also called grammatical tagging, is the automatic assignment of part-of-speech tags to words in a sentence [9,10,11]. A POS is a grammatical classification that commonly includes verbs, adjectives, adverbs, nouns, etc\n    </p>\n    <p style=\"font-size: 18px; font-family: 'Verdana'; color: #FF5733; line-height: 1.5em;\">\n        First we do the POS tagging then we do the lemmatization on that!\n    </p>\n</div>","metadata":{}},{"cell_type":"code","source":"import nltk\nfrom nltk.corpus import wordnet \nfrom nltk.stem import WordNetLemmatizer \n\nlemmatizer = WordNetLemmatizer()\n\nwordnet_map = {\"N\": wordnet.NOUN, \"V\":wordnet.VERB, \"J\":wordnet.ADJ, \"R\":wordnet.ADV}\n\ndef lemmatize_words(text): \n    \n    pos_tagged_text = nltk.pos_tag(text.split())  \n    \n    return \" \".join([lemmatizer.lemmatize(word, wordnet_map.get(pos[0], wordnet.NOUN)) for word, pos in pos_tagged_text]) \n\ndf[\"text_lemmatized\"] = df[\"text_stemmed\"].apply(lambda text: lemmatize_words(text)) \n\ndf.head()\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:13:29.900093Z","iopub.execute_input":"2023-09-03T18:13:29.900615Z","iopub.status.idle":"2023-09-03T18:14:21.975138Z","shell.execute_reply.started":"2023-09-03T18:13:29.900557Z","shell.execute_reply":"2023-09-03T18:14:21.973961Z"},"trusted":true},"execution_count":15,"outputs":[{"execution_count":15,"output_type":"execute_result","data":{"text/plain":"        Date                                            TopNews  \\\n0 2018-05-01  North Korea to open its sky, South Korean medi...   \n1 2018-05-02  'What have they got to fear? ' Trump threatens...   \n2 2018-05-03  Hollywood isn’t simply churning out crummy rem...   \n3 2018-05-04  Donald Trump says London hospital is 'like a w...   \n4 2018-05-05  Missing teen’s mom implores Canada to take not...   \n\n                                        text_stemmed  \\\n0  north korea to open it sky, south korean media...   \n1  'what have they got to fear? ' trump threaten ...   \n2  hollywood isn’t simpli churn out crummi remak ...   \n3  donald trump say london hospit is 'like a war ...   \n4  miss teen’ mom implor canada to take note from...   \n\n                                     text_lemmatized  \n0  north korea to open it sky, south korean mediu...  \n1  'what have they get to fear? ' trump threaten ...  \n2  hollywood isn’t simpli churn out crummi remak ...  \n3  donald trump say london hospit be 'like a war ...  \n4  miss teen’ mom implor canada to take note from...  ","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>Date</th>\n      <th>TopNews</th>\n      <th>text_stemmed</th>\n      <th>text_lemmatized</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2018-05-01</td>\n      <td>North Korea to open its sky, South Korean medi...</td>\n      <td>north korea to open it sky, south korean media...</td>\n      <td>north korea to open it sky, south korean mediu...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2018-05-02</td>\n      <td>'What have they got to fear? ' Trump threatens...</td>\n      <td>'what have they got to fear? ' trump threaten ...</td>\n      <td>'what have they get to fear? ' trump threaten ...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2018-05-03</td>\n      <td>Hollywood isn’t simply churning out crummy rem...</td>\n      <td>hollywood isn’t simpli churn out crummi remak ...</td>\n      <td>hollywood isn’t simpli churn out crummi remak ...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2018-05-04</td>\n      <td>Donald Trump says London hospital is 'like a w...</td>\n      <td>donald trump say london hospit is 'like a war ...</td>\n      <td>donald trump say london hospit be 'like a war ...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2018-05-05</td>\n      <td>Missing teen’s mom implores Canada to take not...</td>\n      <td>miss teen’ mom implor canada to take note from...</td>\n      <td>miss teen’ mom implor canada to take note from...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <h3 style=\"font-family: 'Verdana'; color: #FF5733;\"> Removing URL and Emojies</h3>\n</div>","metadata":{}},{"cell_type":"code","source":"# we use apply for the dataframe text! \nimport re\nfrom tqdm import tqdm\n\ndef remove_urls(text): \n    url_pattern = re.compile(r'https?://\\S+|www\\.\\S+')\n    return url_pattern.sub(r'', text)\n\ndef remove_emojis(text): \n    emoji_pattern = re.compile(\"[\"\n                               u\"\\U0001F600-\\U0001F64F\"  # emojilar\n                               u\"\\U0001F300-\\U0001F5FF\"  # simvollar va diagrammalar\n                               u\"\\U0001F680-\\U0001F6FF\"  # transport va turli joylar\n                               u\"\\U0001F1E0-\\U0001F1FF\"  # davlat bayroqlari\n                               u\"\\U00002702-\\U000027B0\"  # dingbats\n                               u\"\\U000024C2-\\U0001F251\"  # alamatchilik belgilari\n                               \"]+\", flags=re.UNICODE) \n    return emoji_pattern.sub(r'',text)\n\n# we apply these functions to each columns of the dataframe we want ","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:14:51.419711Z","iopub.execute_input":"2023-09-03T18:14:51.420149Z","iopub.status.idle":"2023-09-03T18:14:51.428135Z","shell.execute_reply.started":"2023-09-03T18:14:51.420119Z","shell.execute_reply":"2023-09-03T18:14:51.426923Z"},"trusted":true},"execution_count":16,"outputs":[]},{"cell_type":"code","source":"df['text_lemmatized'] = df['text_lemmatized'].apply(lambda x: remove_urls(x))\n\ndf['text_lemmatized'] = df['text_lemmatized'].apply(lambda x: remove_emojis(x))\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:14:54.578723Z","iopub.execute_input":"2023-09-03T18:14:54.579198Z","iopub.status.idle":"2023-09-03T18:14:54.982515Z","shell.execute_reply.started":"2023-09-03T18:14:54.579160Z","shell.execute_reply":"2023-09-03T18:14:54.981441Z"},"trusted":true},"execution_count":17,"outputs":[]},{"cell_type":"code","source":"df.head()","metadata":{"execution":{"iopub.status.busy":"2023-09-03T12:52:59.680031Z","iopub.execute_input":"2023-09-03T12:52:59.680422Z","iopub.status.idle":"2023-09-03T12:52:59.693339Z","shell.execute_reply.started":"2023-09-03T12:52:59.680391Z","shell.execute_reply":"2023-09-03T12:52:59.692039Z"},"trusted":true},"execution_count":35,"outputs":[{"execution_count":35,"output_type":"execute_result","data":{"text/plain":"        Date                                            TopNews  \\\n0 2018-05-01  North Korea to open its sky, South Korean medi...   \n1 2018-05-02  'What have they got to fear? ' Trump threatens...   \n2 2018-05-03  Hollywood isn’t simply churning out crummy rem...   \n3 2018-05-04  Donald Trump says London hospital is 'like a w...   \n4 2018-05-05  Missing teen’s mom implores Canada to take not...   \n\n                                        text_stemmed  \\\n0  north korea to open it sky, south korean media...   \n1  'what have they got to fear? ' trump threaten ...   \n2  hollywood isn’t simpli churn out crummi remak ...   \n3  donald trump say london hospit is 'like a war ...   \n4  miss teen’ mom implor canada to take note from...   \n\n                                     text_lemmatized  \n0  north korea to open it sky, south korean mediu...  \n1  'what have they get to fear? ' trump threaten ...  \n2  hollywood isn’t simpli churn out crummi remak ...  \n3  donald trump say london hospit be 'like a war ...  \n4  miss teen’ mom implor canada to take note from...  ","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>Date</th>\n      <th>TopNews</th>\n      <th>text_stemmed</th>\n      <th>text_lemmatized</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2018-05-01</td>\n      <td>North Korea to open its sky, South Korean medi...</td>\n      <td>north korea to open it sky, south korean media...</td>\n      <td>north korea to open it sky, south korean mediu...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2018-05-02</td>\n      <td>'What have they got to fear? ' Trump threatens...</td>\n      <td>'what have they got to fear? ' trump threaten ...</td>\n      <td>'what have they get to fear? ' trump threaten ...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2018-05-03</td>\n      <td>Hollywood isn’t simply churning out crummy rem...</td>\n      <td>hollywood isn’t simpli churn out crummi remak ...</td>\n      <td>hollywood isn’t simpli churn out crummi remak ...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2018-05-04</td>\n      <td>Donald Trump says London hospital is 'like a w...</td>\n      <td>donald trump say london hospit is 'like a war ...</td>\n      <td>donald trump say london hospit be 'like a war ...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2018-05-05</td>\n      <td>Missing teen’s mom implores Canada to take not...</td>\n      <td>miss teen’ mom implor canada to take note from...</td>\n      <td>miss teen’ mom implor canada to take note from...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"<h1 style=\"font-family: 'Lucida Sans', 'Lucida Sans Regular', 'Lucida Grande', 'Lucida Sans Unicode', Geneva, Verdana, sans-serif; text-align: center; color: #6B6E70;\">Working with SpaCy:</h1>","metadata":{}},{"cell_type":"markdown","source":"<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <p style=\"font-size: 18px; font-family: 'Verdana'; color: #FF5733; line-height: 1.5em;\">\n        spaCy is an open-source library for NLP in Python written in Cython. spaCy is designed to make it easy to build systems for information extraction or general-purpose natural language processing.\n      </p>\n</div>","metadata":{}},{"cell_type":"code","source":"import spacy\nimport random\nfrom collections import Counter #for counting\nimport seaborn as sns #for visualization\nimport matplotlib.pyplot as plt\nimport pandas as pd\nplt.style.use('seaborn')\nsns.set(font_scale=2)\nimport json\ndef pretty_print(pp_object):\n    print(json.dumps(pp_object, indent=2))\n    \nfrom IPython.display import Markdown, display\ndef printmd(string, color=None):\n    colorstr = \"<span style='color:{}'>{}</span>\".format(color, string)\n    display(Markdown(colorstr))\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:14:58.329718Z","iopub.execute_input":"2023-09-03T18:14:58.330153Z","iopub.status.idle":"2023-09-03T18:14:58.341440Z","shell.execute_reply.started":"2023-09-03T18:14:58.330122Z","shell.execute_reply":"2023-09-03T18:14:58.340153Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"!pip install --upgrade pip\n!pip install textacy","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:15:02.265646Z","iopub.execute_input":"2023-09-03T18:15:02.266089Z","iopub.status.idle":"2023-09-03T18:15:44.806767Z","shell.execute_reply.started":"2023-09-03T18:15:02.266059Z","shell.execute_reply":"2023-09-03T18:15:44.805450Z"},"trusted":true},"execution_count":19,"outputs":[{"name":"stdout","text":"Requirement already satisfied: pip in /opt/conda/lib/python3.10/site-packages (23.1.2)\nCollecting pip\n  Downloading pip-23.2.1-py3-none-any.whl (2.1 MB)\n\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.1/2.1 MB\u001b[0m \u001b[31m30.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n\u001b[?25hInstalling collected packages: pip\n  Attempting uninstall: pip\n    Found existing installation: pip 23.1.2\n    Uninstalling pip-23.1.2:\n      Successfully uninstalled pip-23.1.2\nSuccessfully installed pip-23.2.1\nCollecting textacy\n  Downloading textacy-0.13.0-py3-none-any.whl (210 kB)\n\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m210.7/210.7 kB\u001b[0m \u001b[31m6.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n\u001b[?25hRequirement already satisfied: cachetools>=4.0.0 in /opt/conda/lib/python3.10/site-packages (from textacy) (4.2.4)\nRequirement already satisfied: catalogue~=2.0 in /opt/conda/lib/python3.10/site-packages (from textacy) (2.0.8)\nRequirement already satisfied: cytoolz>=0.10.1 in /opt/conda/lib/python3.10/site-packages (from textacy) (0.12.1)\nCollecting floret~=0.10.0 (from textacy)\n  Obtaining dependency information for floret~=0.10.0 from https://files.pythonhosted.org/packages/68/94/5f623c436f3ccf9fcf73fead49be54f28fb392ec9189d2e08211727fa8d9/floret-0.10.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata\n  Downloading floret-0.10.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.1 kB)\nCollecting jellyfish>=0.8.0 (from textacy)\n  Obtaining dependency information for jellyfish>=0.8.0 from https://files.pythonhosted.org/packages/ac/5a/fafb2fe555f34e5aeed8c11153257c5af09197451eecb36207e4e2973aed/jellyfish-1.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata\n  Downloading jellyfish-1.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (2.5 kB)\nRequirement already satisfied: joblib>=0.13.0 in 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jinja2->spacy~=3.0->textacy) (2.1.3)\nDownloading floret-0.10.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (320 kB)\n\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m320.3/320.3 kB\u001b[0m \u001b[31m22.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n\u001b[?25hDownloading jellyfish-1.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.2 MB)\n\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.2/1.2 MB\u001b[0m \u001b[31m48.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n\u001b[?25hInstalling collected packages: pyphen, jellyfish, floret, textacy\nSuccessfully installed floret-0.10.4 jellyfish-1.0.0 pyphen-0.14.0 textacy-0.13.0\n","output_type":"stream"}]},{"cell_type":"code","source":"!python -m spacy download en_core_web_lg\n\nnlp = spacy.load('en_core_web_lg')\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:15:53.361302Z","iopub.execute_input":"2023-09-03T18:15:53.362652Z","iopub.status.idle":"2023-09-03T18:16:40.500445Z","shell.execute_reply.started":"2023-09-03T18:15:53.362598Z","shell.execute_reply":"2023-09-03T18:16:40.499171Z"},"trusted":true},"execution_count":20,"outputs":[{"name":"stdout","text":"/opt/conda/lib/python3.10/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.23.5\n  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/__init__.py:98: UserWarning: unable to load libtensorflow_io_plugins.so: unable to open file: libtensorflow_io_plugins.so, from paths: ['/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/libtensorflow_io_plugins.so']\ncaused by: ['/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/libtensorflow_io_plugins.so: undefined symbol: _ZN3tsl6StatusC1EN10tensorflow5error4CodeESt17basic_string_viewIcSt11char_traitsIcEENS_14SourceLocationE']\n  warnings.warn(f\"unable to load libtensorflow_io_plugins.so: {e}\")\n/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/__init__.py:104: UserWarning: file system plugins are not loaded: unable to open file: libtensorflow_io.so, from paths: ['/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/libtensorflow_io.so']\ncaused by: ['/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/libtensorflow_io.so: undefined symbol: _ZTVN10tensorflow13GcsFileSystemE']\n  warnings.warn(f\"file system plugins are not loaded: {e}\")\nCollecting en-core-web-lg==3.6.0\n  Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_lg-3.6.0/en_core_web_lg-3.6.0-py3-none-any.whl (587.7 MB)\n\u001b[2K     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(3.1.0)\nRequirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests<3.0.0,>=2.13.0->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (3.4)\nRequirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests<3.0.0,>=2.13.0->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (1.26.15)\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests<3.0.0,>=2.13.0->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (2023.5.7)\nRequirement already satisfied: blis<0.8.0,>=0.7.8 in /opt/conda/lib/python3.10/site-packages (from thinc<8.2.0,>=8.1.8->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (0.7.9)\nRequirement already satisfied: confection<1.0.0,>=0.0.1 in /opt/conda/lib/python3.10/site-packages (from thinc<8.2.0,>=8.1.8->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (0.1.0)\nRequirement already satisfied: click<9.0.0,>=7.1.1 in /opt/conda/lib/python3.10/site-packages (from typer<0.10.0,>=0.3.0->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (8.1.3)\nRequirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.10/site-packages (from jinja2->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (2.1.3)\n\u001b[38;5;2m✔ Download and installation successful\u001b[0m\nYou can now load the package via spacy.load('en_core_web_lg')\n","output_type":"stream"}]},{"cell_type":"markdown","source":"\n<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <h3 style=\"font-family: 'Verdana'; color: #FF5733;\">Extracting and Explaining the Entities with Spacy:</h3>\n    <p style=\"font-size: 18px; font-family: 'Verdana'; color: #FF5733; line-height: 1.5em;\"> Named-entity recognition (NER) is the process of locating named entities in unstructured text and then classifying them into predefined categories, such as person names, organizations, locations, monetary values, percentages, and time expressions.You can use NER to learn more about the meaning of your text. For example, you could use it to populate tags for a set of documents in order to improve the keyword search. You could also use it to categorize customer support tickets into relevant categories.spaCy has the property .ents on Doc objects. You can use it to extract named entities:</p>\n</div>\n\n","metadata":{}},{"cell_type":"code","source":"\ndef explain_text_entities(text):\n    doc = nlp(text)\n    for ent in doc.ents:\n        print(f'Entity: {ent}, Label: {ent.label_}, {spacy.explain(ent.label_)}')\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:16:45.168802Z","iopub.execute_input":"2023-09-03T18:16:45.170176Z","iopub.status.idle":"2023-09-03T18:16:45.175752Z","shell.execute_reply.started":"2023-09-03T18:16:45.170125Z","shell.execute_reply":"2023-09-03T18:16:45.174545Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"code","source":"explain_text_entities(df['TopNews'][9])","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:16:54.172906Z","iopub.execute_input":"2023-09-03T18:16:54.173462Z","iopub.status.idle":"2023-09-03T18:16:54.377972Z","shell.execute_reply.started":"2023-09-03T18:16:54.173416Z","shell.execute_reply":"2023-09-03T18:16:54.373969Z"},"trusted":true},"execution_count":22,"outputs":[{"name":"stdout","text":"Entity: Japan, Label: GPE, Countries, cities, states\nEntity: China, Label: GPE, Countries, cities, states\nEntity: a decade, Label: DATE, Absolute or relative dates or periods\nEntity: two, Label: CARDINAL, Numerals that do not fall under another type\nEntity: Asian, Label: NORP, Nationalities or religious or political groups\nEntity: Electric Food Slicer Reviewed, Label: ORG, Companies, agencies, institutions, etc.\nEntity: HACHE/AFP/Getty Photos, Label: ORG, Companies, agencies, institutions, etc.\nEntity: the Cannes Movie Pageant, Label: EVENT, Named hurricanes, battles, wars, sports events, etc.\nEntity: Bella Hadid, Label: PERSON, People, including fictional\nEntity: Magnum, Label: PERSON, People, including fictional\nEntity: Take Pleasure Severely”, Label: WORK_OF_ART, Titles of books, songs, etc.\nEntity: Thousands, Label: CARDINAL, Numerals that do not fall under another type\nEntity: Russia, Label: GPE, Countries, cities, states\nEntity: Facebook, Label: ORG, Companies, agencies, institutions, etc.\nEntity: 2016, Label: DATE, Absolute or relative dates or periods\nEntity: Congress, Label: ORG, Companies, agencies, institutions, etc.\nEntity: British Museum, Label: ORG, Companies, agencies, institutions, etc.\nEntity: 73, Label: CARDINAL, Numerals that do not fall under another type\nEntity: US, Label: GPE, Countries, cities, states\nEntity: North Korea, Label: GPE, Countries, cities, states\nEntity: thousands, Label: CARDINAL, Numerals that do not fall under another type\nEntity: China, Label: GPE, Countries, cities, states\nEntity: AI, Label: PRODUCT, Objects, vehicles, foods, etc. (not services)\nEntity: 23.8 metre, Label: QUANTITY, Measurements, as of weight or distance\nEntity: US, Label: GPE, Countries, cities, states\nEntity: Canada, Label: GPE, Countries, cities, states\nEntity: German, Label: NORP, Nationalities or religious or political groups\nEntity: The Signs of Lung Cancer Might Save Your Life, Tories, Label: WORK_OF_ART, Titles of books, songs, etc.\nEntity: Brexit debates | Politics, Label: LAW, Named documents made into laws.\nEntity: Michael Cohen, Label: PERSON, People, including fictional\nEntity: Time Warner, Label: ORG, Companies, agencies, institutions, etc.\nEntity: Nicholas Webb, Label: PERSON, People, including fictional\nEntity: 5, Label: CARDINAL, Numerals that do not fall under another type\nEntity: Cohen, Label: PERSON, People, including fictional\nEntity: 600,000, Label: MONEY, Monetary values, including unit\nEntity: Time Warner, Label: ORG, Companies, agencies, institutions, etc.\nEntity: Digital Marketing Course, Label: ORG, Companies, agencies, institutions, etc.\nEntity: KiTek Group, Label: ORG, Companies, agencies, institutions, etc.\nEntity: DM Workshop, Label: ORG, Companies, agencies, institutions, etc.\nEntity: Warner Bros./Yahoo, Label: ORG, Companies, agencies, institutions, etc.\nEntity: Wife Accused, Label: PERSON, People, including fictional\nEntity: Terry Semel, Label: PERSON, People, including fictional\nEntity: Warner Bros., Label: ORG, Companies, agencies, institutions, etc.\nEntity: Yahoo, Label: ORG, Companies, agencies, institutions, etc.\nEntity: Hollywood, Label: GPE, Countries, cities, states\nEntity: 13,000 sq, Label: QUANTITY, Measurements, as of weight or distance\nEntity: Putin, Label: PERSON, People, including fictional\nEntity: West, Label: LOC, Non-GPE locations, mountain ranges, bodies of water\nEntity: Europe, Label: LOC, Non-GPE locations, mountain ranges, bodies of water\nEntity: Macron, Label: PERSON, People, including fictional\nEntity: Merkel, Label: PERSON, People, including fictional\nEntity: Man Kills Lover And Son, Dumps Them In, Label: WORK_OF_ART, Titles of books, songs, etc.\nEntity: Galamsey Pit, Label: GPE, Countries, cities, states\nEntity: Tucker Carlson, Label: PERSON, People, including fictional\nEntity: Obama, Label: PERSON, People, including fictional\nEntity: days, Label: DATE, Absolute or relative dates or periods\n","output_type":"stream"}]},{"cell_type":"code","source":"\none_sentence = df['TopNews'][0]\ndoc = nlp(one_sentence)\nspacy.displacy.render(doc, style='ent',jupyter=True)\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:17:00.659412Z","iopub.execute_input":"2023-09-03T18:17:00.659927Z","iopub.status.idle":"2023-09-03T18:17:00.809672Z","shell.execute_reply.started":"2023-09-03T18:17:00.659885Z","shell.execute_reply":"2023-09-03T18:17:00.808491Z"},"trusted":true},"execution_count":23,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">\n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    North Korea\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n to open its sky, \n<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    South Korean\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n</mark>\n media reports., PTSD veterans 'cured' with ecstasy treatment in \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    weeks\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n, say scientists, \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    May Day\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n protesters demand better rights for workers, \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    China\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n’s \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Social Credit System\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n Punishes Low-Score Parents by Limiting What Schools Their Children Attend, \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Paris\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n police arrest \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    200\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n</mark>\n in \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    May Day\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n riots, \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Trump\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n Could Be Charged With Conspiracy To Defraud \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    The United States\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n, The best shampoo to regrow hair A specially formulated DHT blocker shampoo to reverse hair loss and regrow thick hair No hair treatment shampoo is stronger, \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Iran\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n's Nuclear Threat, \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Jean 'Binta'\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n Breeze Performance At Dis Poem: \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Wordz &amp;amp\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n; \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Agro Festival 2018\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n, Migrant says he ‘accidentally’ raped a \n<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Belgian\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n</mark>\n woman: “I wasn’t myself \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    that day\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n”, My Email Newsletter of Curated Marketing Content, The \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Mueller\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n probe ain't ending anytime soon, \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Mueller\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n asks for \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    2 more months\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n before \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Flynn\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n sentencing, suggesting continued cooperation, \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Mueller\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n asks for \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    2 more months\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n before \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Flynn\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n sentencing, \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Canada\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n to tack a carbon price of \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    at least 11 cents\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">MONEY</span>\n</mark>\n a liter on gasoline, \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Kanye West\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n: 'The class war is one of the reasons why \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Trump\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n won', \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Michael Stewart/WireImage\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Kylie Jenner\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n simply revealed a new option to obtain the right liner with little effort and time. Though the Preserving Up With the \n<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Kardashians\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n</mark>\n star’s \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Snapchat\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n and \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Instagram\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n makes it clear that she’s obsessive about magnificence, the brand new mother would not all th, For \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    first\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n</mark>\n time health ministry will regulate descriptions on medical institutions’ websites as “advertisements” to protect patients from unscrupulous operators..prohibit misleading claims “\n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    100 percent\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERCENT</span>\n</mark>\n safe surgery”..ban patients’ testimonies &amp;amp; touting medical treatments that use unapproved drugs., BRAND NEW: \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    2018\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n – \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Renault Alpine A110\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n – Start-UP &amp;amp; Loud Sound!, The story of the \n<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Midwestern\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n</mark>\n innocent let loose in the big city has been a trope in successful comedies from “\n<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Tales of the City\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n</mark>\n” (\n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    1993\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n) to “Girls” (\n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    2012\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n). “\n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Sweetbitter\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n,” a new, \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    six\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n</mark>\n-episode series on \n<mark class=\"entity\" style=\"background: #bfeeb7; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Starz\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PRODUCT</span>\n</mark>\n, takes another naif, doe-eyed Tess (\n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Ella Purnell\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n), and sets her loose in the \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    New York City\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n of, \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Mattis\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n tempers optimistic outlook on \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Afghanistan\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n after twin bombings, \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Facebook\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n is taking on Tinder with new dating features, \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    OECD\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n chief says \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Greece\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n deserves debt relief after 'enormous' reform effort, \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Facebook\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n to launch dating service, \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    U.N.\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n could help \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Myanmar\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n gather evidence of crimes against \n<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Rohingya\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n</mark>\n: \n<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    British\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n</mark>\n envoy</div></span>"},"metadata":{}}]},{"cell_type":"markdown","source":"\n<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <h3 style=\"font-family: 'Verdana'; color: #FF5733;\">Linguistic annotations</h3>\n</div>\n","metadata":{}},{"cell_type":"code","source":"# doc should be a text here from the data\n\none_sentence = df['TopNews'][0]\ndoc = nlp(one_sentence)\nfor token in doc: \n    print(token.text, token.lemma_, token.tag_, token.dep_, token.shape_, token.is_alpha, token.is_stop) \n    ","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:17:06.513368Z","iopub.execute_input":"2023-09-03T18:17:06.514359Z","iopub.status.idle":"2023-09-03T18:17:06.642165Z","shell.execute_reply.started":"2023-09-03T18:17:06.514317Z","shell.execute_reply":"2023-09-03T18:17:06.638576Z"},"trusted":true},"execution_count":24,"outputs":[{"name":"stdout","text":"North North NNP compound Xxxxx True False\nKorea Korea NNP nsubj Xxxxx True False\nto to TO aux xx True True\nopen open VB ROOT xxxx True False\nits its PRP$ poss xxx True True\nsky sky NN dobj xxx True False\n, , , punct , False False\nSouth south JJ amod Xxxxx True False\nKorean korean JJ amod Xxxxx True False\nmedia medium NNS compound xxxx True False\nreports report NNS dobj xxxx True False\n. . . punct . False False\n, , , punct , False False\nPTSD ptsd JJ amod XXXX True False\nveterans veteran NNS nsubj xxxx True False\n' ' `` case ' False False\ncured cure VBN ccomp xxxx True False\n' ' '' punct ' False False\nwith with IN prep xxxx True True\necstasy ecstasy NN compound xxxx True False\ntreatment treatment NN pobj xxxx True False\nin in IN prep xx True True\nweeks week NNS pobj xxxx True False\n, , , punct , False False\nsay say VBP ROOT xxx True True\nscientists scientist NNS nsubj xxxx True False\n, , , punct , False False\nMay May NNP compound Xxx True True\nDay Day NNP compound Xxx True False\nprotesters protester NNS nsubj xxxx True False\ndemand demand VBP ccomp xxxx True False\nbetter well JJR amod xxxx True False\nrights right NNS dobj xxxx True False\nfor for IN prep xxx True True\nworkers worker NNS pobj xxxx True False\n, , , punct , False False\nChina China NNP poss Xxxxx True False\n’s ’s POS case ’x False True\nSocial Social NNP compound Xxxxx True False\nCredit Credit NNP compound Xxxxx True False\nSystem System NNP compound Xxxxx True False\nPunishes Punishes NNP nmod Xxxxx True False\nLow Low NNP amod Xxx True False\n- - HYPH punct - False False\nScore score NN compound Xxxxx True False\nParents parent NNS dobj Xxxxx True False\nby by IN prep xx True True\nLimiting limit VBG pcomp Xxxxx True False\nWhat what WP det Xxxx True True\nSchools school NNS dobj Xxxxx True False\nTheir their PRP$ poss Xxxxx True True\nChildren child NNS nsubj Xxxxx True False\nAttend Attend NNP dobj Xxxxx True False\n, , , punct , False False\nParis Paris NNP compound Xxxxx True False\npolice police NN compound xxxx True False\narrest arrest NN dobj xxxx True False\n200 200 CD dobj ddd False False\nin in IN prep xx True True\nMay May NNP compound Xxx True True\nDay Day NNP compound Xxx True False\nriots riot NNS pobj xxxx True False\n, , , punct , False False\nTrump Trump NNP nsubjpass Xxxxx True False\nCould could MD aux Xxxxx True True\nBe be VB auxpass Xx True True\nCharged charge VBN ccomp Xxxxx True False\nWith with IN prep Xxxx True True\nConspiracy conspiracy NN pobj Xxxxx True False\nTo to TO aux Xx True True\nDefraud defraud VB acl Xxxxx True False\nThe the DT det Xxx True True\nUnited United NNP compound Xxxxx True False\nStates States NNP dobj Xxxxx True False\n, , , punct , False False\nThe the DT det Xxx True True\nbest good JJS amod xxxx True False\nshampoo shampoo NN appos xxxx True False\nto to TO aux xx True True\nregrow regrow VB relcl xxxx True False\nhair hair NN dobj xxxx True False\nA a DT det X True True\nspecially specially RB advmod xxxx True False\nformulated formulate VBN amod xxxx True False\nDHT DHT NNP compound XXX True False\nblocker blocker NN compound xxxx True False\nshampoo shampoo NN conj xxxx True False\nto to TO aux xx True True\nreverse reverse VB relcl xxxx True False\nhair hair NN compound xxxx True False\nloss loss NN dobj xxxx True False\nand and CC cc xxx True True\nregrow regrow VB conj xxxx True False\nthick thick JJ amod xxxx True False\nhair hair NN dobj xxxx True False\nNo no DT det Xx True True\nhair hair NN compound xxxx True False\ntreatment treatment NN compound xxxx True False\nshampoo shampoo NN nsubj xxxx True False\nis be VBZ ccomp xx True True\nstronger strong JJR acomp xxxx True False\n, , , punct , False False\nIran Iran NNP poss Xxxx True False\n's 's POS case 'x False True\nNuclear Nuclear NNP compound Xxxxx True False\nThreat Threat NNP nsubj Xxxxx True False\n, , , punct , False False\nJean Jean NNP nmod Xxxx True False\n' ' `` punct ' False False\nBinta Binta NNP nmod Xxxxx True False\n' ' '' punct ' False False\nBreeze Breeze NNP compound Xxxxx True False\nPerformance performance NN appos Xxxxx True False\nAt at IN prep Xx True True\nDis Dis NNP compound Xxx True False\nPoem Poem NNP pobj Xxxx True False\n: : : punct : False False\nWordz Wordz NNP appos Xxxxx True False\n& & CC cc & False False\namp amp NNP conj xxx True False\n; ; : punct ; False False\nAgro Agro NNP compound Xxxx True False\nFestival Festival NNP appos Xxxxx True False\n2018 2018 CD nummod dddd False False\n, , , punct , False False\nMigrant Migrant NNP nsubj Xxxxx True False\nsays say VBZ ROOT xxxx True False\nhe he PRP nsubj xx True True\n‘ ' `` punct ‘ False False\naccidentally accidentally RB advmod xxxx True False\n’ ' '' punct ’ False False\nraped rape VBD ccomp xxxx True False\na a DT det x True True\nBelgian belgian JJ amod Xxxxx True False\nwoman woman NN dobj xxxx True False\n: : : punct : False False\n“ \" `` punct “ False False\nI I PRP nsubj X True True\nwas be VBD ccomp xxx True True\nn’t not RB neg x’x False True\nmyself myself PRP attr xxxx True True\nthat that DT det xxxx True True\nday day NN npadvmod xxx True False\n” \" '' punct ” False False\n, , , punct , False False\nMy my PRP$ poss Xx True True\nEmail Email NNP compound Xxxxx True False\nNewsletter Newsletter NNP attr Xxxxx True False\nof of IN prep xx True True\nCurated Curated NNP compound Xxxxx True False\nMarketing Marketing NNP compound Xxxxx True False\nContent Content NNP pobj Xxxxx True False\n, , , punct , False False\nThe the DT det Xxx True True\nMueller Mueller NNP compound Xxxxx True False\nprobe probe NN nsubj xxxx True False\nai be VBP aux xx True False\nn't not RB neg x'x False True\nending end VBG relcl xxxx True False\nanytime anytime RB advmod xxxx True False\nsoon soon RB advmod xxxx True False\n, , , punct , False False\nMueller Mueller NNP nsubj Xxxxx True False\nasks ask VBZ ccomp xxxx True False\nfor for IN prep xxx True True\n2 2 CD nummod d False False\nmore more JJR amod xxxx True True\nmonths month NNS pobj xxxx True False\nbefore before IN mark xxxx True True\nFlynn Flynn NNP compound Xxxxx True False\nsentencing sentence VBG advcl xxxx True False\n, , , punct , False False\nsuggesting suggest VBG advcl xxxx True False\ncontinued continued JJ amod xxxx True False\ncooperation cooperation NN dobj xxxx True False\n, , , punct , False False\nMueller Mueller NNP nsubj Xxxxx True False\nasks ask VBZ ccomp xxxx True False\nfor for IN prep xxx True True\n2 2 CD nummod d False False\nmore more JJR amod xxxx True True\nmonths month NNS pobj xxxx True False\nbefore before IN prep xxxx True True\nFlynn Flynn NNP compound Xxxxx True False\nsentencing sentence VBG pobj xxxx True False\n, , , punct , False False\nCanada Canada NNP nsubj Xxxxx True False\nto to TO aux xx True True\ntack tack VB ccomp xxxx True False\na a DT det x True True\ncarbon carbon NN compound xxxx True False\nprice price NN dobj xxxx True False\nof of IN prep xx True True\nat at RB advmod xx True True\nleast least RBS advmod xxxx True True\n11 11 CD nummod dd False False\ncents cent NNS pobj xxxx True False\na a DT det x True True\nliter liter NN npadvmod xxxx True False\non on IN prep xx True True\ngasoline gasoline NN pobj xxxx True False\n, , , punct , False False\nKanye Kanye NNP compound Xxxxx True False\nWest West NNP npadvmod Xxxx True False\n: : : punct : False False\n' ' `` punct ' False False\nThe the DT det Xxx True True\nclass class NN compound xxxx True False\nwar war NN nsubj xxx True False\nis be VBZ advcl xx True True\none one CD attr xxx True True\nof of IN prep xx True True\nthe the DT det xxx True True\nreasons reason NNS pobj xxxx True False\nwhy why WRB advmod xxx True True\nTrump Trump NNP nsubj Xxxxx True False\nwon win VBD relcl xxx True False\n' ' '' punct ' False False\n, , , punct , False False\nMichael Michael NNP nmod Xxxxx True False\nStewart Stewart NNP nmod Xxxxx True False\n/ / SYM punct / False False\nWireImage WireImage NNP compound XxxxXxxxx True False\nKylie Kylie NNP compound Xxxxx True False\nJenner Jenner NNP nsubj Xxxxx True False\nsimply simply RB advmod xxxx True False\nrevealed reveal VBD conj xxxx True False\na a DT det x True True\nnew new JJ amod xxx True False\noption option NN dobj xxxx True False\nto to TO aux xx True True\nobtain obtain VB acl xxxx True False\nthe the DT det xxx True True\nright right JJ amod xxxx True False\nliner liner NN dobj xxxx True False\nwith with IN prep xxxx True True\nlittle little JJ amod xxxx True False\neffort effort NN pobj xxxx True False\nand and CC cc xxx True True\ntime time NN conj xxxx True False\n. . . punct . False False\nThough though IN mark Xxxxx True True\nthe the DT det xxx True True\nPreserving preserving NN nsubj Xxxxx True False\nUp up RP prt Xx True True\nWith with IN prep Xxxx True True\nthe the DT det xxx True True\nKardashians Kardashians NNPS compound Xxxxx True False\nstar star NN poss xxxx True False\n’s ’s POS case ’x False True\nSnapchat Snapchat NNP pobj Xxxxx True False\nand and CC cc xxx True True\nInstagram Instagram NNP conj Xxxxx True False\nmakes make VBZ advcl xxxx True False\nit it PRP nsubj xx True True\nclear clear JJ ccomp xxxx True False\nthat that IN mark xxxx True True\nshe she PRP nsubj xxx True True\n’s ’ VBZ advcl ’x False True\nobsessive obsessive JJ acomp xxxx True False\nabout about IN prep xxxx True True\nmagnificence magnificence NN pobj xxxx True False\n, , , punct , False False\nthe the DT det xxx True True\nbrand brand NN npadvmod xxxx True False\nnew new JJ amod xxx True False\nmother mother NN nsubj xxxx True False\nwould would MD aux xxxx True True\nnot not RB neg xxx True True\nall all RB advmod xxx True True\nth th XX nsubj xx True False\n, , , punct , False False\nFor for IN prep Xxx True True\nfirst first JJ amod xxxx True True\ntime time NN pobj xxxx True False\nhealth health NNP compound xxxx True False\nministry ministry NN nsubj xxxx True False\nwill will MD aux xxxx True True\nregulate regulate VB ROOT xxxx True False\ndescriptions description NNS dobj xxxx True False\non on IN prep xx True True\nmedical medical JJ amod xxxx True False\ninstitutions institution NNS poss xxxx True False\n’ ’ POS case ’ False False\nwebsites website NNS pobj xxxx True False\nas as IN prep xx True True\n“ \" `` punct “ False False\nadvertisements advertisement NNS pobj xxxx True False\n” \" '' punct ” False False\nto to TO aux xx True True\nprotect protect VB advcl xxxx True False\npatients patient NNS dobj xxxx True False\nfrom from IN prep xxxx True True\nunscrupulous unscrupulous JJ amod xxxx True False\noperators operator NNS pobj xxxx True False\n.. .. : punct .. False False\nprohibit prohibit VBP conj xxxx True False\nmisleading misleading JJ amod xxxx True False\nclaims claim NNS dobj xxxx True False\n“ \" `` punct “ False False\n100 100 CD nummod ddd False False\npercent percent NN npadvmod xxxx True False\nsafe safe JJ amod xxxx True False\nsurgery” surgery” NN dobj xxxx” False False\n.. .. . punct .. False False\nban ban VBP ROOT xxx True False\npatients patient NNS poss xxxx True False\n’ ’ POS case ’ False False\ntestimonies testimony NNS dobj xxxx True False\n& & CC cc & False False\namp amp NNP conj xxx True False\n; ; : punct ; False False\ntouting tout VBG advcl xxxx True False\nmedical medical JJ amod xxxx True False\ntreatments treatment NNS dobj xxxx True False\nthat that WDT nsubj xxxx True True\nuse use VBP relcl xxx True False\nunapproved unapproved JJ amod xxxx True False\ndrugs drug NNS dobj xxxx True False\n. . . punct . False False\n, , , punct , False False\nBRAND BRAND NNP compound XXXX True False\nNEW NEW NNP ccomp XXX True False\n: : : punct : False False\n2018 2018 CD appos dddd False False\n– – : punct – False False\nRenault Renault NNP compound Xxxxx True False\nAlpine Alpine NNP compound Xxxxx True False\nA110 A110 NNP dep Xddd False False\n– – : punct – False False\nStart Start NNP compound Xxxxx True False\n- - HYPH punct - False False\nUP UP NNP appos XX True True\n& & CC cc & False False\namp amp NNP conj xxx True False\n; ; : punct ; False False\nLoud Loud NNP compound Xxxx True False\nSound Sound NNP appos Xxxxx True False\n! ! . punct ! False False\n, , , punct , False False\nThe the DT det Xxx True True\nstory story NN nsubj xxxx True False\nof of IN prep xx True True\nthe the DT det xxx True True\nMidwestern Midwestern NNP amod Xxxxx True False\ninnocent innocent JJ pobj xxxx True False\nlet let VB ROOT xxx True False\nloose loose JJ advmod xxxx True False\nin in IN prep xx True True\nthe the DT det xxx True True\nbig big JJ amod xxx True False\ncity city NN pobj xxxx True False\nhas have VBZ aux xxx True True\nbeen be VBN ccomp xxxx True True\na a DT det x True True\ntrope trope NN attr xxxx True False\nin in IN prep xx True True\nsuccessful successful JJ amod xxxx True False\ncomedies comedy NNS pobj xxxx True False\nfrom from IN prep xxxx True True\n“ \" `` punct “ False False\nTales tale NNS pobj Xxxxx True False\nof of IN prep xx True True\nthe the DT det xxx True True\nCity City NNP pobj Xxxx True False\n” \" '' punct ” False False\n( ( -LRB- punct ( False False\n1993 1993 CD appos dddd False False\n) ) -RRB- punct ) False False\nto to IN prep xx True True\n“ \" `` punct “ False False\nGirls girl NNS pobj Xxxxx True False\n” \" '' punct ” False False\n( ( -LRB- punct ( False False\n2012 2012 CD npadvmod dddd False False\n) ) -RRB- punct ) False False\n. . . punct . False False\n“ \" `` punct “ False False\nSweetbitter Sweetbitter NNP nsubj Xxxxx True False\n, , , punct , False False\n” \" '' punct ” False False\na a DT det x True True\nnew new JJ amod xxx True False\n, , , punct , False False\nsix six CD nummod xxx True True\n- - HYPH punct - False False\nepisode episode NN compound xxxx True False\nseries series NN nsubj xxxx True False\non on IN prep xx True True\nStarz Starz NNP pobj Xxxxx True False\n, , , punct , False False\ntakes take VBZ ccomp xxxx True False\nanother another DT det xxxx True True\nnaif naif NNS amod xxxx True False\n, , , punct , False False\ndoe doe JJ appos xxx True False\n- - JJ amod - False False\neyed eyed JJ amod xxxx True False\nTess Tess NNP dobj Xxxx True False\n( ( -LRB- punct ( False False\nElla Ella NNP compound Xxxx True False\nPurnell Purnell NNP appos Xxxxx True False\n) ) -RRB- punct ) False False\n, , , punct , False False\nand and CC cc xxx True True\nsets set VBZ conj xxxx True False\nher she PRP poss xxx True True\nloose loose JJ dobj xxxx True False\nin in IN prep xx True True\nthe the DT det xxx True True\nNew New NNP compound Xxx True False\nYork York NNP compound Xxxx True False\nCity City NNP pobj Xxxx True False\nof of IN prep xx True True\n, , , punct , False False\nMattis Mattis NNP nsubj Xxxxx True False\ntempers temper VBZ ccomp xxxx True False\noptimistic optimistic JJ amod xxxx True False\noutlook outlook NN dobj xxxx True False\non on IN prep xx True True\nAfghanistan Afghanistan NNP pobj Xxxxx True False\nafter after IN prep xxxx True True\ntwin twin JJ amod xxxx True False\nbombings bombing NNS pobj xxxx True False\n, , , punct , False False\nFacebook Facebook NNP nsubj Xxxxx True False\nis be VBZ aux xx True True\ntaking take VBG ccomp xxxx True False\non on RP prt xx True True\nTinder Tinder NNP dobj Xxxxx True False\nwith with IN prep xxxx True True\nnew new JJ amod xxx True False\ndating dating NN compound xxxx True False\nfeatures feature NNS pobj xxxx True False\n, , , punct , False False\nOECD OECD NNP compound XXXX True False\nchief chief NN nsubj xxxx True False\nsays say VBZ ccomp xxxx True False\nGreece Greece NNP nsubj Xxxxx True False\ndeserves deserve VBZ ccomp xxxx True False\ndebt debt NN compound xxxx True False\nrelief relief NN dobj xxxx True False\nafter after IN prep xxxx True True\n' ' `` punct ' False False\nenormous enormous JJ amod xxxx True False\n' ' '' punct ' False False\nreform reform NN compound xxxx True False\neffort effort NN pobj xxxx True False\n, , , punct , False False\nFacebook Facebook NNP nsubj Xxxxx True False\nto to TO aux xx True True\nlaunch launch VB advcl xxxx True False\ndating date VBG amod xxxx True False\nservice service NN dobj xxxx True False\n, , , punct , False False\nU.N. U.N. NNP nsubj X.X. False False\ncould could MD aux xxxx True True\nhelp help VB ROOT xxxx True False\nMyanmar Myanmar NNP nsubj Xxxxx True False\ngather gather VB ccomp xxxx True False\nevidence evidence NN dobj xxxx True False\nof of IN prep xx True True\ncrimes crime NNS pobj xxxx True False\nagainst against IN prep xxxx True True\nRohingya Rohingya NNP pobj Xxxxx True False\n: : : punct : False False\nBritish british JJ amod Xxxxx True False\nenvoy envoy NN dobj xxxx True False\n","output_type":"stream"}]},{"cell_type":"markdown","source":"<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <h3 style=\"font-family: 'Verdana'; color: #FF5733;\">Morphological features with spacy </h3>\n</div>\n","metadata":{}},{"cell_type":"code","source":"\nnlp = spacy.load(\"en_core_web_sm\")\nprint(\"Pipeline:\", nlp.pipe_names) \n\nsample_text = df['TopNews'][3]\ndoc = nlp(sample_text)\ntoken = doc[3]\n\nprint(token)\nprint(token.morph)\n\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:17:14.910210Z","iopub.execute_input":"2023-09-03T18:17:14.910773Z","iopub.status.idle":"2023-09-03T18:17:16.265704Z","shell.execute_reply.started":"2023-09-03T18:17:14.910732Z","shell.execute_reply":"2023-09-03T18:17:16.264838Z"},"trusted":true},"execution_count":25,"outputs":[{"name":"stdout","text":"Pipeline: ['tok2vec', 'tagger', 'parser', 'attribute_ruler', 'lemmatizer', 'ner']\nLondon\nNumber=Sing\n","output_type":"stream"}]},{"cell_type":"code","source":"# Finding the noun chunks \nfor chunk in doc.noun_chunks: \n    print(chunk.text, chunk.root.text, chunk.root.dep_, chunk.root.head.text)","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:17:19.805635Z","iopub.execute_input":"2023-09-03T18:17:19.806158Z","iopub.status.idle":"2023-09-03T18:17:19.818083Z","shell.execute_reply.started":"2023-09-03T18:17:19.806117Z","shell.execute_reply":"2023-09-03T18:17:19.816937Z"},"trusted":true},"execution_count":26,"outputs":[{"name":"stdout","text":"Donald Trump Trump nsubj says\nLondon hospital hospital nsubj is\na war zone zone pobj like\nwounds wounds dobj stabbing\nhe he nsubj defends\nUS gun laws laws dobj defends\nNine Percent Percent nsubj Deleted\nAmericans Americans pobj Of\nTheir Facebook Accounts Accounts dobj Deleted\nThe Cambridge Analytica Scandal Scandal pobj Following\nZuckerberg Zuckerberg nsubj said\nany meaningful impact impact attr been\nnew survey survey nsubj shows\n17 percent percent nsubj deleted\nAmericans Americans pobj of\nthe app app dobj deleted\nsettings settings dobj changed\nnine percent percent nsubj deleted\ntheir accounts accounts dobj deleted\nSouth Korea's Moon Moon nsubj says\nsummit summit dobj hold\nU.S. U.S. pobj in\nMay May pobj on\nIndian tea seller seller appos Moon\nwater water dobj using\ntrain toilet | World news news pobj from\nKanye West West appos credits\nboost boost pobj for\nAfrican-American poll numbers numbers pobj in\nScores Scores appos Moon\nAboriginal stone tools tools pobj of\nGippsland Gippsland pobj in\nsewer dig dig pobj during\nEurope's biggest insurer insurer nsubj says\nAllianz Allianz appos insurer\nit it nsubj stop\ncoal-fired power plants plants dobj insuring\ncoal mines mines conj plants\n2013 Cadillac CTS Luxury Walkaround Walkaround appos plants\nStart up, Tour and Overview, UK Local elections elections dobj stop\n4,000 people people nsubj turned\ntheir ballot ballot dobj casting\nvoter ID pilot pilot pobj in\nNico Tortorella Tortorella nsubj speaks\nRising Stars Stars pobj throughout\nthe GLAAD Media Awards Awards pobj on\nCould Could pobj on\nthe New York Hilton Midtown Midtown pobj on\nNew York Metropolis Metropolis pobj in\nCindy Ord/Getty Pictures Pictures pobj by\nGLAAD GLAAD pobj for\nthe Rising Stars Luncheon Luncheon dobj celebrated\nthe 29th Annual GLAAD Media Awards Awards pobj on\nNew Y Y pobj in\nSales Sales dobj Increase\nEncouraging Encouraging pcomp by\nMobile Spending Spending dobj Encouraging\nGerman seat seat appos Spending\nUN Security Council Council pobj on\nIsrael Israel nsubj withdraws\nbid - Competition Competition dobj withdraws\ntwo seats seats pobj for\nthe UN Security Council Council pobj on\nIsrael Israel nsubj withdrew\nits bid bid dobj withdrew\nthe 15-member body body dobj join\nThe move move nsubj means\nGermany Germany nsubj run\nBelgium Belgium conj Germany\na pair pair pobj for\nnonpermanent positions positions pobj of\nChina’s schooling schooling nsubj seeking\nTrump Trump appos schooling\nthe art art pobj on\nthe delay delay pobj of\nAbi Ofarim ist tot tot appos schooling\nThe 8 Best Snow Boots Boots appos tot\nWomen Women pobj For\nKerry Kerry nsubj seeking\nIran deal deal dobj salvage\nhe he nsubj helped\nTrump's Syria aid freeze freeze nsubj hits\nWhite Helmets' rescue workers workers dobj hits\nUS slams slams appos workers\nTurkey Turkey dobj slams\npopulation transfers transfers pobj over\nAfrin Afrin pobj in\nGang Gang conj Afrin\nDrone Swarm Swarm dobj Used\nFBI Hostage Raid Raid dobj Thwart\nHow Many Carbs Carbs dobj Eat\nYou You nsubj Eat\nDay Day pobj Per\nWeight Weight dobj Lose\nRussian Troll Farm Farm nsubj Goes\nMueller’s Files Files pobj After\nIsraeli soldiers soldiers nsubj singing\nPersian Persian pobj in\nIranian people people pobj for\nSales Sales nsubj turned\nMemory Foam Mattresses Mattresses pobj on\na Chinese city city nsubj turned\nall its 16,000 buses buses dobj turned\nJamie Acourt Acourt nsubj arrested\nSpain Spain pobj in\nsuspected drug drug nsubj dealing\n","output_type":"stream"}]},{"cell_type":"markdown","source":"\n<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <h3 style=\"font-family: 'Verdana'; color: #FF5733;\">Generating Questions with Spacy Dependency Parsing </h3>\n</div>\n","metadata":{}},{"cell_type":"code","source":"\nsample_spacy_text = df['TopNews'][30]\n\ndoc = nlp(sample_spacy_text) \n\noptions = {'compact' : True, 'bg' : '#09a3d5','color': 'white', 'font': 'Trebuchet MS' } \n\nspacy.displacy.render(doc, jupyter=True, style='dep', options=options)\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:17:25.043490Z","iopub.execute_input":"2023-09-03T18:17:25.044431Z","iopub.status.idle":"2023-09-03T18:17:25.228560Z","shell.execute_reply.started":"2023-09-03T18:17:25.044385Z","shell.execute_reply":"2023-09-03T18:17:25.227587Z"},"trusted":true},"execution_count":27,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"<span class=\"tex2jax_ignore\"><svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"b1c80b0914c4482693dc4bea070bbf5a-0\" class=\"displacy\" width=\"57350\" height=\"737.0\" direction=\"ltr\" style=\"max-width: none; height: 737.0px; color: white; background: #09a3d5; font-family: Trebuchet MS; direction: ltr\">\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">Poland</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"200\">asks</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"200\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"350\">Trump</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"350\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"500\">to</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"500\">PART</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"650\">establish</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"650\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"800\">military</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"800\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"950\">base</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"950\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1100\">on</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1100\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1250\">Russian</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1250\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1400\">border</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1400\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1550\">to</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1550\">PART</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1700\">deter</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1700\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1850\">Moscow.,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1850\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2000\">Avoiding</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2000\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2150\">meat</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2150\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2300\">and</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2300\">CCONJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2450\">dairy</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2450\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2600\">is ‘</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2600\">AUX</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2750\">single</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2750\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2900\">biggest</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2900\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3050\">way’</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3050\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3200\">to</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3200\">PART</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3350\">reduce</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3350\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3500\">your</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3500\">PRON</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3650\">impact</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3650\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3800\">on</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3800\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3950\">Earth,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3950\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4100\">This</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4100\">PRON</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4250\">seems</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4250\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4400\">like</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4400\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4550\">an</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4550\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4700\">impediment</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4700\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4850\">of</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4850\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5000\">free</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5000\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5150\">speech;</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5150\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5300\">since</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5300\">SCONJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5450\">when</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5450\">SCONJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5600\">did</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5600\">AUX</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5750\">it</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5750\">PRON</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5900\">become</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5900\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6050\">offensive</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6050\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6200\">to</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6200\">PART</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6350\">criticize</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6350\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6500\">our</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6500\">PRON</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6650\">government</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6650\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6800\">leaders?, #</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6800\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6950\">448</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6950\">NUM</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7100\">Getting</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7100\">AUX</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7250\">Started</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7250\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7400\">with</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7400\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7550\">Live</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7550\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7700\">Marketing:</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7700\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7850\">Interview</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7850\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8000\">with</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8000\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8150\">Ian</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8150\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8300\">Anderson</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8300\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8450\">Gray (</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8450\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8600\">2018),</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8600\">NUM</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8750\">Israel</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8750\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8900\">approves</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8900\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9050\">more</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9050\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9200\">than</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9200\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9350\">2,000</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9350\">NUM</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9500\">settlement</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9500\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9650\">units</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9650\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9800\">in</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9800\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9950\">West</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9950\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10100\">Bank,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10100\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10250\">First</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10250\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10400\">Nations</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10400\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10550\">hockey</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10550\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10700\">team</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10700\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10850\">subjected</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10850\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11000\">to</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11000\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11150\">racist</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11150\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11300\">taunts,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11300\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11450\">slurs</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11450\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11600\">at</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11600\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11750\">Quebec</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11750\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11900\">City</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11900\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"12050\">tournament -</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"12050\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"12200\">Canada,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"12200\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"12350\">Trade</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"12350\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"12500\">sanctions</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"12500\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"12650\">against</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"12650\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"12800\">America</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"12800\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"12950\">wo</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"12950\">AUX</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"13100\">n't</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"13100\">PART</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"13250\">work.</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"13250\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"13400\">Sanctioning</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"13400\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"13550\">Trump</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"13550\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"13700\">himself</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"13700\">PRON</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"13850\">might.,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"13850\">AUX</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"14000\">Criminal</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"14000\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"14150\">cartel</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"14150\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"14300\">charges</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"14300\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"14450\">to</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"14450\">PART</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"14600\">be</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"14600\">AUX</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"14750\">laid</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"14750\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"14900\">against</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"14900\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"15050\">ANZ,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"15050\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"15200\">Uganda</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"15200\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"15350\">slaps</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"15350\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"15500\">tax</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"15500\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"15650\">on</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"15650\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"15800\">social</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"15800\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"15950\">media,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"15950\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"16100\">Welcome!</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"16100\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"16250\">To</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"16250\">PART</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"16400\">bring</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"16400\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"16550\">you</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"16550\">PRON</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"16700\">the</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"16700\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"16850\">best</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"16850\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"17000\">content</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"17000\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"17150\">on</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"17150\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"17300\">our</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"17300\">PRON</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"17450\">sites</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"17450\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"17600\">and</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"17600\">CCONJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"17750\">applications,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"17750\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"17900\">Meredith</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"17900\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"18050\">partners</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"18050\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"18200\">with</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"18200\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"18350\">third</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"18350\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"18500\">party</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"18500\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"18650\">advertisers</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"18650\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"18800\">to</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"18800\">PART</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"18950\">serve</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"18950\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"19100\">digital</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"19100\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"19250\">ads,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"19250\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"19400\">including</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"19400\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"19550\">personalized</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"19550\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"19700\">digital</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"19700\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"19850\">ads.</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"19850\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"20000\">Those</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"20000\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"20150\">advertisers</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"20150\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"20300\">use</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"20300\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"20450\">tracking…,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"20450\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"20600\">Five</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"20600\">NUM</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"20750\">hurt</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"20750\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"20900\">as</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"20900\">SCONJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"21050\">car</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"21050\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"21200\">runs</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"21200\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"21350\">down</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"21350\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"21500\">pedestrians</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"21500\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"21650\">in</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"21650\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"21800\">Manchester.,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"21800\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"21950\">Criminal</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"21950\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"22100\">cartel</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"22100\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"22250\">charges</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"22250\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"22400\">expected</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"22400\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"22550\">to</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"22550\">PART</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"22700\">be</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"22700\">AUX</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"22850\">laid</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"22850\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"23000\">against</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"23000\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"23150\">ANZ,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"23150\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"23300\">ACCC</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"23300\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"23450\">confirms,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"23450\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"23600\">Last</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"23600\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"23750\">year</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"23750\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"23900\">the</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"23900\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"24050\">world</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"24050\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"24200\">’s</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"24200\">PART</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"24350\">top</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"24350\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"24500\">hedge</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"24500\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"24650\">fund</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"24650\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"24800\">managers</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"24800\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"24950\">earned</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"24950\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"25100\">more</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"25100\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"25250\">than</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"25250\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"25400\">twice</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"25400\">ADV</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"25550\">as</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"25550\">ADV</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"25700\">much</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"25700\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"25850\">in</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"25850\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"26000\">1</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"26000\">NUM</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"26150\">hour</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"26150\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"26300\">as</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"26300\">SCONJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"26450\">the</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"26450\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"26600\">average</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"26600\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"26750\">American</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"26750\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"26900\">makes</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"26900\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"27050\">in</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"27050\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"27200\">1</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"27200\">NUM</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"27350\">year,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"27350\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"27500\">Car</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"27500\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"27650\">hits</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"27650\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"27800\">crowd</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"27800\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"27950\">of</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"27950\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"28100\">people</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"28100\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"28250\">in</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"28250\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"28400\">Manchester,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"28400\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"28550\">Canon</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"28550\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"28700\">has</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"28700\">AUX</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"28850\">sold</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"28850\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"29000\">its</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"29000\">PRON</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"29150\">last</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"29150\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"29300\">film</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"29300\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"29450\">camera,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"29450\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"29600\">The</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"29600\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"29750\">best</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"29750\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"29900\">method</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"29900\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"30050\">to</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"30050\">PART</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"30200\">easily</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"30200\">ADV</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"30350\">erase</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"30350\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"30500\">an</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"30500\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"30650\">Apple</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"30650\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"30800\">ID</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"30800\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"30950\">account,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"30950\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"31100\">U.S.</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"31100\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"31250\">says</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"31250\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"31400\">it</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"31400\">PRON</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"31550\">will</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"31550\">AUX</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"31700\">veto</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"31700\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"31850\">UN</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"31850\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"32000\">Palestinians</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"32000\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"32150\">proposal., &quot;</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"32150\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"32300\">Gifted</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"32300\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"32450\">with</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"32450\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"32600\">cancer&quot;</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"32600\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"32750\">RIP</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"32750\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"32900\">Ali</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"32900\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"33050\">Banat,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"33050\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"33200\">Zidane</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"33200\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"33350\">retreats</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"33350\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"33500\">new</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"33500\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"33650\">coach</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"33650\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"33800\">in</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"33800\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"33950\">Real</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"33950\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"34100\">Madrid -</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"34100\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"34250\">PREDIKSI</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"34250\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"34400\">BOLA</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"34400\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"34550\">|</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"34550\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"34700\">BERITA</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"34700\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"34850\">BOLA</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"34850\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"35000\">|</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"35000\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"35150\">PREDIKSI</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"35150\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"35300\">SKOR,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"35300\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"35450\">Russian</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"35450\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"35600\">researchers</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"35600\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"35750\">are</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"35750\">AUX</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"35900\">the</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"35900\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"36050\">first</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"36050\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"36200\">on</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"36200\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"36350\">the</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"36350\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"36500\">earth</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"36500\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"36650\">to</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"36650\">PART</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"36800\">unfreeze</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"36800\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"36950\">and</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"36950\">CCONJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"37100\">begin</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"37100\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"37250\">a</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"37250\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"37400\">heart,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"37400\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"37550\">U.S.</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"37550\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"37700\">President</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"37700\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"37850\">Donald</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"37850\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"38000\">Trump</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"38000\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"38150\">on</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"38150\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"38300\">Thursday</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"38300\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"38450\">played</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"38450\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"38600\">down</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"38600\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"38750\">the</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"38750\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"38900\">chances</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"38900\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"39050\">of</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"39050\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"39200\">a</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"39200\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"39350\">quick</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"39350\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"39500\">deal</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"39500\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"39650\">in</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"39650\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"39800\">getting</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"39800\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"39950\">North</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"39950\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"40100\">Korea</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"40100\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"40250\">to</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"40250\">PART</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"40400\">abandon</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"40400\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"40550\">its</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"40550\">PRON</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"40700\">nuclear</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"40700\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"40850\">arms</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"40850\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"41000\">as</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"41000\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"41150\">a</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"41150\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"41300\">delegation</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"41300\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"41450\">from</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"41450\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"41600\">Pyongyang</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"41600\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"41750\">headed</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"41750\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"41900\">to</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"41900\">PART</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"42050\">meet</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"42050\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"42200\">him</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"42200\">PRON</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"42350\">with</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"42350\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"42500\">a</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"42500\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"42650\">letter</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"42650\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"42800\">from</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"42800\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"42950\">North</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"42950\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"43100\">Korean</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"43100\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"43250\">leader</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"43250\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"43400\">Kim</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"43400\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"43550\">Jong</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"43550\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"43700\">Un,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"43700\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"43850\">suggesting</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"43850\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"44000\">a</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"44000\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"44150\">proposed</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"44150\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"44300\">summit</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"44300\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"44450\">may</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"44450\">AUX</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"44600\">be</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"44600\">AUX</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"44750\">back</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"44750\">ADV</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"44900\">on.,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"44900\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"45050\">Doctors</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"45050\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"45200\">welcome</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"45200\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"45350\">possible '</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"45350\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"45500\">holy</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"45500\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"45650\">grail</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"45650\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"45800\">of</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"45800\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"45950\">cancer</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"45950\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"46100\">research' -</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"46100\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"46250\">A</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"46250\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"46400\">blood</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"46400\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"46550\">test</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"46550\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"46700\">for</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"46700\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"46850\">10</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"46850\">NUM</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"47000\">different</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"47000\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"47150\">types</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"47150\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"47300\">of</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"47300\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"47450\">cancers</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"47450\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"47600\">could</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"47600\">AUX</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"47750\">one</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"47750\">NUM</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"47900\">day</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"47900\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"48050\">help</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"48050\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"48200\">doctors</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"48200\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"48350\">screen</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"48350\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"48500\">for</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"48500\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"48650\">the</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"48650\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"48800\">disease</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"48800\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"48950\">before</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"48950\">SCONJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"49100\">patients</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"49100\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"49250\">show</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"49250\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"49400\">symptoms,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"49400\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"49550\">researchers</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"49550\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"49700\">at</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"49700\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"49850\">the</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"49850\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50000\">world</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50000\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50150\">’s</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50150\">PART</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50300\">largest</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50300\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50450\">gathering</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50450\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50600\">of</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50600\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50750\">oncologists</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50750\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50900\">have</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50900\">AUX</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"51050\">said.,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"51050\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"51200\">Peace</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"51200\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"51350\">talks</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"51350\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"51500\">with</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"51500\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"51650\">Ortega</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"51650\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"51800\">abandoned</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"51800\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"51950\">after</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"51950\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"52100\">11</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"52100\">NUM</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"52250\">killed</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"52250\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"52400\">at</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"52400\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"52550\">protest</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"52550\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"52700\">in</tspan>\n   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text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"53300\">Un</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"53300\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"53450\">criticizes</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"53450\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"53600\">officials</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"53600\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"53750\">for '</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"53750\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"53900\">outdated</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"53900\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"54050\">diplomacy'</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"54050\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"54200\">following</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"54200\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"54350\">public</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"54350\">ADJ</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"54500\">letter</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"54500\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"54650\">from</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"54650\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"54800\">Trump,</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"54800\">PROPN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"54950\">The</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"54950\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"55100\">technology</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"55100\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"55250\">of</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"55250\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"55400\">3D-</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"55400\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"55550\">printing</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"55550\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"55700\">for</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"55700\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"55850\">the</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"55850\">DET</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"56000\">generation</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"56000\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"56150\">of</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"56150\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"56300\">houses</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"56300\">NOUN</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"56450\">is</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"56450\">AUX</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"56600\">displayed</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"56600\">VERB</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"56750\">in</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"56750\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"647.0\">\n    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"56900\">under</tspan>\n    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"56900\">ADP</tspan>\n</text>\n\n<text class=\"displacy-token\" 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[]\nmedia on ADP [social]\n, tax NOUN []\nWelcome slaps VERB []\n! slaps VERB []\nTo bring VERB []\nbring serve VERB [To, you, content]\nyou bring VERB []\nthe content NOUN []\nbest content NOUN []\ncontent bring VERB [the, best, on]\non content NOUN [sites]\nour sites NOUN []\nsites on ADP [our, and, applications]\nand sites NOUN []\napplications sites NOUN []\n, serve VERB []\nMeredith partners NOUN []\npartners serve VERB [Meredith, with]\nwith partners NOUN [advertisers]\nthird advertisers NOUN []\nparty advertisers NOUN []\nadvertisers with ADP [third, party]\nto serve VERB []\nserve serve VERB [bring, ,, partners, to, ads, .]\ndigital ads NOUN []\nads serve VERB [digital, ,, including]\n, ads NOUN []\nincluding ads NOUN [ads]\npersonalized ads NOUN []\ndigital ads NOUN []\nads including VERB [personalized, digital]\n. serve VERB []\nThose advertisers NOUN []\nadvertisers use VERB [Those]\nuse confirms VERB [advertisers, tracking, …, ,, hurt, .]\ntracking use VERB []\n… use VERB []\n, use VERB []\nFive hurt NOUN []\nhurt use VERB [Five, runs]\nas runs VERB []\ncar runs VERB []\nruns hurt NOUN [as, car, down, in]\ndown runs VERB [pedestrians]\npedestrians down ADP []\nin runs VERB [Manchester]\nManchester in ADP []\n. use VERB []\n, confirms VERB []\nCriminal cartel NOUN []\ncartel charges NOUN [Criminal]\ncharges confirms VERB [cartel, expected]\nexpected charges NOUN [laid]\nto laid VERB []\nbe laid VERB []\nlaid expected VERB [to, be, against]\nagainst laid VERB [ANZ]\nANZ against ADP []\n, confirms VERB []\nACCC confirms VERB []\nconfirms sold VERB [use, ,, charges, ,, ACCC, ,, earned]\n, confirms VERB []\nLast year NOUN []\nyear earned VERB [Last]\nthe world NOUN []\nworld managers NOUN [the, ’s]\n’s world NOUN []\ntop managers NOUN []\nhedge fund NOUN []\nfund managers NOUN [hedge]\nmanagers earned VERB [world, top, fund]\nearned confirms VERB [year, managers, hour, makes, crowd]\nmore much ADJ [than, twice]\nthan more ADJ []\ntwice more ADJ []\nas much ADJ []\nmuch 1 NUM [more, as]\nin 1 NUM []\n1 hour NOUN [much, in]\nhour earned VERB [1]\nas makes VERB []\nthe American ADJ []\naverage American ADJ []\nAmerican makes VERB [the, average]\nmakes earned VERB [as, American, in]\nin makes VERB [year]\n1 year NOUN []\nyear in ADP [1]\n, crowd NOUN []\nCar hits VERB []\nhits crowd NOUN [Car]\ncrowd earned VERB [,, hits, of]\nof crowd NOUN [people]\npeople of ADP [in]\nin people NOUN [Manchester]\nManchester in ADP []\n, sold VERB []\nCanon sold VERB []\nhas sold VERB []\nsold says VERB [confirms, ,, Canon, has, camera]\nits camera NOUN []\nlast camera NOUN []\nfilm camera NOUN []\ncamera sold VERB [its, last, film, ,, method]\n, camera NOUN []\nThe method NOUN []\nbest method NOUN []\nmethod camera NOUN [The, best, erase]\nto erase VERB []\neasily erase VERB []\nerase method NOUN [to, easily, account]\nan account NOUN []\nApple ID PROPN []\nID account NOUN [Apple]\naccount erase VERB [an, ID]\n, says VERB []\nU.S. says VERB []\nsays retreats VERB [sold, ,, U.S., veto, ., Banat]\nit veto VERB []\nwill veto VERB []\nveto says VERB [it, will, proposal]\nUN Palestinians PROPN []\nPalestinians proposal NOUN [UN]\nproposal veto VERB [Palestinians]\n. says VERB []\n, Banat PROPN []\n\" Banat PROPN []\nGifted Banat PROPN [with]\nwith Gifted VERB [cancer]\ncancer with ADP []\n\" Banat PROPN []\nRIP Banat PROPN []\nAli Banat PROPN []\nBanat says VERB [,, \", Gifted, \", RIP, Ali]\n, retreats VERB []\nZidane retreats VERB []\nretreats are AUX [says, ,, Zidane, coach]\nnew coach NOUN []\ncoach retreats VERB [new, in]\nin coach NOUN [SKOR]\nReal PREDIKSI PROPN []\nMadrid PREDIKSI PROPN []\n- PREDIKSI PROPN []\nPREDIKSI | NOUN [Real, Madrid, -]\nBOLA | NOUN []\n| SKOR PROPN [PREDIKSI, BOLA]\nBERITA BOLA PROPN []\nBOLA | NOUN [BERITA]\n| SKOR PROPN [BOLA]\nPREDIKSI SKOR PROPN []\nSKOR in ADP [|, |, PREDIKSI]\n, are AUX []\nRussian researchers NOUN []\nresearchers are AUX [Russian]\nare played VERB [retreats, ,, researchers, first]\nthe first ADJ []\nfirst are AUX [the, on, unfreeze]\non first ADJ [earth]\nthe earth NOUN []\nearth on ADP [the]\nto unfreeze VERB []\nunfreeze first ADJ [to, and, begin]\nand unfreeze VERB []\nbegin unfreeze VERB [heart]\na heart NOUN []\nheart begin VERB [a]\n, played VERB []\nU.S. President PROPN []\nPresident Trump PROPN [U.S.]\nDonald Trump PROPN []\nTrump played VERB [President, Donald]\non played VERB [Thursday]\nThursday on ADP []\nplayed said VERB [are, ,, Trump, on, down, chances, ,, suggesting, ., welcome, help]\ndown played VERB []\nthe chances NOUN []\nchances played VERB [the, of]\nof chances NOUN [deal]\na deal NOUN []\nquick deal NOUN []\ndeal of ADP [a, quick, in]\nin deal NOUN [getting]\ngetting in ADP [abandon]\nNorth Korea PROPN []\nKorea abandon VERB [North]\nto abandon VERB []\nabandon getting VERB [Korea, to, arms, as]\nits arms NOUN []\nnuclear arms NOUN []\narms abandon VERB [its, nuclear]\nas abandon VERB [delegation]\na delegation NOUN []\ndelegation as ADP [a, from, headed]\nfrom delegation NOUN [Pyongyang]\nPyongyang from ADP []\nheaded delegation NOUN [meet]\nto meet VERB []\nmeet headed VERB [to, him, with]\nhim meet VERB []\nwith meet VERB [letter]\na letter NOUN []\nletter with ADP [a, from]\nfrom letter NOUN [Un]\nNorth Korean ADJ []\nKorean leader NOUN [North]\nleader Un PROPN [Korean]\nKim Un PROPN []\nJong Un PROPN []\nUn from ADP [leader, Kim, Jong]\n, played VERB []\nsuggesting played VERB [be]\na summit NOUN []\nproposed summit NOUN []\nsummit be AUX [a, proposed]\nmay be AUX []\nbe suggesting VERB [summit, may, on]\nback on ADP []\non be AUX [back]\n. played VERB []\n, welcome VERB []\nDoctors welcome VERB []\nwelcome played VERB [,, Doctors, grail]\npossible grail NOUN []\n' grail NOUN []\nholy grail NOUN []\ngrail welcome VERB [possible, ', holy, of, ', -, test]\nof grail NOUN [research]\ncancer research NOUN []\nresearch of ADP [cancer]\n' grail NOUN []\n- grail NOUN []\nA test NOUN []\nblood test NOUN []\ntest grail NOUN [A, blood, for]\nfor test NOUN [types]\n10 types NOUN []\ndifferent types NOUN []\ntypes for ADP [10, different, of]\nof types NOUN [cancers]\ncancers of ADP []\ncould help VERB []\none day NOUN []\nday help VERB [one]\nhelp played VERB [could, day, screen]\ndoctors screen VERB []\nscreen help VERB [doctors, for, show]\nfor screen VERB [disease]\nthe disease NOUN []\ndisease for ADP [the]\nbefore show VERB []\npatients show VERB []\nshow screen VERB [before, patients, symptoms]\nsymptoms show VERB []\n, said VERB []\nresearchers said VERB [at]\nat researchers NOUN [gathering]\nthe world NOUN []\nworld gathering NOUN [the, ’s]\n’s world NOUN []\nlargest gathering NOUN []\ngathering at ADP [world, largest, of]\nof gathering NOUN [oncologists]\noncologists of ADP []\nhave said VERB []\nsaid said VERB [played, ,, researchers, have, .]\n. said VERB []\n, abandoned VERB []\nPeace talks NOUN []\ntalks abandoned VERB [Peace, with]\nwith talks NOUN [Ortega]\nOrtega with ADP []\nabandoned criticizes VERB [,, talks, after, .]\nafter abandoned VERB [11]\n11 after ADP [killed]\nkilled 11 NUM [at]\nat killed VERB [protest]\nprotest at ADP [in]\nin protest NOUN [Nicaragua]\nNicaragua in ADP []\n. abandoned VERB []\n, criticizes VERB []\nKim Un PROPN []\nJong Un PROPN []\nUn criticizes VERB [Kim, Jong]\ncriticizes criticizes VERB [abandoned, ,, Un, officials, for, following, ,, displayed]\nofficials criticizes VERB []\nfor criticizes VERB [diplomacy]\n' diplomacy NOUN []\noutdated diplomacy NOUN []\ndiplomacy for ADP [', outdated, ']\n' diplomacy NOUN []\nfollowing criticizes VERB [letter]\npublic letter NOUN []\nletter following VERB [public, from]\nfrom letter NOUN [Trump]\nTrump from ADP []\n, criticizes VERB []\nThe technology NOUN []\ntechnology displayed VERB [The, of]\nof technology NOUN [printing]\n3D printing NOUN []\n- printing NOUN []\nprinting of ADP [3D, -, for]\nfor printing NOUN [generation]\nthe generation NOUN []\ngeneration for ADP [the, of]\nof generation NOUN [houses]\nhouses of ADP []\nis displayed VERB []\ndisplayed criticizes VERB [technology, is, in, under]\nin displayed VERB []\nunder displayed VERB [hours]\n24 hours NOUN []\nhours under ADP [24]\n","output_type":"stream"}]},{"cell_type":"code","source":"# For generatig questions we use two parts of sentence \nfrom textacy.spacier import utils as spacy_utils \n\ndef parasing_to_questions(sample_text): \n    \"\"\"\n    Generates a series of questions by slot filling pieces from sentences  \n    \n    \"\"\"\n    doc = nlp(spacy_sample_txt) \n    \n    results = []\n    \n    for sentence in doc.sents: \n        \n        root = sentence.root \n        \n        ask_about = spacy_utils.get_subjects_of_verb(root)\n        \n        answers = spacy_utils.get_objects_of_verb(root)\n        \n        if len(ask_about) > 0 and len(answers) > 0:\n            \n            if root.lemma_ == \"be\" :\n                \n                question = f'What {root} {ask_about[0]}?' \n                \n            else: \n                \n                question = f'What does {ask_about[0]} {root.lemma_}?' \n                \n                \n            results.append({'question': question, 'answers':answers}) \n            \n    return results \n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:17:38.924154Z","iopub.execute_input":"2023-09-03T18:17:38.924668Z","iopub.status.idle":"2023-09-03T18:17:39.880914Z","shell.execute_reply.started":"2023-09-03T18:17:38.924627Z","shell.execute_reply":"2023-09-03T18:17:39.879802Z"},"trusted":true},"execution_count":29,"outputs":[]},{"cell_type":"code","source":"\nspacy_sample_txt = df['TopNews'][5]\n\ndoc = nlp(spacy_sample_txt) \n\nspacy.displacy.render(doc, style='ent', jupyter=True)\n\n\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:17:43.556066Z","iopub.execute_input":"2023-09-03T18:17:43.557258Z","iopub.status.idle":"2023-09-03T18:17:43.714830Z","shell.execute_reply.started":"2023-09-03T18:17:43.557203Z","shell.execute_reply":"2023-09-03T18:17:43.713812Z"},"trusted":true},"execution_count":30,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">How To Buy A Mattress In \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    2018\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n, Mostly pro-government lawmakers in \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Nicaragua\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n on \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Sunday\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n set up a truth commission to investigate the deaths of \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    at least 45\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n</mark>\n anti-government, mostly student demonstrators, over \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    two weeks\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n. The \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    five\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n</mark>\n-member panel of investigators, which will act outside the legislature, \n<mark class=\"entity\" style=\"background: #bfeeb7; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Appeal Lawyers\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PRODUCT</span>\n</mark>\n | \n<mark class=\"entity\" style=\"background: #bfeeb7; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Appellate Law Firm - Brownstone Law\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PRODUCT</span>\n</mark>\n, If retired school superintendent \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Carol Speers\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n has her approach, in \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    June\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n all \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    242\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n</mark>\n colleges in \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    the Peel District School Board\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n (PDSB) might be flying a rainbow flag for \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Pride Month\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n. On this side, \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Peel\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n has fallen behind different surrounding school districts, together with \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Halton\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n, \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    York\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n, \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Durham\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n and \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Toron\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n, \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Best All-Time Celebrity Met Gala Fashion Outfits\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n, Head of \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    World Food Program\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n to visit \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    North Korea\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n, \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Video Marketing Strategy\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    2018\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n: \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    5\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n</mark>\n Reasons You Need One (Fast), Local governments in \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Japan\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n weigh the benefits of applying for a casino license, \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Trump administration\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n hired \n<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Israeli\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n</mark>\n intel firm to discredit ex-officials \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Iran\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n nuclear deal, Eufy vs \n<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Roomba\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n</mark>\n – Is the RoboVac 11+ Too Good to be True?, Man 'surfs' his car bonnet to escape as flash floods hit \n<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Turkish\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n</mark>\n capital, \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Boy Wakes After Hospital Convinces Parents\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n to Sign Papers to Donate His Organs, Miners trapped 900m underground after earthquake strikes \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Poland\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n, \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Giuliani\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n doesn't rule out that \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Trump\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n could take \n<mark class=\"entity\" style=\"background: #ff8197; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Fifth Amendment\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LAW</span>\n</mark>\n in \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Mueller\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n probe, \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Shadowgun\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n : they caught me eating:D, Verifying the End of \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    a Nuclear North Korea ‘\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\nCould Make Iran Look Easy’, Polls close in \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Lebanon\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n's \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    first\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n</mark>\n national election in \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    9 years\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n, Vapers' Tongue: What Is It and How Do I Get Rid of It?, \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Serbia\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n's police stop 'war criminal' rally from reaching ethnically-mixed village: An ultranationalist leader wanted to hold a &quot;peaceful rally&quot; in the same village where he once committed war crimes. Skirmishes broke out when opposition supporters held up a banner calling him a &quot;war criminal&quot;, Finding the right property to buy for you and your family can prove to be quite the difficult task with the way the mark, \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Turkey\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n threatens retaliation against \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    US\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n if \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Washington\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n halts weapons sales: The \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    US\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n and \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Turkey\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n are at odds over the prospect of \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Ankara\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n buying high-tech missiles from \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Russia\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n. \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Turkey\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n accuses \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Washington\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n of bullying but is also eyeing advanced \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    US\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n fighter jets, Best Sump Pump \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Alarm Reviews\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n 2018-Top Picks With \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Comparison\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n, \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    North Korea\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n: \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    US\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n pressure not behind denuclearization, \n<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Saudi Arabia’s\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n</mark>\n \n<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    King Salman\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n</mark>\n has ordered protection for employees who report financial and administrative corruption, \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Al Arabiya TV\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n reported on \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Sunday\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n, as part of an effort to combat graft that saw \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    dozens\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n</mark>\n of royals and top businessmen detained \n<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    last year\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n</mark>\n., \n<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    Holocaust Survivor\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n</mark>\n, \n<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n    102\n    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n</mark>\n, Meets Nephew After Thinking All Family Died In War</div></span>"},"metadata":{}}]},{"cell_type":"markdown","source":"\n<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <h1 style=\"font-family: 'Verdana'; color: #FF5733;\"> Generating Questions  </h1>\n</div>\n","metadata":{}},{"cell_type":"code","source":"\nprint(parasing_to_questions(spacy_sample_txt))\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:17:47.838680Z","iopub.execute_input":"2023-09-03T18:17:47.839158Z","iopub.status.idle":"2023-09-03T18:17:47.950386Z","shell.execute_reply.started":"2023-09-03T18:17:47.839119Z","shell.execute_reply":"2023-09-03T18:17:47.949100Z"},"trusted":true},"execution_count":31,"outputs":[{"name":"stdout","text":"[{'question': 'What does lawmakers set?', 'answers': [commission]}, {'question': 'What does panel fly?', 'answers': [flag]}, {'question': 'What does administration hire?', 'answers': [firm, discredit]}, {'question': 'What does leader want?', 'answers': [hold]}]\n","output_type":"stream"}]},{"cell_type":"markdown","source":"<h1 style=\"font-family: 'Lucida Sans', 'Lucida Sans Regular', 'Lucida Grande', 'Lucida Sans Unicode', Geneva, Verdana, sans-serif; text-align: center; color: #6B6E70;\">Continuous Bag of Words:</h1>","metadata":{}},{"cell_type":"markdown","source":"\n<div style=\"background-color: #FFF3E0; padding: 20px; border-radius: 10px; box-shadow: 2px 2px 10px rgba(0, 0, 0, 0.1);\">\n    <p>\n        The CBOW model architecture tries to predict the current target word (the center word) based on the source context words (surrounding words).\n    </p>\n    <p>\n        In the CBOW model, the distributed representations of context (or surrounding words) are combined to predict the word in the middle. While in the Skip-gram model, the distributed representation of the input word is used to predict the context.\n\nA prerequisite for any neural network or any supervised training technique is to have labeled training data. \n    </p>\n</div>\n","metadata":{}},{"cell_type":"code","source":"import torch \nimport torch.nn as nn\nimport numpy as np \n\ntext = df['TopNews']\ncorpus = set(text)\ncorpus_length = len(corpus) \n\nword_dict = {}\n\ninverse_word_dict = {}\n\nfor i, word in enumerate(corpus):\n    \n    word_dict[word] = i \n    \n    inverse_word_dict[i] = word\n    \ndata = []\n\nfor i in range(2, len(text) - 2): \n    \n    sentence =[text[i-2], text[i-1], text[i+1], text[i+2]]\n    \n    target = text[i]\n    \n    data.append((sentence, target))\n    \nprint(data[3])\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:19:57.518703Z","iopub.execute_input":"2023-09-03T18:19:57.519904Z","iopub.status.idle":"2023-09-03T18:19:57.614368Z","shell.execute_reply.started":"2023-09-03T18:19:57.519857Z","shell.execute_reply":"2023-09-03T18:19:57.613436Z"},"trusted":true},"execution_count":36,"outputs":[{"name":"stdout","text":"([\"Donald Trump says London hospital is 'like a war zone for stabbing wounds' as he defends US gun laws, Survey: Nine Percent Of Americans Deleted Their Facebook Accounts Following The Cambridge Analytica Scandal. Zuckerberg said there 'hasn't been any meaningful impact,' but new survey shows 17 percent of Americans deleted the app, 31 percent changed settings, nine percent deleted their accounts., South Korea's Moon, Trump to hold summit in U.S. on May 22., Indian tea seller caught using water from train toilet | World news, Trump credits Kanye West for boost in African-American poll numbers, Scores of Aboriginal stone tools discovered in Gippsland during sewer dig, Europe's biggest insurer Allianz says it will stop insuring coal-fired power plants and coal mines, 2013 Cadillac CTS Luxury Walkaround, Start up, Tour and Overview, UK Local elections: 4,000 people turned away from casting their ballot in voter ID pilot, Nico Tortorella speaks onstage throughout Rising Stars on the GLAAD Media Awards on Could 4, 2018 on the New York Hilton Midtown in New York Metropolis. (Picture by Cindy Ord/Getty Pictures for GLAAD) GLAAD celebrated the Rising Stars Luncheon on the 29th Annual GLAAD Media Awards in New Y, How to Increase Sales by Encouraging Mobile Spending, German seat on UN Security Council likely as Israel withdraws bid - Competition for two seats on the UN Security Council has eased after Israel withdrew its bid to join the 15-member body. The move means Germany and Belgium will run unopposed for a pair of nonpermanent positions., China’s schooling Trump on the art of the delay, Abi Ofarim ist tot, The 8 Best Snow Boots For Women, Kerry quietly seeking to salvage Iran deal he helped craft, Trump's Syria aid freeze hits 'White Helmets' rescue workers, US slams Turkey over population transfers in Afrin, Gang Used Drone Swarm To Thwart FBI Hostage Raid, How Many Carbs Should You Eat Per Day To Lose Weight?, Russian Troll Farm Goes After Mueller’s Files, Israeli soldiers singing in Persian for Iranian people, Labor Day 2017 Sales on Memory Foam Mattresses Compared, How a Chinese city turned all its 16,000 buses electric, Jamie Acourt arrested in Spain over suspected drug dealing\", 'Missing teen’s mom implores Canada to take notes from U.S. on searches: “We really need to, I think, restructure and reorganize how we look for missing children,” Paula Bali, mother of Mekayla Bali, said Friday., Egypt Authorities Arrest Atheist Blogger, UK says foreign minister Johnson to meet U.S. VP Pence, discuss Iran, North Korea, Tens of thousands march for Scottish independence, Justify Won The 2018 Kentucky Derby On A Muddy Day At Churchill Downs, Sweden admits that \"Swedish\" meatballs are actually Turkish, Kenyan Coffee: Everything You Need To Know, Ontario PC Chief Doug Ford says former party management hopeful Tanya Granic Allen will no longer be a candidate for the party. Ford made the announcement in a tweet simply earlier than 6 p.m. on Saturday. “We’re a party comprised of individuals with numerous views that if expressed responsibly we’, White supremacist Patrick Little is top challenger to longtime Jewish senator, Trump to stop granting temporary protected status for 57,000 Honduran refugees who have been living here legally for 20 years, making them illegal in the US by 2020, Revealed: Trump team hired spy firm for ‘dirty ops’ on Iran arms deal: Israeli agency told to find incriminating material on Obama diplomats who negotiated deal with Tehran, William and Kate release new pictures of Prince Louis, A Simple Way to Improve a Billion Lives: Eyeglasses, Dutch cop requests removal of Holocaust memorial sign, cites Israeli actions, Montreal couple agree to submit to peace bond conditions over terror fears, Air France boss resigns after 55 percent of employees turn down pay offer aimed at ending a series of strikes, Air France boss resigns after 55 percent of the 46,771 Air France employees turn down pay offer aimed at ending a series of strikes., Award-winning filmmaker Carlos Carvalho dies after giraffe head-butts him, MEGHANS BROTHER SENDS PRINCE HARRY A SECRET LETTER IT\\'S NOT TOO LATE, Australia: Free whooping cough vaccine will be offered to pregnant women from July, Shock and Thaw—Alaskan Sea Ice Just Took a Steep, Unprecedented Dive, Giuliani: Trump is \\'committed to\\' regime change in Iran, Pakistan: Polio eradication teams will visit door-to-door to vaccinate about 8 million children below the age of five years in 12 districts of Punjab, during a drive starting from Monday., Aides to Donald Trump, the US president, hired an Israeli private intelligence agency to orchestrate a “dirty ops” campaign against key individuals from the Obama administration who helped negotiate the Iran nuclear deal, the Observer can reveal., Donald Trump’s NRA speech causes anger in U.K., France', 'Over 26,000 people have crossed the border into Canada illegally since last year, but only 1% have been removed, 5 Best Memory Foam Mattresses That You Will Definitely Love, Teen awakens from coma after parents sign papers to donate his organs, Nigeria: 1,000 hostages rescued from Boko Haram, Blue Nose Pitbull Puppies for Sale: Price Range and Details, New plagiarism row for Melania Trump as pamphlet bears uncanny likeness to 2014 version, Mueller rejects Trump request to answer questions in writing, Neilson Barnard/Getty Photographs Lastly, it is the second trend lovers throughout the world have been ready for. The Met Gala 2018 crimson carpet formally begun. As determined by longtime trustee of the Metropolitan Museum of Artwork and Editor-in-Chief of Vogue, Anna Wintour, this yr, invite, China embarks on $72bn tax cuts to counter Trump trade woes, First Lady Melania Trump’s cyberbullying pamphlet is near exact copy of Obama-era FTC report, Japanese women are taking to streets to denounce Finance Minister Taro Aso over comments that make light of alleged case of sexual harassment by top bureaucrat in his ministry. \"No such thing (crime) as a sexual harassment charge. It’s not the same as charges of murder or sexual assault.\", KERRY CONFESSES: Yes, I Negotiated With Iran Behind Trump’s Back, Obama ethics chief: Trump\\'s Mar-a-Lago \\'a symbol of corruption that should set alarm bells ringing\\', Trump congratulates Putin on inauguration, hopes for ‘good relationship’, Nolah vs. Nectar – Memory Foam Talk, The Internet Thinks Melania Trump Plagiarized Her Cyberbullying Initiative, Become A Marketing Content Wizard, Monday’s Catholic fashion-themed occasion is along with the museum’s “Heavenly Our bodies” exhibit. https://pagesix.com/2018/05/07/hollywood-descends-upon-the-met-gala/ The post Hollywood descends upon the Met Gala appeared first on My style by Kartia., Trump administration\\'s \\'zero tolerance\\' border enforcement policy to separate more families, Ann Coulter Reacts to Judge Questioning Manafort Case, Ann Coulter destroyed Muslim apologist on immigration, Trump mutes his attacks on North Korea’s ‘depraved’ policies, U.S. says it will separate families crossing border illegally, Cybercrime Is Soaring In Emerging Markets, Summer (4.5 Tog) - Raymat Quilts &amp; Textiles', \"North Korean leader Kim Jong-un visits China, meets with Xi Jinping, The Moscow Project: Everything You Need to Know About Michael Cohen, Contextualized, Victims of Japan's forced sterilizations demand justice after decades of silence, Firm Tied to Russian Oligarch Made Payments to Michael Cohen, NYTimes: Firm Tied to Russian Oligarch Made Payments to Michael Cohen, Toronto’s cherry blossoms are in full bloom and their presence is making for some dreamy landscapes across the metropolis. If you have not been out to see them but, the Japanese sakura timber are set to achieve peak bloom ranges between Might 9 and 14. That is after a late begin to spring that de, Egypt, Sudan and Ethiopia have failed again to make progress on their Nile dispute as Ethiopia works to complete a massive upstream dam, Best Pedestal Sump Pump Reviews 2018 With Comparison Chart, A Snorting And Out Of It Trump Withdraws The US From Iran Deal, Foreign English teacher kicks elderly woman's suitcase, curses Taiwanese on Taipei MRT, Donald Trump slaps sanctions on Iran after formally withdrawing from nuclear deal, Lt. Gen. Boykin reacts to president trump decision by removing U.S. from Iran deal, All of the electric urban aircraft unveiled at Uber Elevate 2018 - Roadshow, New U.S. envoy warns German firms to wind down business in Iran, Oligarch Gave Michel Cohen Half a Million Dollars for.... 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self.activation_function1 = nn.ReLU()\n        self.activation_function2 = nn.LogSoftmax(dim = -1)\n\n    def forward(self, inputs):\n        embeds = sum(self.embeddings(inputs)).view(1,-1)\n        out = self.linear1(embeds)\n        out = self.activation_function1(out)\n        out = self.linear2(out)\n        out = self.activation_function2(out)\n        return out\n\n    def get_word_emdedding(self, word):\n        word = torch.LongTensor([word_dict[word]])\n        return self.embeddings(word).view(1,-1)\n    \n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:27:01.075359Z","iopub.execute_input":"2023-09-03T18:27:01.076424Z","iopub.status.idle":"2023-09-03T18:27:01.087663Z","shell.execute_reply.started":"2023-09-03T18:27:01.076378Z","shell.execute_reply":"2023-09-03T18:27:01.086302Z"},"trusted":true},"execution_count":42,"outputs":[]},{"cell_type":"code","source":"model = CBoW(corpus_length, embedding_length)\n\nloss_function = nn.NLLLoss()\noptimizer = torch.optim.SGD(model.parameters(), lr=0.01)\n\ndef make_sentence_vector(sentence, word_dict):\n    idxs = [word_dict[w] for w in sentence]\n    return torch.tensor(idxs, dtype=torch.long)\n\n# print(make_sentence_vector(['stormy','nights','when','the'], word_dict))\n","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:42:00.509073Z","iopub.execute_input":"2023-09-03T18:42:00.509580Z","iopub.status.idle":"2023-09-03T18:42:00.519679Z","shell.execute_reply.started":"2023-09-03T18:42:00.509526Z","shell.execute_reply":"2023-09-03T18:42:00.518389Z"},"trusted":true},"execution_count":47,"outputs":[]},{"cell_type":"code","source":"for epoch in range(100):\n    epoch_loss = 0\n    for sentence, target in data:\n        model.zero_grad()\n        sentence_vector = make_sentence_vector(sentence, word_dict)  \n        log_probs = model(sentence_vector)\n        loss = loss_function(log_probs, torch.tensor([word_dict[target]], dtype=torch.long))\n        loss.backward()\n        optimizer.step()\n        epoch_loss += loss.data\n    print('Epoch: '+str(epoch)+', Loss: ' + str(epoch_loss.item()))","metadata":{"execution":{"iopub.status.busy":"2023-09-03T18:37:32.202874Z","iopub.execute_input":"2023-09-03T18:37:32.204159Z","iopub.status.idle":"2023-09-03T18:40:21.849531Z","shell.execute_reply.started":"2023-09-03T18:37:32.204112Z","shell.execute_reply":"2023-09-03T18:40:21.848340Z"},"trusted":true},"execution_count":46,"outputs":[{"name":"stdout","text":"Epoch: 0, Loss: 14055.7822265625\nEpoch: 1, Loss: 13411.423828125\nEpoch: 2, Loss: 12790.5390625\nEpoch: 3, Loss: 11763.03125\nEpoch: 4, Loss: 10126.5654296875\nEpoch: 5, Loss: 7918.64013671875\nEpoch: 6, Loss: 5404.3125\nEpoch: 7, Loss: 2996.36376953125\nEpoch: 8, Loss: 1346.02490234375\nEpoch: 9, Loss: 620.0885620117188\nEpoch: 10, Loss: 354.03375244140625\nEpoch: 11, Loss: 243.51023864746094\nEpoch: 12, Loss: 195.7147979736328\nEpoch: 13, Loss: 156.13470458984375\nEpoch: 14, Loss: 131.58755493164062\nEpoch: 15, Loss: 111.48587036132812\nEpoch: 16, Loss: 96.75321197509766\nEpoch: 17, Loss: 85.81900787353516\nEpoch: 18, Loss: 77.36162567138672\nEpoch: 19, Loss: 70.69242095947266\nEpoch: 20, Loss: 65.464111328125\nEpoch: 21, Loss: 61.23456573486328\nEpoch: 22, Loss: 57.72932052612305\nEpoch: 23, Loss: 54.728965759277344\nEpoch: 24, Loss: 52.099037170410156\nEpoch: 25, Loss: 49.75516891479492\nEpoch: 26, Loss: 47.65483474731445\nEpoch: 27, Loss: 45.73695373535156\nEpoch: 28, Loss: 43.96399688720703\nEpoch: 29, Loss: 42.35432434082031\nEpoch: 30, Loss: 40.850887298583984\nEpoch: 31, Loss: 39.44766616821289\nEpoch: 32, Loss: 38.12760925292969\nEpoch: 33, Loss: 36.91220474243164\nEpoch: 34, Loss: 35.75923156738281\nEpoch: 35, Loss: 34.66685104370117\nEpoch: 36, Loss: 33.641212463378906\nEpoch: 37, Loss: 32.672019958496094\nEpoch: 38, Loss: 31.754487991333008\nEpoch: 39, Loss: 30.884180068969727\nEpoch: 40, Loss: 30.05678367614746\nEpoch: 41, Loss: 29.27284812927246\nEpoch: 42, Loss: 28.526430130004883\nEpoch: 43, Loss: 27.818973541259766\nEpoch: 44, Loss: 27.141284942626953\nEpoch: 45, Loss: 26.49056053161621\nEpoch: 46, Loss: 25.874759674072266\nEpoch: 47, Loss: 25.276758193969727\nEpoch: 48, Loss: 24.711566925048828\nEpoch: 49, Loss: 24.168209075927734\nEpoch: 50, Loss: 23.65050506591797\nEpoch: 51, Loss: 23.15042495727539\nEpoch: 52, Loss: 22.671234130859375\nEpoch: 53, Loss: 22.210548400878906\nEpoch: 54, Loss: 21.7684268951416\nEpoch: 55, Loss: 21.34154510498047\nEpoch: 56, Loss: 20.934267044067383\nEpoch: 57, Loss: 20.540775299072266\nEpoch: 58, Loss: 20.16514778137207\nEpoch: 59, Loss: 19.800622940063477\nEpoch: 60, Loss: 19.44781494140625\nEpoch: 61, Loss: 19.111339569091797\nEpoch: 62, Loss: 18.7847900390625\nEpoch: 63, Loss: 18.470739364624023\nEpoch: 64, Loss: 18.168100357055664\nEpoch: 65, Loss: 17.892011642456055\nEpoch: 66, Loss: 17.61173439025879\nEpoch: 67, Loss: 17.339426040649414\nEpoch: 68, Loss: 17.074779510498047\nEpoch: 69, Loss: 16.81863784790039\nEpoch: 70, Loss: 16.573259353637695\nEpoch: 71, Loss: 16.335826873779297\nEpoch: 72, Loss: 16.104286193847656\nEpoch: 73, Loss: 15.880616188049316\nEpoch: 74, Loss: 15.66212272644043\nEpoch: 75, Loss: 15.453243255615234\nEpoch: 76, Loss: 15.251368522644043\nEpoch: 77, Loss: 15.053646087646484\nEpoch: 78, Loss: 14.864119529724121\nEpoch: 79, Loss: 14.678744316101074\nEpoch: 80, Loss: 14.498860359191895\nEpoch: 81, Loss: 14.3239107131958\nEpoch: 82, Loss: 14.156407356262207\nEpoch: 83, Loss: 13.991654396057129\nEpoch: 84, Loss: 13.831952095031738\nEpoch: 85, Loss: 13.674466133117676\nEpoch: 86, Loss: 13.526823043823242\nEpoch: 87, Loss: 13.380064964294434\nEpoch: 88, Loss: 13.237295150756836\nEpoch: 89, Loss: 13.096343040466309\nEpoch: 90, Loss: 12.962506294250488\nEpoch: 91, Loss: 12.83251667022705\nEpoch: 92, Loss: 12.703068733215332\nEpoch: 93, Loss: 12.581788063049316\nEpoch: 94, Loss: 12.460956573486328\nEpoch: 95, Loss: 12.34195327758789\nEpoch: 96, Loss: 12.226122856140137\nEpoch: 97, Loss: 12.113533973693848\nEpoch: 98, Loss: 12.004015922546387\nEpoch: 99, Loss: 11.896316528320312\n","output_type":"stream"}]},{"cell_type":"markdown","source":"**Resources I used for this notebook** <br>\n\n- Spacy Documentation\n- Paketpublishing books on nlp and pytorch\n- @sudalairajkumar notebook on nlp \n- @NIRANT notebook on spacy\n- https://towardsdatascience.com/nlp-101-word2vec-skip-gram-and-cbow-93512ee24314\n- Nlp lab blog\n\n","metadata":{}}]}