For my data scrapping assignment I first got the final results from the Women’s Tennis tournaments: US Open and Aus. Open. After having this data, I ran a Twitter query trying to grab all the tweets from the days of the tournament, which mentioned the winner, and the loser of the specific match.
I want to answer the question of which of the players was more popular and what words were mostly related to that player the day of the match. I had some issues using Temboo to extract my data. I had to use the native Twitter API. I will try again to use Temboo to try and collect more data.
Data of the tournament:
UsOpen:
Winner: Cepelova J. Loser: Torro Flor M.T. Date: 25/08/14
Winner: Radwanska A. Loser: Fichman S. Date: 25/08/14
Winner: Kerber A. Loser: Pervak K. Date: 25/08/14
Winner: Petkovic A. Loser: Jabeur O. Date: 25/08/14
Winner: Nara K. Loser: Wozniak A. Date: 25/08/14
Winner: Bencic B. Loser: Wickmayer Y. Date: 25/08/14
Winner: Safarova L. Loser: Babos T. Date: 25/08/14
Winner: Zheng S. Loser: Voegele S. Date: 25/08/14
Winner: Halep S. Loser: Collins D.R. Date: 25/08/14
Winner: Peng S. Loser: Zheng J. Date: 25/08/14
Winner: Puig M. Loser: Smitkova T. Date: 25/08/14
Winner: Hantuchova D. Loser: Oprandi R. Date: 25/08/14
Winner: Kudryavtseva A. Loser: Duan Y.Y. Date: 25/08/14
Winner: Pironkova T. Loser: Knapp K. Date: 25/08/14
Winner: Williams V. Loser: Date Krumm K. Date: 25/08/14
Winner: Jankovic J. Loser: Jovanovski B. Date: 25/08/14
Winner: Larsson J. Loser: Razzano V. Date: 25/08/14
Winner: Rodionova An. Loser: Giorgi C. Date: 25/08/14
Winner: Bacsinszky T. Loser: Bertens K. Date: 25/08/14
Winner: Peer S. Loser: Konta J. Date: 25/08/14
Winner: Stephens S. Loser: Beck A. Date: 25/08/14
Winner: Sasnovich A. Loser: Schmiedlova A. Date: 25/08/14
Winner: Cornet A. Loser: Hesse A. Date: 25/08/14
Winner: Lucic M. Loser: Muguruza G. Date: 25/08/14
Winner: Vinci R. Loser: Ormaechea P. Date: 25/08/14
Winner: Dulgheru A. Loser: Pliskova Kr. Date: 25/08/14
Winner: Lisicki S. Loser: Abanda F. Date: 25/08/14
Winner: Brengle M. Loser: Glushko J. Date: 25/08/14
Winner: Begu I. Loser: Soler Espinosa S. Date: 25/08/14
Winner: Errani S. Loser: Flipkens K. Date: 26/08/14
Winner: Wozniacki C. Loser: Rybarikova M. Date: 26/08/14
Winner: Sharapova M. Loser: Kirilenko M. Date: 26/08/14
Winner: Barthel M. Loser: Zhang S. Date: 26/08/14
Winner: Cirstea S. Loser: Watson H. Date: 26/08/14
Winner: Dellacqua C. Loser: Mayr P. Date: 26/08/14
Winner: Wang Q. Loser: Kania P. Date: 26/08/14
Winner: Erakovic M. Loser: Kuznetsova S. Date: 26/08/14
Winner: Lepchenko V. Loser: Van Uytvanck A. Date: 26/08/14
Winner: Kanepi K. Loser: Parmentier P. Date: 26/08/14
Winner: Pliskova Ka. Loser: Meusburger Y. Date: 26/08/14
Winner: Stosur S. Loser: Davis L. Date: 26/08/14
Winner: Ivanovic A. Loser: Riske A. Date: 26/08/14
Winner: Vesnina E. Loser: Chan Y.J. Date: 26/08/14
Winner: Rogers S. Loser: Zanevska M. Date: 26/08/14
Winner: Zahlavova Strycova B. Loser: Barty A. Date: 26/08/14
Winner: Pennetta F. Loser: Goerges J. Date: 26/08/14
Winner: Hercog P. Loser: Svitolina E. Date: 26/08/14
Winner: Bouchard E. Loser: Govortsova O. Date: 26/08/14
Winner: Niculescu M. Loser: Shvedova Y. Date: 26/08/14
Winner: Mchale C. Loser: Scheepers C. Date: 26/08/14
Winner: Azarenka V. Loser: Doi M. Date: 26/08/14
Winner: Bellis C. Loser: Cibulkova D. Date: 26/08/14
Winner: Kvitova P. Loser: Mladenovic K. Date: 26/08/14
Winner: Cetkovska P. Loser: Koukalova K. Date: 26/08/14
Winner: Vandeweghe C. Loser: Vekic D. Date: 26/08/14
Winner: Diyas Z. Loser: Tsurenko L. Date: 26/08/14
Winner: Makarova E. Loser: Min G. Date: 26/08/14
Winner: King V. Loser: Schiavone F. Date: 26/08/14
Winner: Suarez Navarro C. Loser: Tomljanovic A. Date: 26/08/14
Winner: Gibbs N. Loser: Garcia C. Date: 26/08/14
Winner: Krunic A. Loser: Piter K. Date: 26/08/14
Winner: Keys M. Loser: Gajdosova J. Date: 26/08/14
Winner: Pavlyuchenkova A. Loser: Pereira T. Date: 27/08/14
Winner: Williams S. Loser: Townsend T. Date: 27/08/14
Winner: Peng S. Loser: Radwanska A. Date: 27/08/14
Winner: Bencic B. Loser: Nara K. Date: 27/08/14
Winner: Cornet A. Loser: Hantuchova D. Date: 27/08/14
Winner: Vinci R. Loser: Begu I. Date: 27/08/14
Winner: Larsson J. Loser: Stephens S. Date: 27/08/14
Winner: Kerber A. Loser: Kudryavtseva A. Date: 27/08/14
Winner: Safarova L. Loser: Zheng S. Date: 27/08/14
Winner: Halep S. Loser: Cepelova J. Date: 27/08/14
Winner: Jankovic J. Loser: Pironkova T. Date: 27/08/14
Winner: Petkovic A. Loser: Puig M. Date: 27/08/14
Winner: Sharapova M. Loser: Dulgheru A. Date: 27/08/14
Winner: Wozniacki C. Loser: Sasnovich A. Date: 27/08/14
Winner: Lucic M. Loser: Peer S. Date: 27/08/14
Winner: Lisicki S. Loser: Brengle M. Date: 27/08/14
Winner: Williams V. Loser: Bacsinszky T. Date: 28/08/14
Winner: Errani S. Loser: Rodionova An. Date: 28/08/14
Winner: Dellacqua C. Loser: Wang Q. Date: 28/08/14
Winner: Pliskova Ka. Loser: Ivanovic A. Date: 28/08/14
Winner: Pennetta F. Loser: Rogers S. Date: 28/08/14
Winner: Azarenka V. Loser: Mchale C. Date: 28/08/14
Winner: Vesnina E. Loser: Erakovic M. Date: 28/08/14
Winner: Zahlavova Strycova B. Loser: Niculescu M. Date: 28/08/14
Winner: Gibbs N. Loser: Pavlyuchenkova A. Date: 28/08/14
Winner: Lepchenko V. Loser: Barthel M. Date: 28/08/14
Winner: Williams S. Loser: King V. Date: 28/08/14
Winner: Krunic A. Loser: Keys M. Date: 28/08/14
Winner: Kvitova P. Loser: Cetkovska P. Date: 28/08/14
Winner: Suarez Navarro C. Loser: Vandeweghe C. Date: 28/08/14
Winner: Kanepi K. Loser: Stosur S. Date: 28/08/14
Winner: Makarova E. Loser: Hercog P. Date: 28/08/14
Winner: Diyas Z. Loser: Bellis C. Date: 29/08/14
Winner: Bouchard E. Loser: Cirstea S. Date: 29/08/14
Winner: Peng S. Loser: Vinci R. Date: 29/08/14
Winner: Jankovic J. Loser: Larsson J. Date: 29/08/14
Winner: Errani S. Loser: Williams V. Date: 29/08/14
Winner: Lucic M. Loser: Halep S. Date: 29/08/14
Winner: Bencic B. Loser: Kerber A. Date: 29/08/14
Winner: Safarova L. Loser: Cornet A. Date: 29/08/14
Winner: Wozniacki C. Loser: Petkovic A. Date: 29/08/14
Winner: Sharapova M. Loser: Lisicki S. Date: 30/08/14
Winner: Krunic A. Loser: Kvitova P. Date: 30/08/14
Winner: Pennetta F. Loser: Gibbs N. Date: 30/08/14
Winner: Dellacqua C. Loser: Pliskova Ka. Date: 30/08/14
Winner: Azarenka V. Loser: Vesnina E. Date: 30/08/14
Winner: Williams S. Loser: Lepchenko V. Date: 30/08/14
Winner: Kanepi K. Loser: Suarez Navarro C. Date: 30/08/14
Winner: Makarova E. Loser: Diyas Z. Date: 30/08/14
Winner: Bouchard E. Loser: Zahlavova Strycova B. Date: 31/08/14
Winner: Errani S. Loser: Lucic M. Date: 31/08/14
Winner: Wozniacki C. Loser: Sharapova M. Date: 31/08/14
Winner: Peng S. Loser: Safarova L. Date: 01/09/14
Winner: Bencic B. Loser: Jankovic J. Date: 01/09/14
Winner: Pennetta F. Loser: Dellacqua C. Date: 01/09/14
Winner: Williams S. Loser: Kanepi K. Date: 01/09/14
Winner: Makarova E. Loser: Bouchard E. Date: 01/09/14
Winner: Azarenka V. Loser: Krunic A. Date: 02/09/14
Winner: Peng S. Loser: Bencic B. Date: 02/09/14
Winner: Wozniacki C. Loser: Errani S. Date: 03/09/14
Winner: Makarova E. Loser: Azarenka V. Date: 03/09/14
Winner: Williams S. Loser: Pennetta F. Date: 04/09/14
Winner: Wozniacki C. Loser: Peng S. Date: 05/09/14
Winner: Williams S. Loser: Makarova E. Date: 05/09/14
Winner: Williams S. Loser: Wozniacki C. Date: 07/09/14
AuOpen:
Winner: Bencic B. Loser: Date Krumm K. Date: 13/01/14
Winner: Kudryavtseva A. Loser: Garcia C. Date: 13/01/14
Winner: Kerber A. Loser: Gajdosova J. Date: 13/01/14
Winner: Pliskova Ka. Loser: Parmentier P. Date: 13/01/14
Winner: Hantuchova D. Loser: Watson H. Date: 13/01/14
Winner: Makarova E. Loser: Williams V. Date: 13/01/14
Winner: Falconi I. Loser: Medina Garrigues A. Date: 13/01/14
Winner: Puig M. Loser: Tatishvili A. Date: 13/01/14
Winner: Flipkens K. Loser: Robson L. Date: 13/01/14
Winner: Dellacqua C. Loser: Zvonareva V. Date: 13/01/14
Winner: Li N. Loser: Konjuh A. Date: 13/01/14
Winner: Razzano V. Loser: Van Uytvanck A. Date: 13/01/14
Winner: Pennetta F. Loser: Cadantu A. Date: 13/01/14
Winner: Hradecka L. Loser: Vekic D. Date: 13/01/14
Winner: Ivanovic A. Loser: Bertens K. Date: 13/01/14
Winner: Bouchard E. Loser: Tang H.C. Date: 13/01/14
Winner: Keys M. Loser: Mayr P. Date: 13/01/14
Winner: Beck A. Loser: Martic P. Date: 13/01/14
Winner: Stosur S. Loser: Zakopalova K. Date: 13/01/14
Winner: Goerges J. Loser: Errani S. Date: 13/01/14
Winner: Safarova L. Loser: Glushko J. Date: 13/01/14
Winner: Barthel M. Loser: Zhang S. Date: 13/01/14
Winner: Dolonc V. Loser: Arruabarrena-Vecino L. Date: 13/01/14
Winner: Zheng J. Loser: Vinci R. Date: 13/01/14
Winner: Niculescu M. Loser: Peer S. Date: 13/01/14
Winner: Kumkhum L. Loser: Kvitova P. Date: 13/01/14
Winner: Riske A. Loser: Vesnina E. Date: 13/01/14
Winner: Lisicki S. Loser: Lucic M. Date: 13/01/14
Winner: Wickmayer Y. Loser: Pfizenmaier D. Date: 13/01/14
Winner: Pironkova T. Loser: Soler Espinosa S. Date: 13/01/14
Winner: Davis L. Loser: Vickery S. Date: 13/01/14
Winner: Williams S. Loser: Barty A. Date: 13/01/14
Winner: Cornet A. Loser: Hercog P. Date: 14/01/14
Winner: Wozniacki C. Loser: Dominguez Lino L. Date: 14/01/14
Winner: Zahlavova Strycova B. Loser: Hsieh S.W. Date: 14/01/14
Winner: Azarenka V. Loser: Larsson J. Date: 14/01/14
Winner: Mchale C. Loser: Chan Y.J. Date: 14/01/14
Winner: Halep S. Loser: Piter K. Date: 14/01/14
Winner: Suarez Navarro C. Loser: King V. Date: 14/01/14
Winner: Voskoboeva G. Loser: Begu I. Date: 14/01/14
Winner: Cibulkova D. Loser: Schiavone F. Date: 14/01/14
Winner: Giorgi C. Loser: Sanders S. Date: 14/01/14
Winner: Diyas Z. Loser: Siniakova K. Date: 14/01/14
Winner: Voegele S. Loser: Mladenovic K. Date: 14/01/14
Winner: Lepchenko V. Loser: Tsurenko L. Date: 14/01/14
Winner: Nara K. Loser: Peng S. Date: 14/01/14
Winner: Pavlyuchenkova A. Loser: Pereira T. Date: 14/01/14
Winner: Minella M. Loser: Witthoeft C. Date: 14/01/14
Winner: Jankovic J. Loser: Doi M. Date: 14/01/14
Winner: Radwanska A. Loser: Putintseva Y. Date: 14/01/14
Winner: Govortsova O. Loser: Duan Y.Y. Date: 14/01/14
Winner: Muguruza G. Loser: Kanepi K. Date: 14/01/14
Winner: Schmiedlova A. Loser: Babos T. Date: 14/01/14
Winner: Rogowska O. Loser: Duque Marino M. Date: 14/01/14
Winner: Morita A. Loser: Kichenok N. Date: 14/01/14
Winner: Tomljanovic A. Loser: Majeric T. Date: 14/01/14
Winner: Erakovic M. Loser: Cirstea S. Date: 14/01/14
Winner: Knapp K. Loser: Ormaechea P. Date: 14/01/14
Winner: Rybarikova M. Loser: Petkovic A. Date: 14/01/14
Winner: Stephens S. Loser: Shvedova Y. Date: 14/01/14
Winner: Jovanovski B. Loser: Cepelova J. Date: 14/01/14
Winner: Svitolina E. Loser: Kuznetsova S. Date: 14/01/14
Winner: Meusburger Y. Loser: Scheepers C. Date: 14/01/14
Winner: Sharapova M. Loser: Mattek-Sands B. Date: 14/01/14
Winner: Barthel M. Loser: Kumkhum L. Date: 15/01/14
Winner: Safarova L. Loser: Hradecka L. Date: 15/01/14
Winner: Li N. Loser: Bencic B. Date: 15/01/14
Winner: Makarova E. Loser: Falconi I. Date: 15/01/14
Winner: Niculescu M. Loser: Lisicki S. Date: 15/01/14
Winner: Williams S. Loser: Dolonc V. Date: 15/01/14
Winner: Pennetta F. Loser: Puig M. Date: 15/01/14
Winner: Hantuchova D. Loser: Pliskova Ka. Date: 15/01/14
Winner: Kerber A. Loser: Kudryavtseva A. Date: 15/01/14
Winner: Dellacqua C. Loser: Flipkens K. Date: 15/01/14
Winner: Riske A. Loser: Wickmayer Y. Date: 15/01/14
Winner: Zheng J. Loser: Keys M. Date: 15/01/14
Winner: Bouchard E. Loser: Razzano V. Date: 15/01/14
Winner: Stosur S. Loser: Pironkova T. Date: 15/01/14
Winner: Davis L. Loser: Goerges J. Date: 15/01/14
Winner: Ivanovic A. Loser: Beck A. Date: 15/01/14
Winner: Diyas Z. Loser: Erakovic M. Date: 16/01/14
Winner: Sharapova M. Loser: Knapp K. Date: 16/01/14
Winner: Cornet A. Loser: Giorgi C. Date: 16/01/14
Winner: Pavlyuchenkova A. Loser: Minella M. Date: 16/01/14
Winner: Svitolina E. Loser: Rogowska O. Date: 16/01/14
Winner: Suarez Navarro C. Loser: Voskoboeva G. Date: 16/01/14
Winner: Halep S. Loser: Lepchenko V. Date: 16/01/14
Winner: Cibulkova D. Loser: Voegele S. Date: 16/01/14
Winner: Muguruza G. Loser: Schmiedlova A. Date: 16/01/14
Winner: Wozniacki C. Loser: Mchale C. Date: 16/01/14
Winner: Radwanska A. Loser: Govortsova O. Date: 16/01/14
Winner: Stephens S. Loser: Tomljanovic A. Date: 16/01/14
Winner: Azarenka V. Loser: Zahlavova Strycova B. Date: 16/01/14
Winner: Jankovic J. Loser: Morita A. Date: 16/01/14
Winner: Nara K. Loser: Rybarikova M. Date: 16/01/14
Winner: Meusburger Y. Loser: Jovanovski B. Date: 16/01/14
Winner: Kerber A. Loser: Riske A. Date: 17/01/14
Winner: Pennetta F. Loser: Barthel M. Date: 17/01/14
Winner: Williams S. Loser: Hantuchova D. Date: 17/01/14
Winner: Li N. Loser: Safarova L. Date: 17/01/14
Winner: Makarova E. Loser: Niculescu M. Date: 17/01/14
Winner: Bouchard E. Loser: Davis L. Date: 17/01/14
Winner: Dellacqua C. Loser: Zheng J. Date: 17/01/14
Winner: Ivanovic A. Loser: Stosur S. Date: 17/01/14
Winner: Sharapova M. Loser: Cornet A. Date: 18/01/14
Winner: Halep S. Loser: Diyas Z. Date: 18/01/14
Winner: Jankovic J. Loser: Nara K. Date: 18/01/14
Winner: Cibulkova D. Loser: Suarez Navarro C. Date: 18/01/14
Winner: Stephens S. Loser: Svitolina E. Date: 18/01/14
Winner: Radwanska A. Loser: Pavlyuchenkova A. Date: 18/01/14
Winner: Muguruza G. Loser: Wozniacki C. Date: 18/01/14
Winner: Azarenka V. Loser: Meusburger Y. Date: 18/01/14
Winner: Pennetta F. Loser: Kerber A. Date: 19/01/14
Winner: Li N. Loser: Makarova E. Date: 19/01/14
Winner: Ivanovic A. Loser: Williams S. Date: 19/01/14
Winner: Bouchard E. Loser: Dellacqua C. Date: 19/01/14
Winner: Cibulkova D. Loser: Sharapova M. Date: 20/01/14
Winner: Halep S. Loser: Jankovic J. Date: 20/01/14
Winner: Azarenka V. Loser: Stephens S. Date: 20/01/14
Winner: Radwanska A. Loser: Muguruza G. Date: 20/01/14
Winner: Li N. Loser: Pennetta F. Date: 21/01/14
Winner: Bouchard E. Loser: Ivanovic A. Date: 21/01/14
Winner: Cibulkova D. Loser: Halep S. Date: 22/01/14
Winner: Radwanska A. Loser: Azarenka V. Date: 22/01/14
Winner: Li N. Loser: Bouchard E. Date: 23/01/14
Winner: Cibulkova D. Loser: Radwanska A. Date: 23/01/14
Winner: Li N. Loser: Cibulkova D. Date: 25/01/14
Some of my results from Titter are:
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