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+Index,Title,Genre,Director,Cast,Year,Runtime,Rating,Revenue
+0,Guardians of the Galaxy,"Action,Adventure,Sci-Fi",James Gunn,"Chris Pratt, Vin Diesel, Bradley Cooper, Zoe Saldana",2014,121,8.1,333.13
+1,Prometheus,"Adventure,Mystery,Sci-Fi",Ridley Scott,"Noomi Rapace, Logan Marshall-Green, Michael         fassbender, Charlize Theron",2012,124,7,126.46M
+2,Split,"Horror,Thriller",M. Night Shyamalan,"James McAvoy, Anya Taylor-Joy, Haley Lu Richardson, Jessica Sula",2016,117,7.3,138.12M
+3,Sing,"Animation,Comedy,Family",Christophe Lourdelet,"Matthew McConaughey,Reese Witherspoon, Seth MacFarlane, Scarlett Johansson",2016,108,7.2,270.32
+4,Suicide Squad,"Action,Adventure,Fantasy",David Ayer,"Will Smith, Jared Leto, Margot Robbie, Viola Davis",2016,123,6.2,325.02
+5,The Great Wall,"Action,Adventure,Fantasy",Yimou Zhang,"Matt Damon, Tian Jing, Willem Dafoe, Andy Lau",2016,103,6.1,45.13
+6,La La Land,"Comedy,Drama,Music",Damien Chazelle,"Ryan Gosling, Emma Stone, Rosemarie DeWitt, J.K. Simmons",2016,128,8.3,151.06M
+7,Mindhorn,Comedy,Sean Foley,"Essie Davis, Andrea Riseborough, Julian Barratt,Kenneth Branagh",2016,89,6.4,0
+8,The Lost City of Z,"Action,Adventure,Biography",James Gray,"Charlie Hunnam, Robert Pattinson, Sienna Miller, Tom Holland",2016,141,7.1,8.01
+9,Passengers,"Adventure,Drama,Romance",Morten Tyldum,"Jennifer Lawrence, Chris Pratt, Michael Sheen,Laurence Fishburne",2016,116,7,100.01M
+10,Fantastic Beasts and Where to Find Them,"Adventure,Family,Fantasy",David Yates,"Eddie Redmayne, Katherine Waterston, Alison Sudol,Dan Fogler",2016,133,7.5,234.02
+11,Hidden Figures,"Biography,Drama,History",Theodore Melfi,"Taraji P. Henson, Octavia Spencer, Janelle Monáe,Kevin Costner",2016,127,7.8,169.27M
+12,Rogue One,"Action,Adventure,Sci-Fi",Gareth Edwards,"Felicity Jones, Diego Luna, Alan Tudyk, Donnie Yen",2016,133,7.9,532.17
+13,Moana,"Animation,Adventure,Comedy",Ron Clements,"Auli'i Cravalho, Dwayne Johnson, Rachel House, Temuera Morrison",2016,107,7.7,248.75
+14,Colossal,"Action,Comedy,Drama",Nacho Vigalondo,"Anne Hathaway, Jason Sudeikis, Austin Stowell,Tim Blake Nelson",2016,109,6.4,2.87
+15,The Secret Life of Pets,"Animation,Adventure,Comedy",Chris Renaud,"Louis C.K., Eric Stonestreet, Kevin Hart, Lake Bell",2016,87,6.6,368.31
+16,Hacksaw Ridge,"Biography,Drama,History",Mel Gibson,"Andrew Garfield, Sam Worthington, Luke Bracey,Teresa Palmer",2016,139,8.2,67.12
+17,Jason Bourne,"Action,Thriller",Paul Greengrass,"Matt Damon, Tommy Lee Jones, Alicia Vikander,Vincent Cassel",2016,123,6.7,162.16M
+18,Lion,"Biography,Drama",Garth Davis,"Dev Patel, Nicole Kidman, Rooney Mara, Sunny Pawar",2016,118,8.1,51.69
+19,Arrival,"Drama,Mystery,Sci-Fi",Denis Villeneuve,"Amy Adams, Jeremy Renner, Forest Whitaker,Michael Stuhlbarg",2016,116,8,100.5M
+20,Gold,"Adventure,Drama,Thriller",Stephen Gaghan,"Matthew McConaughey, Edgar Ramírez, Bryce Dallas Howard, Corey Stoll",2016,120,6.7,7.22
+21,Manchester by the Sea,Drama,Kenneth Lonergan,"Casey Affleck, Michelle Williams, Kyle Chandler,Lucas Hedges",2016,137,7.9,47.7
+22,Hounds of Love,"Crime,Drama,Horror",Ben Young,"Emma Booth, Ashleigh Cummings, Stephen Curry,Susie Porter",2016,108,6.7,0
+23,Trolls,"Animation,Adventure,Comedy",Walt Dohrn,"Anna Kendrick, Justin Timberlake,Zooey Deschanel, Christopher Mintz-Plasse",2016,92,6.5,153.69M
+24,Independence Day: Resurgence,"Action,Adventure,Sci-Fi",Roland Emmerich,"Liam Hemsworth, Jeff Goldblum, Bill Pullman,Maika Monroe",2016,120,5.3,103.14M
+25,Paris pieds nus,Comedy,Dominique Abel,"Fiona Gordon, Dominique Abel,Emmanuelle Riva, Pierre Richard",2016,83,6.8,0
+26,Bahubali: The Beginning,"Action,Adventure,Drama",S.S. Rajamouli,"Prabhas, Rana Daggubati, Anushka Shetty,Tamannaah Bhatia",2015,159,8.3,6.5
+27,Dead Awake,"Horror,Thriller",Phillip Guzman,"Jocelin Donahue, Jesse Bradford, Jesse Borrego,Lori Petty",2016,99,4.7,0.01
+28,Bad Moms,Comedy,Jon Lucas,"Mila Kunis, Kathryn Hahn, Kristen Bell,Christina Applegate",2016,100,6.2,113.08M
+29,Assassin's Creed,"Action,Adventure,Drama",Justin Kurzel,"Michael      Fassbender, Marion Cotillard, Jeremy Irons,Brendan Gleeson",2016,115,5.9,54.65
+30,Why Him?,Comedy,John Hamburg,"Zoey Deutch, James Franco, Tangie Ambrose,Cedric the Entertainer",2016,111,6.3,60.31
+31,Nocturnal Animals,"Drama,Thriller",Tom Ford,"Amy Adams, Jake Gyllenhaal, Michael Shannon, Aaron Taylor-Johnson",2016,116,7.5,10.64
+32,X-Men: Apocalypse,"Action,Adventure,Sci-Fi",Bryan Singer,"James McAvoy, Michael Fassbender, Jennifer Lawrence, Nicholas Hoult",2016,144,7.1,155.33M
+33,Deadpool,"Action,Adventure,Comedy",Tim Miller,"Ryan Reynolds, Morena Baccarin, T.J. Miller, Ed Skrein",2016,108,8,363.02
+34,Resident Evil: The Final Chapter,"Action,Horror,Sci-Fi",Paul W.S. Anderson,"Milla Jovovich, Iain Glen, Ali Larter, Shawn Roberts",2016,107,5.6,26.84
+35,Captain America: Civil War,"Action,Adventure,Sci-Fi",Anthony Russo,"Chris Evans, Robert Downey Jr.,Scarlett Johansson, Sebastian Stan",2016,147,7.9,408.08
+36,Interstellar,"Adventure,Drama,Sci-Fi",Christopher Nolan,"Matthew McConaughey, Anne Hathaway, Jessica Chastain, Mackenzie Foy",2014,169,8.6,187.99M
+37,Doctor Strange,"Action,Adventure,Fantasy",Scott Derrickson,"Benedict Cumberbatch, Chiwetel Ejiofor, Rachel McAdams, Benedict Wong",2016,115,7.6,232.6
+38,The Magnificent Seven,"Action,Adventure,Western",Antoine Fuqua,"Denzel      washington, Chris Pratt, Ethan Hawke,Vincent D'Onofrio",2016,132,6.9,93.38
+39,5/25/1977,"Comedy,Drama",Patrick Read Johnson,"John Francis Daley, Austin Pendleton, Colleen Camp, Neil Flynn",2007,113,7.1,0
+40,Sausage Party,"Animation,Adventure,Comedy",Greg Tiernan,"Seth Rogen, Kristen Wiig, Jonah Hill, Alistair Abell",2016,89,6.3,97.66
+41,Moonlight,Drama,Barry Jenkins,"Mahershala Ali, Shariff Earp, Duan Sanderson, Alex R. Hibbert",2016,111,7.5,27.85
+42,Don't Fuck in the Woods,Horror,Shawn Burkett,"Brittany Blanton, Ayse Howard, Roman Jossart,Nadia White",2016,73,2.7,0
+43,The Founder,"Biography,Drama,History",John Lee Hancock,"Michael Keaton, Nick Offerman, John Carroll Lynch, Linda Cardellini",2016,115,7.2,12.79
+44,Lowriders,Drama,Ricardo de Montreuil,"Gabriel Chavarria, Demián Bichir, Theo Rossi,Tony Revolori",2016,99,6.3,4.21
+45,Pirates of the Caribbean: On Stranger Tides,"Action,Adventure,Fantasy",Rob Marshall,"Johnny Depp, Penélope Cruz, Ian McShane, Geoffrey Rush",2011,136,6.7,241.06
+46,Miss Sloane,"Drama,Thriller",John Madden,"Jessica Chastain, Mark Strong, Gugu Mbatha-Raw,Michael Stuhlbarg",2016,132,7.3,3.44
+47,Fallen,"Adventure,Drama,Fantasy",Scott Hicks,"Hermione Corfield, Addison Timlin, Joely Richardson,Jeremy Irvine",2016,91,5.6,0
+48,Star Trek Beyond,"Action,Adventure,Sci-Fi",Justin Lin,"Chris Pine, Zachary Quinto, Karl Urban, Zoe Saldana",2016,122,7.1,158.8M
+49,The Last Face,Drama,Sean Penn,"Charlize Theron, Javier Bardem, Adèle Exarchopoulos,Jared Harris",2016,130,3.7,0
+50,Star Wars: Episode VII - The Force Awakens,"Action,Adventure,Fantasy",J.J. Abrams,"Daisy Ridley, John Boyega, Oscar Isaac, Domhnall Gleeson",2015,136,8.1,936.63
+51,Underworld: Blood Wars,"Action,Adventure,Fantasy",Anna Foerster,"Kate Beckinsale, Theo James, Tobias Menzies, Lara Pulver",2016,91,5.8,30.35
+52,Mother's Day,"Comedy,Drama",Garry Marshall,"Jennifer Aniston, Kate Hudson, Julia Roberts, Jason Sudeikis",2016,118,5.6,32.46
+53,John Wick,"Action,Crime,Thriller",Chad Stahelski,"Keanu Reeves, Michael Nyqvist, Alfie Allen, Willem Dafoe",2014,101,7.2,43
+54,The Dark Knight,"Action,Crime,Drama",Christopher Nolan,"Christian Bale, Heath Ledger, Aaron Eckhart,Michael Caine",2008,152,9,533.32
+55,Silence,"Adventure,Drama,History",Martin Scorsese,"Andrew Garfield, Adam Driver, Liam Neeson,Tadanobu Asano",2016,161,7.3,7.08
+56,Don't Breathe,"Crime,Horror,Thriller",Fede Alvarez,"Stephen Lang, Jane Levy, Dylan Minnette, Daniel Zovatto",2016,88,7.2,89.21
+57,Me Before You,"Drama,Romance",Thea Sharrock,"Emilia Clarke, Sam Claflin, Janet McTeer, Charles Dance",2016,106,7.4,56.23
+58,Their Finest,"Comedy,Drama,Romance",Lone Scherfig,"Gemma Arterton, Sam Claflin, Bill Nighy, Jack Huston",2016,117,7,3.18
+59,Sully,"Biography,Drama",Clint Eastwood,"Tom Hanks, Aaron Eckhart, Laura Linney, Valerie Mahaffey",2016,96,7.5,125.07M
+60,Batman v Superman: Dawn of Justice,"Action,Adventure,Sci-Fi",Zack Snyder,"Ben Affleck, Henry Cavill, Amy Adams, Jesse Eisenberg",2016,151,6.7,330.25
+61,The Autopsy of Jane Doe,"Horror,Mystery,Thriller",André Øvredal,"Brian Cox, Emile Hirsch, Ophelia Lovibond, Michael McElhatton",2016,86,6.8,0
+62,The Girl on the Train,"Crime,Drama,Mystery",Tate Taylor,"Emily Blunt, Haley Bennett, Rebecca Ferguson, Justin Theroux",2016,112,6.5,75.31
+63,Fifty Shades of Grey,"Drama,Romance,Thriller",Sam Taylor-Johnson,"Dakota Johnson, Jamie Dornan, Jennifer Ehle,Eloise Mumford",2015,125,4.1,166.15M
+64,The Prestige,"Drama,Mystery,Sci-Fi",Christopher Nolan,"Christian Bale, Hugh Jackman, Scarlett Johansson, Michael Caine",2006,130,8.5,53.08
+65,Kingsman: The Secret Service,"Action,Adventure,Comedy",Matthew Vaughn,"Colin Firth, Taron Egerton, Samuel L. Jackson,Michael Caine",2014,129,7.7,128.25M
+66,Patriots Day,"Drama,History,Thriller",Peter Berg,"Mark Wahlberg, Michelle Monaghan, J.K. Simmons, John Goodman",2016,133,7.4,31.86
+67,Mad Max: Fury Road,"Action,Adventure,Sci-Fi",George Miller,"Tom Hardy, Charlize Theron, Nicholas Hoult, Zoë Kravitz",2015,120,8.1,153.63M
+68,Wakefield,Drama,Robin Swicord,"Bryan Cranston, Jennifer Garner, Beverly D'Angelo,Jason O'Mara",2016,106,7.5,0.01
+69,Deepwater Horizon,"Action,Drama,Thriller",Peter Berg,"Mark Wahlberg, Kurt Russell, Douglas M. Griffin, James DuMont",2016,107,7.2,61.28
+70,The Promise,"Drama,History",Terry George,"Oscar Isaac, Charlotte Le Bon, Christian Bale, Daniel Giménez Cacho",2016,133,5.9,0
+71,Allied,"Action,Drama,Romance",Robert Zemeckis,"Brad Pitt, Marion Cotillard, Jared Harris, Vincent Ebrahim",2016,124,7.1,40.07
+72,A Monster Calls,"Drama,Fantasy",J.A. Bayona,"Lewis MacDougall, Sigourney Weaver, Felicity Jones,Toby Kebbell",2016,108,7.5,3.73
+73,Collateral Beauty,"Drama,Romance",David Frankel,"Will Smith, Edward Norton, Kate Winslet, Michael Peña",2016,97,6.8,30.98
+74,Zootopia,"Animation,Adventure,Comedy",Byron Howard,"Ginnifer Goodwin, Jason Bateman, Idris Elba, Jenny Slate",2016,108,8.1,341.26
+75,Pirates of the Caribbean: At World's End,"Action,Adventure,Fantasy",Gore Verbinski,"Johnny Depp, Orlando Bloom, Keira Knightley,Geoffrey Rush",2007,169,7.1,309.4
+76,The Avengers,"Action,Sci-Fi",Joss Whedon,"Robert Downey Jr., Chris Evans, Scarlett Johansson,Jeremy Renner",2012,143,8.1,623.28
+77,Inglourious Basterds,"Adventure,Drama,War",Quentin Tarantino,"Brad Pitt, Diane Kruger, Eli Roth,Mélanie Laurent",2009,153,8.3,120.52M
+78,Pirates of the Caribbean: Dead Man's Chest,"Action,Adventure,Fantasy",Gore Verbinski,"Johnny Depp, Orlando Bloom, Keira Knightley, Jack Davenport",2006,151,7.3,423.03
+79,Ghostbusters,"Action,Comedy,Fantasy",Paul Feig,"Melissa McCarthy, Kristen Wiig, Kate McKinnon, Leslie Jones",2016,116,5.3,128.34M
+80,Inception,"Action,Adventure,Sci-Fi",Christopher Nolan,"Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen Page, Ken Watanabe",2010,148,8.8,292.57
+81,Captain Fantastic,"Comedy,Drama",Matt Ross,"Viggo Mortensen, George MacKay, Samantha Isler,Annalise Basso",2016,118,7.9,5.88
+82,The Wolf of Wall Street,"Biography,Comedy,Crime",Martin Scorsese,"Leonardo DiCaprio, Jonah Hill, Margot Robbie,Matthew McConaughey",2013,180,8.2,116.87M
+83,Gone Girl,"Crime,Drama,Mystery",David Fincher,"Ben Affleck, Rosamund Pike, Neil Patrick Harris,Tyler Perry",2014,149,8.1,167.74M
+84,Furious Seven,"Action,Crime,Thriller",James Wan,"Vin Diesel, Paul Walker, Dwayne Johnson, Jason Statham",2015,137,7.2,350.03
+85,Jurassic World,"Action,Adventure,Sci-Fi",Colin Trevorrow,"Chris Pratt, Bryce Dallas Howard, Ty Simpkins,Judy Greer",2015,124,7,652.18
+86,Live by Night,"Crime,Drama",Ben Affleck,"Ben Affleck, Elle Fanning, Brendan Gleeson, Chris Messina",2016,129,6.4,10.38
+87,Avatar,"Action,Adventure,Fantasy",James Cameron,"Sam Worthington, Zoe Saldana, Sigourney Weaver, Michelle Rodriguez",2009,162,7.8,760.51
+88,The Hateful Eight,"Crime,Drama,Mystery",Quentin Tarantino,"Samuel L. Jackson, Kurt Russell, Jennifer Jason Leigh, Walton Goggins",2015,187,7.8,54.12
+89,The Accountant,"Action,Crime,Drama",Gavin O'Connor,"Ben Affleck, Anna Kendrick, J.K. Simmons, Jon Bernthal",2016,128,7.4,86.2
+90,Prisoners,"Crime,Drama,Mystery",Denis Villeneuve,"Hugh Jackman, Jake Gyllenhaal, Viola Davis,Melissa Leo",2013,153,8.1,60.96
+91,Warcraft,"Action,Adventure,Fantasy",Duncan Jones,"Travis Fimmel, Paula Patton, Ben Foster, Dominic Cooper",2016,123,7,47.17
+92,The Help,Drama,Tate Taylor,"Emma Stone, Viola Davis, Octavia Spencer, Bryce Dallas Howard",2011,146,8.1,169.71M
+93,War Dogs,"Comedy,Crime,Drama",Todd Phillips,"Jonah Hill, Miles Teller, Steve Lantz, Gregg Weiner",2016,114,7.1,43.02
+94,Avengers: Age of Ultron,"Action,Adventure,Sci-Fi",Joss Whedon,"Robert Downey Jr., Chris Evans, Mark Ruffalo, Chris Hemsworth",2015,141,7.4,458.99
+95,The Nice Guys,"Action,Comedy,Crime",Shane Black,"Russell Crowe, Ryan Gosling, Angourie Rice, Matt Bomer",2016,116,7.4,36.25
+96,Kimi no na wa,"Animation,Drama,Fantasy",Makoto Shinkai,"Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Narita, Aoi Yuki",2016,106,8.6,4.68
+97,The Void,"Horror,Mystery,Sci-Fi",Jeremy Gillespie,"Aaron Poole, Kenneth Welsh,Daniel Fathers, Kathleen Munroe",2016,90,5.8,0.15
+98,Personal Shopper,"Drama,Mystery,Thriller",Olivier Assayas,"Kristen Stewart, Lars Eidinger, Sigrid Bouaziz,Anders Danielsen Lie",2016,105,6.3,1.29
+99,The Departed,"Crime,Drama,Thriller",Martin Scorsese,"Leonardo DiCaprio, Matt Damon, Jack Nicholson, Mark Wahlberg",2006,151,8.5,132.37M
+100,Legend,"Biography,Crime,Drama",Brian Helgeland,"Tom Hardy, Emily Browning, Taron Egerton, Paul Anderson",2015,132,7,1.87
+101,Thor,"Action,Adventure,Fantasy",Kenneth Branagh,"Chris Hemsworth, Anthony Hopkins, Natalie Portman, Tom Hiddleston",2011,115,7,181.02M
+102,The Martian,"Adventure,Drama,Sci-Fi",Ridley Scott,"Matt Damon, Jessica Chastain, Kristen Wiig, Kate Mara",2015,144,8,228.43
+103,Contratiempo,"Crime,Mystery,Thriller",Oriol Paulo,"Mario Casas, Ana Wagener, José Coronado, Bárbara Lennie",2016,106,7.9,0
+104,The Man from U.N.C.L.E.,"Action,Adventure,Comedy",Guy Ritchie,"Henry Cavill, Armie Hammer, Alicia Vikander, Elizabeth Debicki",2015,116,7.3,45.43
+105,Hell or High Water,"Crime,Drama,Thriller",David Mackenzie,"Chris Pine, Ben Foster, Jeff Bridges, Gil Birmingham",2016,102,7.7,26.86
+106,The Comedian,Comedy,Taylor Hackford,"Robert De Niro, Leslie Mann, Danny DeVito, Edie Falco",2016,120,5.4,1.66
+107,The Legend of Tarzan,"Action,Adventure,Drama",David Yates,"Alexander Skarsgård, Rory J. Saper, Christian Stevens, Christoph Waltz",2016,110,6.3,126.59M
+108,All We Had,Drama,Katie Holmes,"Eve Lindley, Richard Kind, Mark Consuelos, Katherine Reis",2016,105,5.8,0
+109,Ex Machina,"Drama,Mystery,Sci-Fi",Alex Garland,"Alicia Vikander, Domhnall Gleeson, Oscar Isaac,Sonoya Mizuno",2014,108,7.7,25.44
+110,The Belko Experiment,"Action,Horror,Thriller",Greg McLean,"John Gallagher Jr., Tony Goldwyn, Adria Arjona, John C. McGinley",2016,89,6.3,10.16
+111,12 Years a Slave,"Biography,Drama,History",Steve McQueen,"Chiwetel Ejiofor, Michael Kenneth Williams, Michael Fassbender, Brad Pitt",2013,134,8.1,56.67
+112,The Bad Batch,"Romance,Sci-Fi",Ana Lily Amirpour,"Keanu Reeves, Jason Momoa, Jim Carrey, Diego Luna",2016,118,6.1,0
+113,300,"Action,Fantasy,War",Zack Snyder,"Gerard Butler, Lena Headey, David Wenham, Dominic West",2006,117,7.7,210.59
+114,Harry Potter and the Deathly Hallows: Part 2,"Adventure,Drama,Fantasy",David Yates,"Daniel Radcliffe, Emma Watson, Rupert Grint, Michael Gambon",2011,130,8.1,380.96
+115,Office Christmas Party,Comedy,Josh Gordon,"Jason Bateman, Olivia Munn, T.J. Miller,Jennifer Aniston",2016,105,5.8,54.73
+116,The Neon Demon,"Horror,Thriller",Nicolas Winding Refn,"Elle Fanning, Christina Hendricks, Keanu Reeves, Karl Glusman",2016,118,6.2,1.33
+117,Dangal,"Action,Biography,Drama",Nitesh Tiwari,"Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,Sanya Malhotra",2016,161,8.8,11.15
+118,10 Cloverfield Lane,"Drama,Horror,Mystery",Dan Trachtenberg,"John Goodman, Mary Elizabeth Winstead, John Gallagher Jr., Douglas M. Griffin",2016,104,7.2,71.9
+119,Finding Dory,"Animation,Adventure,Comedy",Andrew Stanton,"Ellen DeGeneres, Albert Brooks,Ed O'Neill, Kaitlin Olson",2016,97,7.4,486.29
+120,Miss Peregrine's Home for Peculiar Children,"Adventure,Drama,Family",Tim Burton,"Eva Green, Asa Butterfield, Samuel L. Jackson, Judi Dench",2016,127,6.7,87.24
+121,Divergent,"Adventure,Mystery,Sci-Fi",Neil Burger,"Shailene Woodley, Theo James, Kate Winslet, Jai Courtney",2014,139,6.7,150.83M
+122,Mike and Dave Need Wedding Dates,"Adventure,Comedy,Romance",Jake Szymanski,"Zac Efron, Adam Devine, Anna Kendrick, Aubrey Plaza",2016,98,6,46.01
+123,Boyka: Undisputed IV,Action,Todor Chapkanov,"Scott Adkins, Teodora Duhovnikova, Alon Aboutboul, Julian Vergov",2016,86,7.4,0
+124,The Dark Knight Rises,"Action,Thriller",Christopher Nolan,"Christian Bale, Tom Hardy, Anne Hathaway,Gary Oldman",2012,164,8.5,448.13
+125,The Jungle Book,"Adventure,Drama,Family",Jon Favreau,"Neel Sethi, Bill Murray, Ben Kingsley, Idris Elba",2016,106,7.5,364
+126,Transformers: Age of Extinction,"Action,Adventure,Sci-Fi",Michael Bay,"Mark Wahlberg, Nicola Peltz, Jack Reynor, Stanley Tucci",2014,165,5.7,245.43
+127,Nerve,"Adventure,Crime,Mystery",Henry Joost,"Emma Roberts, Dave Franco, Emily Meade, Miles Heizer",2016,96,6.6,38.56
+128,Mamma Mia!,"Comedy,Family,Musical",Phyllida Lloyd,"Meryl Streep, Pierce Brosnan, Amanda Seyfried,Stellan Skarsgård",2008,108,6.4,143.7M
+129,The Revenant,"Adventure,Drama,Thriller",Alejandro González Iñárritu,"Leonardo DiCaprio, Tom Hardy, Will Poulter, Domhnall Gleeson",2015,156,8,183.64M
+130,Fences,Drama,Denzel Washington,"Denzel  Washington, Viola Davis, Stephen Henderson, Jovan Adepo",2016,139,7.3,57.64
+131,Into the Woods,"Adventure,Comedy,Drama",Rob Marshall,"Anna Kendrick, Meryl Streep, Chris Pine, Emily Blunt",2014,125,6,128M
+132,The Shallows,"Drama,Horror,Thriller",Jaume Collet-Serra,"Blake Lively, Óscar Jaenada, Angelo Josue Lozano Corzo, Brett Cullen",2016,86,6.4,55.12
+133,Whiplash,"Drama,Music",Damien Chazelle,"Miles Teller, J.K. Simmons, Melissa Benoist, Paul Reiser",2014,107,8.5,13.09
+134,Furious 6,"Action,Crime,Thriller",Justin Lin,"Vin Diesel, Paul Walker, Dwayne Johnson, Michelle Rodriguez",2013,130,7.1,238.67
+135,The Place Beyond the Pines,"Crime,Drama,Thriller",Derek Cianfrance,"Ryan Gosling, Bradley Cooper, Eva Mendes,Craig Van Hook",2012,140,7.3,21.38
+136,No Country for Old Men,"Crime,Drama,Thriller",Ethan Coen,"Tommy Lee Jones, Javier Bardem, Josh Brolin, Woody Harrelson",2007,122,8.1,74.27
+137,The Great Gatsby,"Drama,Romance",Baz Luhrmann,"Leonardo DiCaprio, Carey Mulligan, Joel Edgerton,Tobey Maguire",2013,143,7.3,144.81M
+138,Shutter Island,"Mystery,Thriller",Martin Scorsese,"Leonardo DiCaprio, Emily Mortimer, Mark Ruffalo,Ben Kingsley",2010,138,8.1,127.97M
+139,Brimstone,"Mystery,Thriller,Western",Martin Koolhoven,"Dakota Fanning, Guy Pearce, Kit Harington,Carice van Houten",2016,148,7.1,0
+140,Star Trek,"Action,Adventure,Sci-Fi",J.J. Abrams,"Chris Pine, Zachary Quinto, Simon Pegg, Leonard Nimoy",2009,127,8,257.7
+141,Diary of a Wimpy Kid,"Comedy,Family",Thor Freudenthal,"Zachary Gordon, Robert Capron, Rachael Harris,Steve Zahn",2010,94,6.2,64
+142,The Big Short,"Biography,Comedy,Drama",Adam McKay,"Christian Bale, Steve Carell, Ryan Gosling, Brad Pitt",2015,130,7.8,70.24
+143,Room,Drama,Lenny Abrahamson,"Brie Larson, Jacob Tremblay, Sean Bridgers,Wendy Crewson",2015,118,8.2,14.68
+144,Django Unchained,"Drama,Western",Quentin Tarantino,"Jamie Foxx, Christoph Waltz, Leonardo DiCaprio,Kerry Washington",2012,165,8.4,162.8M
+145,Ah-ga-ssi,"Drama,Mystery,Romance",Chan-wook Park,"Min-hee Kim, Jung-woo Ha, Jin-woong Jo, So-ri Moon",2016,144,8.1,2.01
+146,The Edge of Seventeen,"Comedy,Drama",Kelly Fremon Craig,"Hailee Steinfeld, Haley Lu Richardson, Blake Jenner, Kyra Sedgwick",2016,104,7.4,14.26
+147,Watchmen,"Action,Drama,Mystery",Zack Snyder,"Jackie Earle Haley, Patrick Wilson, Carla Gugino,Malin Akerman",2009,162,7.6,107.5M
+148,Superbad,Comedy,Greg Mottola,"Michael Cera, Jonah Hill, Christopher Mintz-Plasse, Bill Hader",2007,113,7.6,121.46M
+149,Inferno,"Action,Adventure,Crime",Ron Howard,"Tom Hanks, Felicity Jones, Irrfan Khan, Ben Foster",2016,121,6.2,34.26
+150,The BFG,"Adventure,Family,Fantasy",Steven Spielberg,"Mark Rylance, Ruby Barnhill, Penelope Wilton,Jemaine Clement",2016,117,6.4,55.47
+151,The Hunger Games,"Adventure,Sci-Fi,Thriller",Gary Ross,"Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth,Stanley Tucci",2012,142,7.2,408
+152,White Girl,Drama,Elizabeth Wood,"Morgan Saylor, Brian Marc, Justin Bartha, Adrian Martinez",2016,88,5.8,0.2
+153,Sicario,"Action,Crime,Drama",Denis Villeneuve,"Emily Blunt, Josh Brolin, Benicio Del Toro, Jon Bernthal",2015,121,7.6,46.88
+154,Twin Peaks: The Missing Pieces,"Drama,Horror,Mystery",David Lynch,"Chris Isaak, Kiefer Sutherland, C.H. Evans, Sandra Kinder",2014,91,8.1,0
+155,Aliens vs Predator - Requiem,"Action,Horror,Sci-Fi",Colin Strause,"Reiko Aylesworth, Steven Pasquale,Shareeka Epps, John Ortiz",2007,94,4.7,41.8
+156,Pacific Rim,"Action,Adventure,Sci-Fi",Guillermo del Toro,"Idris Elba, Charlie Hunnam, Rinko Kikuchi,Charlie Day",2013,131,7,101.79M
+157,"Crazy, Stupid, Love.","Comedy,Drama,Romance",Glenn Ficarra,"Steve Carell, Ryan Gosling, Julianne Moore, Emma Stone",2011,118,7.4,84.24
+158,Scott Pilgrim vs. the World,"Action,Comedy,Fantasy",Edgar Wright,"Michael Cera, Mary Elizabeth Winstead, Kieran Culkin, Alison Pill",2010,112,7.5,31.49
+159,Hot Fuzz,"Action,Comedy,Mystery",Edgar Wright,"Simon Pegg, Nick Frost, Martin Freeman, Bill Nighy",2007,121,7.9,23.62
+160,Mine,"Thriller,War",Fabio Guaglione,"Armie Hammer, Annabelle Wallis,Tom Cullen, Clint Dyer",2016,106,6,0
+161,Free Fire,"Action,Comedy,Crime",Ben Wheatley,"Sharlto Copley, Brie Larson, Armie Hammer, Cillian Murphy",2016,90,7,1.8
+162,X-Men: Days of Future Past,"Action,Adventure,Sci-Fi",Bryan Singer,"Patrick Stewart, Ian McKellen, Hugh Jackman, James McAvoy",2014,132,8,233.91
+163,Jack Reacher: Never Go Back,"Action,Adventure,Crime",Edward Zwick,"Tom Cruise, Cobie Smulders, Aldis Hodge, Robert Knepper",2016,118,6.1,58.4
+164,Casino Royale,"Action,Adventure,Thriller",Martin Campbell,"Daniel Craig, Eva Green, Judi Dench, Jeffrey Wright",2006,144,8,167.01M
+165,Twilight,"Drama,Fantasy,Romance",Catherine Hardwicke,"Kristen Stewart, Robert Pattinson, Billy Burke,Sarah Clarke",2008,122,5.2,191.45M
+166,Now You See Me 2,"Action,Adventure,Comedy",Jon M. Chu,"Jesse Eisenberg, Mark Ruffalo, Woody Harrelson, Dave Franco",2016,129,6.5,65.03
+167,Woman in Gold,"Biography,Drama,History",Simon Curtis,"Helen Mirren, Ryan Reynolds, Daniel Brühl, Katie Holmes",2015,109,7.3,33.31
+168,13 Hours,"Action,Drama,History",Michael Bay,"John Krasinski, Pablo Schreiber, James Badge Dale,David Denman",2016,144,7.3,52.82
+169,Spectre,"Action,Adventure,Thriller",Sam Mendes,"Daniel Craig, Christoph Waltz, Léa Seydoux, Ralph Fiennes",2015,148,6.8,200.07
+170,Nightcrawler,"Crime,Drama,Thriller",Dan Gilroy,"Jake Gyllenhaal, Rene Russo, Bill Paxton, Riz Ahmed",2014,118,7.9,32.28
+171,Kubo and the Two Strings,"Animation,Adventure,Family",Travis Knight,"Charlize Theron, Art Parkinson, Matthew McConaughey, Ralph Fiennes",2016,101,7.9,48.02
+172,Beyond the Gates,"Adventure,Horror",Jackson Stewart,"Graham Skipper, Chase Williamson, Brea Grant,Barbara Crampton",2016,84,5.2,0
+173,Her,"Drama,Romance,Sci-Fi",Spike Jonze,"Joaquin Phoenix, Amy Adams, Scarlett Johansson,Rooney Mara",2013,126,8,25.56
+174,Frozen,"Animation,Adventure,Comedy",Chris Buck,"Kristen Bell, Idina Menzel, Jonathan Groff, Josh Gad",2013,102,7.5,400.74
+175,Tomorrowland,"Action,Adventure,Family",Brad Bird,"George Clooney, Britt Robertson, Hugh Laurie, Raffey Cassidy",2015,130,6.5,93.42
+176,Dawn of the Planet of the Apes,"Action,Adventure,Drama",Matt Reeves,"Gary Oldman, Keri Russell, Andy Serkis, Kodi Smit-McPhee",2014,130,7.6,208.54
+177,Tropic Thunder,"Action,Comedy",Ben Stiller,"Ben Stiller, Jack Black, Robert Downey Jr., Jeff Kahn",2008,107,7,110.42M
+178,The Conjuring 2,"Horror,Mystery,Thriller",James Wan,"Vera Farmiga, Patrick Wilson, Madison Wolfe, Frances O'Connor",2016,134,7.4,102.46M
+179,Ant-Man,"Action,Adventure,Comedy",Peyton Reed,"Paul Rudd, Michael Douglas, Corey Stoll, Evangeline Lilly",2015,117,7.3,180.19M
+180,Bridget Jones's Baby,"Comedy,Romance",Sharon Maguire,"Renée Zellweger, Gemma Jones, Jim Broadbent,Sally Phillips",2016,118,6.7,24.09
+181,The VVitch: A New-England Folktale,"Horror,Mystery",Robert Eggers,"Anya Taylor-Joy, Ralph Ineson, Kate Dickie, Julian Richings",2015,92,6.8,25.14
+182,Cinderella,"Drama,Family,Fantasy",Kenneth Branagh,"Lily James, Cate Blanchett, Richard Madden,Helena Bonham Carter",2015,105,7,201.15
+183,Realive,Sci-Fi,Mateo Gil,"Tom Hughes, Charlotte Le Bon, Oona Chaplin, Barry Ward",2016,112,5.9,0
+184,Forushande,"Drama,Thriller",Asghar Farhadi,"Taraneh Alidoosti, Shahab Hosseini, Babak Karimi,Farid Sajjadi Hosseini",2016,124,8,3.4
+185,Love,"Drama,Romance",Gaspar Noé,"Aomi Muyock, Karl Glusman, Klara Kristin, Juan Saavedra",2015,135,6,0
+186,Billy Lynn's Long Halftime Walk,"Drama,War",Ang Lee,"Joe Alwyn, Garrett Hedlund, Arturo Castro, Mason Lee",2016,113,6.3,1.72
+187,Crimson Peak,"Drama,Fantasy,Horror",Guillermo del Toro,"Mia Wasikowska, Jessica Chastain, Tom Hiddleston, Charlie Hunnam",2015,119,6.6,31.06
+188,Drive,"Crime,Drama",Nicolas Winding Refn,"Ryan Gosling, Carey Mulligan, Bryan Cranston, Albert Brooks",2011,100,7.8,35.05
+189,Trainwreck,"Comedy,Drama,Romance",Judd Apatow,"Amy Schumer, Bill Hader, Brie Larson, Colin Quinn",2015,125,6.3,110.01M
+190,The Light Between Oceans,"Drama,Romance",Derek Cianfrance,"Michael       Fassbender, Alicia Vikander, Rachel Weisz, Florence Clery",2016,133,7.2,12.53
+191,Below Her Mouth,Drama,April Mullen,"Erika Linder, Natalie Krill, Sebastian Pigott, Mayko Nguyen",2016,94,5.6,0
+192,Spotlight,"Crime,Drama,History",Tom McCarthy,"Mark Ruffalo, Michael Keaton, Rachel McAdams, Liev Schreiber",2015,128,8.1,44.99
+193,Morgan,"Horror,Sci-Fi,Thriller",Luke Scott,"Kate Mara, Anya Taylor-Joy, Rose Leslie, Michael Yare",2016,92,5.8,3.91
+194,Warrior,"Action,Drama,Sport",Gavin O'Connor,"Tom Hardy, Nick Nolte, Joel Edgerton, Jennifer Morrison",2011,140,8.2,13.65
+195,Captain America: The First Avenger,"Action,Adventure,Sci-Fi",Joe Johnston,"Chris Evans, Hugo Weaving, Samuel L. Jackson,Hayley Atwell",2011,124,6.9,176.64M
+196,Hacker,"Crime,Drama,Thriller",Akan Satayev,"Callan McAuliffe, Lorraine Nicholson, Daniel Eric Gold, Clifton Collins Jr.",2016,95,6.3,0
+197,Into the Wild,"Adventure,Biography,Drama",Sean Penn,"Emile Hirsch, Vince Vaughn, Catherine Keener, Marcia Gay Harden",2007,148,8.1,18.35
+198,The Imitation Game,"Biography,Drama,Thriller",Morten Tyldum,"Benedict Cumberbatch, Keira Knightley, Matthew Goode, Allen Leech",2014,114,8.1,91.12
+199,Central Intelligence,"Action,Comedy,Crime",Rawson Marshall Thurber,"Dwayne Johnson, Kevin Hart, Danielle Nicolet, Amy Ryan",2016,107,6.3,127.38M
+200,Edge of Tomorrow,"Action,Adventure,Sci-Fi",Doug Liman,"Tom Cruise, Emily Blunt, Bill Paxton, Brendan Gleeson",2014,113,7.9,100.19M
+201,A Cure for Wellness,"Drama,Fantasy,Horror",Gore Verbinski,"Dane DeHaan, Jason Isaacs, Mia Goth, Ivo Nandi",2016,146,6.5,8.1
+202,Snowden,"Biography,Drama,Thriller",Oliver Stone,"Joseph Gordon-Levitt, Shailene Woodley, Melissa Leo,Zachary Quinto",2016,134,7.3,21.48
+203,Iron Man,"Action,Adventure,Sci-Fi",Jon Favreau,"Robert Downey Jr., Gwyneth Paltrow, Terrence Howard, Jeff Bridges",2008,126,7.9,318.3
+204,Allegiant,"Action,Adventure,Mystery",Robert Schwentke,"Shailene Woodley, Theo James, Jeff Daniels,Naomi Watts",2016,120,5.7,66
+205,X: First Class,"Action,Adventure,Sci-Fi",Matthew Vaughn,"James McAvoy, Michael          Fassbender, Jennifer Lawrence, Kevin Bacon",2011,132,7.8,146.41M
+206,Raw (II),"Drama,Horror",Julia Ducournau,"Garance Marillier, Ella Rumpf, Rabah Nait Oufella,Laurent Lucas",2016,99,7.5,0.51
+207,Paterson,"Comedy,Drama,Romance",Jim Jarmusch,"Adam Driver, Golshifteh Farahani, Nellie, Rizwan Manji",2016,118,7.5,2.14
+208,Bridesmaids,"Comedy,Romance",Paul Feig,"Kristen Wiig, Maya Rudolph, Rose Byrne, Terry Crews",2011,125,6.8,169.08M
+209,The Girl with All the Gifts,"Drama,Horror,Thriller",Colm McCarthy,"Gemma Arterton, Glenn Close, Dominique Tipper,Paddy Considine",2016,111,6.7,0
+210,San Andreas,"Action,Adventure,Drama",Brad Peyton,"Dwayne Johnson, Carla Gugino, Alexandra Daddario,Colton Haynes",2015,114,6.1,155.18M
+211,Spring Breakers,Drama,Harmony Korine,"Vanessa Hudgens, Selena Gomez, Ashley Benson,Rachel Korine",2012,94,5.3,14.12
+212,Transformers,"Action,Adventure,Sci-Fi",Michael Bay,"Shia LaBeouf, Megan Fox, Josh Duhamel, Tyrese Gibson",2007,144,7.1,318.76
+213,Old Boy,"Action,Drama,Mystery",Spike Lee,"Josh Brolin, Elizabeth Olsen, Samuel L. Jackson, Sharlto Copley",2013,104,5.8,0
+214,Thor: The Dark World,"Action,Adventure,Fantasy",Alan Taylor,"Chris Hemsworth, Natalie Portman, Tom Hiddleston,Stellan Skarsgård",2013,112,7,206.36
+215,Gods of Egypt,"Action,Adventure,Fantasy",Alex Proyas,"Brenton Thwaites, Nikolaj Coster-Waldau, Gerard Butler, Chadwick Boseman",2016,126,5.5,31.14
+216,Captain America: The Winter Soldier,"Action,Adventure,Sci-Fi",Anthony Russo,"Chris Evans, Samuel L. Jackson,Scarlett Johansson, Robert Redford",2014,136,7.8,259.75
+217,Monster Trucks,"Action,Adventure,Comedy",Chris Wedge,"Lucas Till, Jane Levy, Thomas Lennon, Barry Pepper",2016,104,5.7,33.04
+218,A Dark Song,"Drama,Horror",Liam Gavin,"Mark Huberman, Susan Loughnane, Steve Oram,Catherine Walker",2016,100,6.1,0
+219,Kick-Ass,"Action,Comedy",Matthew Vaughn,"Aaron Taylor-Johnson, Nicolas Cage, Chloë Grace Moretz, Garrett M. Brown",2010,117,7.7,48.04
+220,Hardcore Henry,"Action,Adventure,Sci-Fi",Ilya Naishuller,"Sharlto Copley, Tim Roth, Haley Bennett, Danila Kozlovsky",2015,96,6.7,9.24
+221,Cars,"Animation,Adventure,Comedy",John Lasseter,"Owen Wilson, Bonnie Hunt, Paul Newman, Larry the Cable Guy",2006,117,7.1,244.05
+222,It Follows,"Horror,Mystery",David Robert Mitchell,"Maika Monroe, Keir Gilchrist, Olivia Luccardi,Lili Sepe",2014,100,6.9,14.67
+223,The Girl with the Dragon Tattoo,"Crime,Drama,Mystery",David Fincher,"Daniel Craig, Rooney Mara, Christopher Plummer,Stellan Skarsgård",2011,158,7.8,102.52M
+224,We're the Millers,"Comedy,Crime",Rawson Marshall Thurber,"Jason Sudeikis, Jennifer Aniston, Emma Roberts, Ed Helms",2013,110,7,150.37M
+225,American Honey,Drama,Andrea Arnold,"Sasha Lane, Shia LaBeouf, Riley Keough, McCaul Lombardi",2016,163,7,0.66
+226,The Lobster,"Comedy,Drama,Romance",Yorgos Lanthimos,"Colin Farrell, Rachel Weisz, Jessica Barden,Olivia Colman",2015,119,7.1,8.7
+227,Predators,"Action,Adventure,Sci-Fi",Nimród Antal,"Adrien Brody, Laurence Fishburne, Topher Grace,Alice Braga",2010,107,6.4,52
+228,Maleficent,"Action,Adventure,Family",Robert Stromberg,"Angelina Jolie, Elle Fanning, Sharlto Copley,Lesley Manville",2014,97,7,241.41
+229,Rupture,"Horror,Sci-Fi,Thriller",Steven Shainberg,"Noomi Rapace, Michael Chiklis, Kerry Bishé,Peter Stormare",2016,102,4.8,0
+230,Pan's Labyrinth,"Drama,Fantasy,War",Guillermo del Toro,"Ivana Baquero, Ariadna Gil, Sergi López,Maribel Verdú",2006,118,8.2,37.62
+231,A Kind of Murder,"Crime,Drama,Thriller",Andy Goddard,"Patrick Wilson, Jessica Biel, Haley Bennett, Vincent Kartheiser",2016,95,5.2,0
+232,Apocalypto,"Action,Adventure,Drama",Mel Gibson,"Gerardo Taracena, Raoul Max Trujillo, Dalia Hernández,Rudy Youngblood",2006,139,7.8,50.86
+233,Mission: Impossible - Rogue Nation,"Action,Adventure,Thriller",Christopher McQuarrie,"Tom Cruise, Rebecca Ferguson, Jeremy Renner, Simon Pegg",2015,131,7.4,195M
+234,The Huntsman: Winter's War,"Action,Adventure,Drama",Cedric Nicolas-Troyan,"Chris Hemsworth, Jessica Chastain, Charlize Theron, Emily Blunt",2016,114,6.1,47.95
+235,The Perks of Being a Wallflower,"Drama,Romance",Stephen Chbosky,"Logan Lerman, Emma Watson, Ezra Miller, Paul Rudd",2012,102,8,17.74
+236,Jackie,"Biography,Drama,History",Pablo Larraín,"Natalie Portman, Peter Sarsgaard, Greta Gerwig,Billy Crudup",2016,100,6.8,13.96
+237,The Disappointments Room,"Drama,Horror,Thriller",D.J. Caruso,"Kate Beckinsale, Mel Raido, Duncan Joiner, Lucas Till",2016,85,3.9,2.41
+238,The Grand Budapest Hotel,"Adventure,Comedy,Drama",Wes Anderson,"Ralph Fiennes, F. Murray Abraham, Mathieu Amalric,Adrien Brody",2014,99,8.1,59.07
+239,The Host ,"Action,Adventure,Romance",Andrew Niccol,"Saoirse Ronan, Max Irons, Jake Abel, Diane Kruger",2013,125,5.9,26.62
+240,Fury,"Action,Drama,War",David Ayer,"Brad Pitt, Shia LaBeouf, Logan Lerman, Michael Peña",2014,134,7.6,85.71
+241,Inside Out,"Animation,Adventure,Comedy",Pete Docter,"Amy Poehler, Bill Hader, Lewis Black, Mindy Kaling",2015,95,8.2,356.45
+242,Rock Dog,"Animation,Adventure,Comedy",Ash Brannon,"Luke Wilson, Eddie Izzard, J.K. Simmons, Lewis Black",2016,90,5.8,9.4
+243,Terminator Genisys,"Action,Adventure,Sci-Fi",Alan Taylor,"Arnold Schwarzenegger, Jason Clarke, Emilia Clarke,Jai Courtney",2015,126,6.5,89.73
+244,Percy Jackson & the Olympians: The Lightning Thief,"Adventure,Family,Fantasy",Chris Columbus,"Logan Lerman, Kevin McKidd, Steve Coogan,Brandon T. Jackson",2010,118,5.9,88.76
+245,Les Misérables,"Drama,Musical,Romance",Tom Hooper,"Hugh Jackman, Russell Crowe, Anne Hathaway,Amanda Seyfried",2012,158,7.6,148.78M
+246,Children of Men,"Drama,Sci-Fi,Thriller",Alfonso Cuarón,"Julianne Moore, Clive Owen, Chiwetel Ejiofor,Michael Caine",2006,109,7.9,35.29
+247,20th Century Women,"Comedy,Drama",Mike Mills,"Annette Bening, Elle Fanning, Greta Gerwig, Billy Crudup",2016,119,7.4,5.66
+248,Spy,"Action,Comedy,Crime",Paul Feig,"Melissa McCarthy, Rose Byrne, Jude Law, Jason Statham",2015,119,7.1,110.82M
+249,The Intouchables,"Biography,Comedy,Drama",Olivier Nakache,"François Cluzet, Omar Sy, Anne Le Ny, Audrey Fleurot",2011,112,8.6,13.18
+250,Bonjour Anne,"Comedy,Drama,Romance",Eleanor Coppola,"Diane Lane, Alec Baldwin, Arnaud Viard, Linda Gegusch",2016,92,4.9,0.32
+251,Kynodontas,"Drama,Thriller",Yorgos Lanthimos,"Christos Stergioglou, Michele Valley, Angeliki Papoulia, Hristos Passalis",2009,94,7.3,0.11
+252,Straight Outta Compton,"Biography,Drama,History",F. Gary Gray,"O'Shea Jackson Jr., Corey Hawkins, Jason Mitchell,Neil Brown Jr.",2015,147,7.9,161.03M
+253,The Amazing Spider-Man 2,"Action,Adventure,Sci-Fi",Marc Webb,"Andrew Garfield, Emma Stone, Jamie Foxx, Paul Giamatti",2014,142,6.7,202.85
+254,The Conjuring,"Horror,Mystery,Thriller",James Wan,"Patrick Wilson, Vera Farmiga, Ron Livingston, Lili Taylor",2013,112,7.5,137.39M
+255,The Hangover,Comedy,Todd Phillips,"Zach Galifianakis, Bradley Cooper, Justin Bartha, Ed Helms",2009,100,7.8,277.31
+256,Battleship,"Action,Adventure,Sci-Fi",Peter Berg,"Alexander Skarsgård, Brooklyn Decker, Liam Neeson,Rihanna",2012,131,5.8,65.17
+257,Rise of the Planet of the Apes,"Action,Drama,Sci-Fi",Rupert Wyatt,"James Franco, Andy Serkis, Freida Pinto, Karin Konoval",2011,105,7.6,176.74M
+258,Lights Out,Horror,David F. Sandberg,"Teresa Palmer, Gabriel Bateman, Maria Bello,Billy Burke",2016,81,6.4,67.24
+259,Norman: The Moderate Rise and Tragic Fall of a New York Fixer,"Drama,Thriller",Joseph Cedar,"Richard Gere, Lior Ashkenazi, Michael Sheen,Charlotte Gainsbourg",2016,118,7.1,2.27
+260,Birdman or (The Unexpected Virtue of Ignorance),"Comedy,Drama,Romance",Alejandro González Iñárritu,"Michael Keaton, Zach Galifianakis,Edward Norton, Andrea Riseborough",2014,119,7.8,42.34
+261,Black Swan,"Drama,Thriller",Darren Aronofsky,"Natalie Portman, Mila Kunis, Vincent Cassel,Winona Ryder",2010,108,8,106.95M
+262,Dear White People,"Comedy,Drama",Justin Simien,"Tyler James Williams, Tessa Thompson, Kyle Gallner,Teyonah Parris",2014,108,6.2,4.4
+263,Nymphomaniac: Vol. I,Drama,Lars von Trier,"Charlotte Gainsbourg, Stellan Skarsgård, Stacy Martin, Shia LaBeouf",2013,117,7,0.79
+264,Teenage Mutant Ninja Turtles: Out of the Shadows,"Action,Adventure,Comedy",Dave Green,"Megan Fox, Will Arnett, Tyler Perry, Laura Linney",2016,112,6,0.54
+265,Knock Knock,"Drama,Horror,Thriller",Eli Roth,"Keanu Reeves, Lorenza Izzo, Ana de Armas, Aaron Burns",2015,99,4.9,0.03
+266,Dirty Grandpa,Comedy,Dan Mazer,"Robert De Niro, Zac Efron, Zoey Deutch, Aubrey Plaza",2016,102,6,35.54
+267,Cloud Atlas,"Drama,Sci-Fi",Tom Tykwer,"Tom Hanks, Halle Berry, Hugh Grant, Hugo Weaving",2012,172,7.5,27.1
+268,X-Men Origins: Wolverine,"Action,Adventure,Sci-Fi",Gavin Hood,"Hugh Jackman, Liev Schreiber, Ryan Reynolds, Danny Huston",2009,107,6.7,179.88M
+269,Satanic,Horror,Jeffrey G. Hunt,"Sarah Hyland, Steven Krueger, Justin Chon, Clara Mamet",2016,85,3.7,0
+270,Skyfall,"Action,Adventure,Thriller",Sam Mendes,"Daniel Craig, Javier Bardem, Naomie Harris, Judi Dench",2012,143,7.8,304.36
+271,The Hobbit: An Unexpected Journey,"Adventure,Fantasy",Peter Jackson,"Martin Freeman, Ian McKellen, Richard Armitage,Andy Serkis",2012,169,7.9,303
+272,21 Jump Street,"Action,Comedy,Crime",Phil Lord,"Jonah Hill, Channing Tatum, Ice Cube,Brie Larson",2012,110,7.2,138.45M
+273,Sing Street,"Comedy,Drama,Music",John Carney,"Ferdia Walsh-Peelo, Aidan Gillen, Maria Doyle Kennedy, Jack Reynor",2016,106,8,3.23
+274,Ballerina,"Animation,Adventure,Comedy",Eric Summer,"Elle Fanning, Dane DeHaan, Carly Rae Jepsen, Maddie Ziegler",2016,89,6.8,0
+275,Oblivion,"Action,Adventure,Mystery",Joseph Kosinski,"Tom Cruise, Morgan Freeman, Andrea Riseborough, Olga Kurylenko",2013,124,7,89.02
+276,22 Jump Street,"Action,Comedy,Crime",Phil Lord,"Channing Tatum, Jonah Hill, Ice Cube,Nick Offerman",2014,112,7.1,191.62M
+277,Zodiac,"Crime,Drama,History",David Fincher,"Jake Gyllenhaal, Robert Downey Jr., Mark Ruffalo,Anthony Edwards",2007,157,7.7,33.05
+278,Everybody Wants Some!!,Comedy,Richard Linklater,"Blake Jenner, Tyler Hoechlin, Ryan Guzman,Zoey Deutch",2016,117,7,3.37
+279,Iron Man Three,"Action,Adventure,Sci-Fi",Shane Black,"Robert Downey Jr., Guy Pearce, Gwyneth Paltrow,Don Cheadle",2013,130,7.2,408.99
+280,Now You See Me,"Crime,Mystery,Thriller",Louis Leterrier,"Jesse Eisenberg, Common, Mark Ruffalo, Woody Harrelson",2013,115,7.3,117.7M
+281,Sherlock Holmes,"Action,Adventure,Crime",Guy Ritchie,"Robert Downey Jr., Jude Law, Rachel McAdams, Mark Strong",2009,128,7.6,209.02
+282,Death Proof,Thriller,Quentin Tarantino,"Kurt Russell, Zoë Bell, Rosario Dawson, Vanessa Ferlito",2007,113,7.1,0
+283,The Danish Girl,"Biography,Drama,Romance",Tom Hooper,"Eddie Redmayne, Alicia Vikander, Amber Heard, Ben Whishaw",2015,119,7,12.71
+284,Hercules,"Action,Adventure",Brett Ratner,"Dwayne Johnson, John Hurt, Ian McShane, Joseph Fiennes",2014,98,6,72.66
+285,Sucker Punch,"Action,Fantasy",Zack Snyder,"Emily Browning, Vanessa Hudgens, Abbie Cornish,Jena Malone",2011,110,6.1,36.38
+286,Keeping Up with the Joneses,"Action,Comedy",Greg Mottola,"Zach Galifianakis, Isla Fisher, Jon Hamm, Gal Gadot",2016,105,5.8,14.9
+287,Jupiter Ascending,"Action,Adventure,Sci-Fi",Lana Wachowski,"Channing Tatum, Mila Kunis,Eddie Redmayne, Sean Bean",2015,127,5.3,47.38
+288,Masterminds,"Action,Comedy,Crime",Jared Hess,"Zach Galifianakis, Kristen Wiig, Owen Wilson, Ross Kimball",2016,95,5.8,17.36
+289,Iris,Thriller,Jalil Lespert,"Romain Duris, Charlotte Le Bon, Jalil Lespert, Camille Cottin",2016,99,6.1,0
+290,Busanhaeng,"Action,Drama,Horror",Sang-ho Yeon,"Yoo Gong, Soo-an Kim, Yu-mi Jung, Dong-seok Ma",2016,118,7.5,2.13
+291,Pitch Perfect,"Comedy,Music,Romance",Jason Moore,"Anna Kendrick, Brittany Snow, Rebel Wilson, Anna Camp",2012,112,7.2,65
+292,Neighbors 2: Sorority Rising,Comedy,Nicholas Stoller,"Seth Rogen, Rose Byrne, Zac Efron, Chloë Grace Moretz",2016,92,5.7,55.29
+293,The Exception,Drama,David Leveaux,"Lily James, Jai Courtney, Christopher Plummer, Loïs van Wijk",2016,107,7.7,0
+294,Man of Steel,"Action,Adventure,Fantasy",Zack Snyder,"Henry Cavill, Amy Adams, Michael Shannon, Diane Lane",2013,143,7.1,291.02
+295,The Choice,"Drama,Romance",Ross Katz,"Benjamin Walker, Teresa Palmer, Alexandra Daddario,Maggie Grace",2016,111,6.6,18.71
+296,Ice Age: Collision Course,"Animation,Adventure,Comedy",Mike Thurmeier,"Ray Romano, Denis Leary, John Leguizamo, Chris Wedge",2016,94,5.7,64.06
+297,The Devil Wears Prada,"Comedy,Drama",David Frankel,"Anne Hathaway, Meryl Streep, Adrian Grenier, Emily Blunt",2006,109,6.8,124.73M
+298,The Infiltrator,"Biography,Crime,Drama",Brad Furman,"Bryan Cranston, John Leguizamo, Diane Kruger, Amy Ryan",2016,127,7.1,15.43
+299,There Will Be Blood,"Drama,History",Paul Thomas Anderson,"Daniel Day-Lewis, Paul Dano, Ciarán Hinds,Martin Stringer",2007,158,8.1,40.22
+300,The Equalizer,"Action,Crime,Thriller",Antoine Fuqua,"Denzel                      Washington, Marton Csokas, Chloë Grace Moretz, David Harbour",2014,132,7.2,101.53M
+301,Lone Survivor,"Action,Biography,Drama",Peter Berg,"Mark Wahlberg, Taylor Kitsch, Emile Hirsch, Ben Foster",2013,121,7.5,125.07M
+302,The Cabin in the Woods,Horror,Drew Goddard,"Kristen Connolly, Chris Hemsworth, Anna Hutchison,Fran Kranz",2012,95,7,42.04
+303,The House Bunny,"Comedy,Romance",Fred Wolf,"Anna Faris, Colin Hanks, Emma Stone, Kat Dennings",2008,97,5.5,48.24
+304,She's Out of My League,"Comedy,Romance",Jim Field Smith,"Jay Baruchel, Alice Eve, T.J. Miller, Mike Vogel",2010,104,6.4,31.58
+305,Inherent Vice,"Comedy,Crime,Drama",Paul Thomas Anderson,"Joaquin Phoenix, Josh Brolin, Owen Wilson,Katherine Waterston",2014,148,6.7,8.09
+306,Alice Through the Looking Glass,"Adventure,Family,Fantasy",James Bobin,"Mia Wasikowska, Johnny Depp, Helena Bonham Carter, Anne Hathaway",2016,113,6.2,77.04
+307,Vincent N Roxxy,"Crime,Drama,Thriller",Gary Michael Schultz,"Emile Hirsch, Zoë Kravitz, Zoey Deutch,Emory Cohen",2016,110,5.5,0
+308,The Fast and the Furious: Tokyo Drift,"Action,Crime,Thriller",Justin Lin,"Lucas Black, Zachery Ty Bryan, Shad Moss, Damien Marzette",2006,104,6,62.49
+309,How to Be Single,"Comedy,Romance",Christian Ditter,"Dakota Johnson, Rebel Wilson, Leslie Mann, Alison Brie",2016,110,6.1,46.81
+310,The Blind Side,"Biography,Drama,Sport",John Lee Hancock,"Quinton Aaron, Sandra Bullock, Tim McGraw,Jae Head",2009,129,7.7,255.95
+311,La vie d'Adèle,"Drama,Romance",Abdellatif Kechiche,"Léa Seydoux, Adèle Exarchopoulos, Salim Kechiouche, Aurélien Recoing",2013,180,7.8,2.2
+312,The Babadook,"Drama,Horror",Jennifer Kent,"Essie Davis, Noah Wiseman, Daniel Henshall, Hayley McElhinney",2014,93,6.8,0.92
+313,The Hobbit: The Battle of the Five Armies,"Adventure,Fantasy",Peter Jackson,"Ian McKellen, Martin Freeman, Richard Armitage,Cate Blanchett",2014,144,7.4,255.11
+314,Harry Potter and the Order of the Phoenix,"Adventure,Family,Fantasy",David Yates,"Daniel Radcliffe, Emma Watson, Rupert Grint, Brendan Gleeson",2007,138,7.5,292
+315,Snowpiercer,"Action,Drama,Sci-Fi",Bong Joon Ho,"Chris Evans, Jamie Bell, Tilda Swinton, Ed Harris",2013,126,7,4.56
+316,The 5th Wave,"Action,Adventure,Sci-Fi",J Blakeson,"Chloë Grace Moretz, Matthew Zuk, Gabriela Lopez,Bailey Anne Borders",2016,112,5.2,34.91
+317,The Stakelander,"Action,Horror",Dan Berk,"Connor Paolo, Nick Damici, Laura Abramsen, A.C. Peterson",2016,81,5.3,0
+318,The Visit,"Comedy,Horror,Thriller",M. Night Shyamalan,"Olivia DeJonge, Ed Oxenbould, Deanna Dunagan, Peter McRobbie",2015,94,6.2,65.07
+319,Fast Five,"Action,Crime,Thriller",Justin Lin,"Vin Diesel, Paul Walker, Dwayne Johnson, Jordana Brewster",2011,131,7.3,209.81
+320,Step Up,"Crime,Drama,Music",Anne Fletcher,"Channing Tatum, Jenna Dewan Tatum, Damaine Radcliff, De'Shawn Washington",2006,104,6.5,65.27
+321,Lovesong,Drama,So Yong Kim,"Riley Keough, Jena Malone, Jessie Ok Gray, Cary Joji Fukunaga",2016,84,6.4,0.01
+322,RocknRolla,"Action,Crime,Thriller",Guy Ritchie,"Gerard Butler, Tom Wilkinson, Idris Elba, Thandie Newton",2008,114,7.3,5.69
+323,In Time,"Action,Sci-Fi,Thriller",Andrew Niccol,"Justin Timberlake, Amanda Seyfried, Cillian Murphy,Olivia Wilde",2011,109,6.7,37.55
+324,The Social Network,"Biography,Drama",David Fincher,"Jesse Eisenberg, Andrew Garfield, Justin Timberlake,Rooney Mara",2010,120,7.7,96.92
+325,The Last Witch Hunter,"Action,Adventure,Fantasy",Breck Eisner,"Vin Diesel, Rose Leslie, Elijah Wood, Ólafur Darri Ólafsson",2015,106,6,27.36
+326,Victor Frankenstein,"Drama,Horror,Sci-Fi",Paul McGuigan,"Daniel Radcliffe, James McAvoy, Jessica Brown Findlay, Andrew Scott",2015,110,6,5.77
+327,A Street Cat Named Bob,"Biography,Comedy,Drama",Roger Spottiswoode,"Luke Treadaway, Bob the Cat, Ruta Gedmintas, Joanne Froggatt",2016,103,7.4,0.04
+328,Green Room,"Crime,Horror,Thriller",Jeremy Saulnier,"Anton Yelchin, Imogen Poots, Alia Shawkat,Patrick Stewart",2015,95,7,3.22
+329,Blackhat,"Crime,Drama,Mystery",Michael Mann,"Chris Hemsworth, Viola Davis, Wei Tang, Leehom Wang",2015,133,5.4,7.1
+330,Storks,"Animation,Adventure,Comedy",Nicholas Stoller,"Andy Samberg, Katie Crown,Kelsey Grammer, Jennifer Aniston",2016,87,6.9,72.66
+331,American Sniper,"Action,Biography,Drama",Clint Eastwood,"Bradley Cooper, Sienna Miller, Kyle Gallner, Cole Konis",2014,133,7.3,350.12
+332,Dallas Buyers Club,"Biography,Drama",Jean-Marc Vallée,"Matthew McConaughey, Jennifer Garner, Jared Leto, Steve Zahn",2013,117,8,27.3
+333,Lincoln,"Biography,Drama,History",Steven Spielberg,"Daniel Day-Lewis, Sally Field, David Strathairn,Joseph Gordon-Levitt",2012,150,7.4,182.2M
+334,Rush,"Action,Biography,Drama",Ron Howard,"Daniel Brühl, Chris Hemsworth, Olivia Wilde,Alexandra Maria Lara",2013,123,8.1,26.9
+335,Before I Wake,"Drama,Fantasy,Horror",Mike Flanagan,"Kate Bosworth, Thomas Jane, Jacob Tremblay,Annabeth Gish",2016,97,6.1,0
+336,Silver Linings Playbook,"Comedy,Drama,Romance",David O. Russell,"Bradley Cooper, Jennifer Lawrence, Robert De Niro, Jacki Weaver",2012,122,7.8,132.09M
+337,Tracktown,"Drama,Sport",Alexi Pappas,"Alexi Pappas, Chase Offerle, Rachel Dratch, Andy Buckley",2016,88,5.9,0
+338,The Fault in Our Stars,"Drama,Romance",Josh Boone,"Shailene Woodley, Ansel Elgort, Nat Wolff, Laura Dern",2014,126,7.8,124.87M
+339,Blended,"Comedy,Romance",Frank Coraci,"Adam Sandler, Drew Barrymore, Wendi McLendon-Covey, Kevin Nealon",2014,117,6.5,46.28
+340,Fast & Furious,"Action,Crime,Thriller",Justin Lin,"Vin Diesel, Paul Walker, Michelle Rodriguez, Jordana Brewster",2009,107,6.6,155.02M
+341,Looper,"Action,Crime,Drama",Rian Johnson,"Joseph Gordon-Levitt, Bruce Willis, Emily Blunt, Paul Dano",2012,119,7.4,66.47
+342,White House Down,"Action,Drama,Thriller",Roland Emmerich,"Channing Tatum, Jamie Foxx, Maggie Gyllenhaal,Jason Clarke",2013,131,6.4,73.1
+343,Pete's Dragon,"Adventure,Family,Fantasy",David Lowery,"Bryce Dallas Howard, Robert Redford, Oakes Fegley,Oona Laurence",2016,102,6.8,76.2
+344,Spider-Man 3,"Action,Adventure",Sam Raimi,"Tobey Maguire, Kirsten Dunst, Topher Grace, Thomas Haden Church",2007,139,6.2,336.53
+345,The Three Musketeers,"Action,Adventure,Romance",Paul W.S. Anderson,"Logan Lerman, Matthew Macfadyen, Ray Stevenson, Milla Jovovich",2011,110,5.8,20.32
+346,Stardust,"Adventure,Family,Fantasy",Matthew Vaughn,"Charlie Cox, Claire Danes, Sienna Miller, Ian McKellen",2007,127,7.7,38.35
+347,American Hustle,"Crime,Drama",David O. Russell,"Christian Bale, Amy Adams, Bradley Cooper,Jennifer Lawrence",2013,138,7.3,150.12M
+348,Jennifer's Body,"Comedy,Horror",Karyn Kusama,"Megan Fox, Amanda Seyfried, Adam Brody, Johnny Simmons",2009,102,5.1,16.2
+349,Midnight in Paris,"Comedy,Fantasy,Romance",Woody Allen,"Owen Wilson, Rachel McAdams, Kathy Bates, Kurt Fuller",2011,94,7.7,56.82
+350,Lady Macbeth,Drama,William Oldroyd,"Florence Pugh, Christopher Fairbank, Cosmo Jarvis, Naomi Ackie",2016,89,7.3,0
+351,Joy,Drama,David O. Russell,"Jennifer Lawrence, Robert De Niro, Bradley Cooper, Edgar Ramírez",2015,124,6.6,56.44
+352,The Dressmaker,"Comedy,Drama",Jocelyn Moorhouse,"Kate Winslet, Judy Davis, Liam Hemsworth,Hugo Weaving",2015,119,7.1,2.02
+353,Café Society,"Comedy,Drama,Romance",Woody Allen,"Jesse Eisenberg, Kristen Stewart, Steve Carell, Blake Lively",2016,96,6.7,11.08
+354,Insurgent,"Adventure,Sci-Fi,Thriller",Robert Schwentke,"Shailene Woodley, Ansel Elgort, Theo James,Kate Winslet",2015,119,6.3,130M
+355,Seventh Son,"Action,Adventure,Fantasy",Sergei Bodrov,"Ben Barnes, Julianne Moore, Jeff Bridges, Alicia Vikander",2014,102,5.5,17.18
+356,The Theory of Everything,"Biography,Drama,Romance",James Marsh,"Eddie Redmayne, Felicity Jones, Tom Prior, Sophie Perry",2014,123,7.7,35.89
+357,This Is the End,"Comedy,Fantasy",Evan Goldberg,"James Franco, Jonah Hill, Seth Rogen,Jay Baruchel",2013,107,6.6,101.47M
+358,About Time,"Comedy,Drama,Fantasy",Richard Curtis,"Domhnall Gleeson, Rachel McAdams, Bill Nighy,Lydia Wilson",2013,123,7.8,15.29
+359,Step Brothers,Comedy,Adam McKay,"Will Ferrell, John C. Reilly, Mary Steenburgen,Richard Jenkins",2008,98,6.9,100.47M
+360,Clown,"Horror,Thriller",Jon Watts,"Andy Powers, Laura Allen, Peter Stormare, Christian Distefano",2014,100,5.7,0.05
+361,Star Trek Into Darkness,"Action,Adventure,Sci-Fi",J.J. Abrams,"Chris Pine, Zachary Quinto, Zoe Saldana, Benedict Cumberbatch",2013,132,7.8,228.76
+362,Zombieland,"Adventure,Comedy,Horror",Ruben Fleischer,"Jesse Eisenberg, Emma Stone, Woody Harrelson,Abigail Breslin",2009,88,7.7,75.59
+363,"Hail, Caesar!","Comedy,Mystery",Ethan Coen,"Josh Brolin, George Clooney, Alden Ehrenreich, Ralph Fiennes",2016,106,6.3,30
+364,Slumdog Millionaire,Drama,Danny Boyle,"Dev Patel, Freida Pinto, Saurabh Shukla, Anil Kapoor",2008,120,8,141.32M
+365,The Twilight Saga: Breaking Dawn - Part 2,"Adventure,Drama,Fantasy",Bill Condon,"Kristen Stewart, Robert Pattinson, Taylor Lautner, Peter Facinelli",2012,115,5.5,292.3
+366,American Wrestler: The Wizard,"Drama,Sport",Alex Ranarivelo,"William Fichtner, Jon Voight, Lia Marie Johnson,Gabriel Basso",2016,117,6.9,0
+367,The Amazing Spider-Man,"Action,Adventure",Marc Webb,"Andrew Garfield, Emma Stone, Rhys Ifans, Irrfan Khan",2012,136,7,262.03
+368,Ben-Hur,"Action,Adventure,Drama",Timur Bekmambetov,"Jack Huston, Toby Kebbell, Rodrigo Santoro,Nazanin Boniadi",2016,123,5.7,26.38
+369,Sleight,"Action,Drama,Sci-Fi",J.D. Dillard,"Jacob Latimore, Seychelle Gabriel, Dulé Hill, Storm Reid",2016,89,6,3.85
+370,The Maze Runner,"Action,Mystery,Sci-Fi",Wes Ball,"Dylan O'Brien, Kaya Scodelario, Will Poulter, Thomas Brodie-Sangster",2014,113,6.8,102.41M
+371,Criminal,"Action,Crime,Drama",Ariel Vromen,"Kevin Costner, Ryan Reynolds, Gal Gadot, Gary Oldman",2016,113,6.3,14.27
+372,Wanted,"Action,Crime,Fantasy",Timur Bekmambetov,"Angelina Jolie, James McAvoy, Morgan Freeman, Terence Stamp",2008,110,6.7,134.57M
+373,Florence Foster Jenkins,"Biography,Comedy,Drama",Stephen Frears,"Meryl Streep, Hugh Grant, Simon Helberg, Rebecca Ferguson",2016,111,6.9,27.37
+374,Collide,"Action,Crime,Thriller",Eran Creevy,"Nicholas Hoult, Felicity Jones, Anthony Hopkins, Ben Kingsley",2016,99,5.7,2.2
+375,Black Mass,"Biography,Crime,Drama",Scott Cooper,"Johnny Depp, Benedict Cumberbatch, Dakota Johnson, Joel Edgerton",2015,123,6.9,62.56
+376,Creed,"Drama,Sport",Ryan Coogler,"Michael B. Jordan, Sylvester Stallone, Tessa Thompson, Phylicia Rashad",2015,133,7.6,109.71M
+377,Swiss Army Man,"Adventure,Comedy,Drama",Dan Kwan,"Paul Dano, Daniel Radcliffe, Mary Elizabeth Winstead, Antonia Ribero",2016,97,7.1,4.21
+378,The Expendables 3,"Action,Adventure,Thriller",Patrick Hughes,"Sylvester Stallone, Jason Statham, Jet Li, Antonio Banderas",2014,126,6.1,39.29
+379,What We Do in the Shadows,"Comedy,Fantasy,Horror",Jemaine Clement,"Jemaine Clement, Taika Waititi,Cori Gonzalez-Macuer, Jonny Brugh",2014,86,7.6,3.33
+380,Southpaw,"Drama,Sport",Antoine Fuqua,"Jake Gyllenhaal, Rachel McAdams, Oona Laurence,Forest Whitaker",2015,124,7.4,52.42
+381,Hush,"Horror,Thriller",Mike Flanagan,"John Gallagher Jr., Kate Siegel, Michael Trucco,Samantha Sloyan",2016,81,6.6,0
+382,Bridge of Spies,"Drama,History,Thriller",Steven Spielberg,"Tom Hanks, Mark Rylance, Alan Alda, Amy Ryan",2015,142,7.6,72.31
+383,The Lego Movie,"Animation,Action,Adventure",Phil Lord,"Chris Pratt, Will Ferrell, Elizabeth Banks, Will Arnett",2014,100,7.8,257.76
+384,Everest,"Action,Adventure,Drama",Baltasar Kormákur,"Jason Clarke, Ang Phula Sherpa, Thomas M. Wright, Martin Henderson",2015,121,7.1,43.25
+385,Pixels,"Action,Comedy,Family",Chris Columbus,"Adam Sandler, Kevin James, Michelle Monaghan,Peter Dinklage",2015,105,5.6,78.75
+386,Robin Hood,"Action,Adventure,Drama",Ridley Scott,"Russell Crowe, Cate Blanchett, Matthew Macfadyen,Max von Sydow",2010,140,6.7,105.22M
+387,The Wolverine,"Action,Adventure,Sci-Fi",James Mangold,"Hugh Jackman, Will Yun Lee, Tao Okamoto, Rila Fukushima",2013,126,6.7,132.55M
+388,John Carter,"Action,Adventure,Sci-Fi",Andrew Stanton,"Taylor Kitsch, Lynn Collins, Willem Dafoe,Samantha Morton",2012,132,6.6,73.06
+389,Keanu,"Action,Comedy",Peter Atencio,"Keegan-Michael Key, Jordan Peele, Tiffany Haddish,Method Man",2016,100,6.3,20.57
+390,The Gunman,"Action,Crime,Drama",Pierre Morel,"Sean Penn, Idris Elba, Jasmine Trinca, Javier Bardem",2015,115,5.8,10.64
+391,Steve Jobs,"Biography,Drama",Danny Boyle,"Michael   Fassbender, Kate Winslet, Seth Rogen, Jeff Daniels",2015,122,7.2,17.75
+392,Whisky Galore,"Comedy,Romance",Gillies MacKinnon,"Tim Pigott-Smith, Naomi Battrick, Ellie Kendrick,James Cosmo",2016,98,5,0
+393,Grown Ups 2,Comedy,Dennis Dugan,"Adam Sandler, Kevin James, Chris Rock, David Spade",2013,101,5.4,133.67M
+394,The Age of Adaline,"Drama,Fantasy,Romance",Lee Toland Krieger,"Blake Lively, Michiel Huisman, Harrison Ford,Kathy Baker",2015,112,7.2,42.48
+395,The Incredible Hulk,"Action,Adventure,Sci-Fi",Louis Leterrier,"Edward Norton, Liv Tyler, Tim Roth, William Hurt",2008,112,6.8,134.52M
+396,Couples Retreat,Comedy,Peter Billingsley,"Vince Vaughn, Malin Akerman, Jon Favreau, Jason Bateman",2009,113,5.5,109.18M
+397,Absolutely Anything,"Comedy,Sci-Fi",Terry Jones,"Simon Pegg, Kate Beckinsale, Sanjeev Bhaskar, Rob Riggle",2015,85,6,0
+398,Magic Mike,"Comedy,Drama",Steven Soderbergh,"Channing Tatum, Alex Pettyfer, Olivia Munn,Matthew McConaughey",2012,110,6.1,113.71M
+399,Minions,"Animation,Action,Adventure",Kyle Balda,"Sandra Bullock, Jon Hamm, Michael Keaton, Pierre Coffin",2015,91,6.4,336.03
+400,The Black Room,Horror,Rolfe Kanefsky,"Natasha Henstridge, Lukas Hassel, Lin Shaye,Dominique Swain",2016,91,3.9,0
+401,Bronson,"Action,Biography,Crime",Nicolas Winding Refn,"Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker",2008,92,7.1,0.1
+402,Despicable Me,"Animation,Adventure,Comedy",Pierre Coffin,"Steve Carell, Jason Segel, Russell Brand, Julie Andrews",2010,95,7.7,251.5
+403,The Best of Me,"Drama,Romance",Michael Hoffman,"James Marsden, Michelle Monaghan, Luke Bracey,Liana Liberato",2014,118,6.7,26.76
+404,The Invitation,"Drama,Mystery,Thriller",Karyn Kusama,"Logan Marshall-Green, Emayatzy Corinealdi, Michiel Huisman, Tammy Blanchard",2015,100,6.7,0.23
+405,Zero Dark Thirty,"Drama,History,Thriller",Kathryn Bigelow,"Jessica Chastain, Joel Edgerton, Chris Pratt, Mark Strong",2012,157,7.4,95.72
+406,Tangled,"Animation,Adventure,Comedy",Nathan Greno,"Mandy Moore, Zachary Levi, Donna Murphy, Ron Perlman",2010,100,7.8,200.81
+407,The Hunger Games: Mockingjay - Part 2,"Action,Adventure,Sci-Fi",Francis Lawrence,"Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth, Woody Harrelson",2015,137,6.6,281.67
+408,Vacation,"Adventure,Comedy",John Francis Daley,"Ed Helms, Christina Applegate, Skyler Gisondo, Steele Stebbins",2015,99,6.1,58.88
+409,Taken,"Action,Thriller",Pierre Morel,"Liam Neeson, Maggie Grace, Famke Janssen, Leland Orser",2008,93,7.8,145M
+410,Pitch Perfect 2,"Comedy,Music",Elizabeth Banks,"Anna Kendrick, Rebel Wilson, Hailee Steinfeld,Brittany Snow",2015,115,6.5,183.44M
+411,Monsters University,"Animation,Adventure,Comedy",Dan Scanlon,"Billy Crystal, John Goodman, Steve Buscemi, Helen Mirren",2013,104,7.3,268.49
+412,Elle,"Crime,Drama,Thriller",Paul Verhoeven,"Isabelle Huppert, Laurent Lafitte, Anne Consigny,Charles Berling",2016,130,7.2,0
+413,Mechanic: Resurrection,"Action,Adventure,Crime",Dennis Gansel,"Jason Statham, Jessica Alba, Tommy Lee Jones,Michelle Yeoh",2016,98,5.6,21.2
+414,Tusk,"Comedy,Drama,Horror",Kevin Smith,"Justin Long, Michael Parks, Haley Joel Osment,Genesis Rodriguez",2014,102,5.4,1.82
+415,The Headhunter's Calling,Drama,Mark Williams,"Alison Brie, Gerard Butler, Willem Dafoe, Gretchen Mol",2016,108,6.9,0
+416,Atonement,"Drama,Mystery,Romance",Joe Wright,"Keira Knightley, James McAvoy, Brenda Blethyn,Saoirse Ronan",2007,123,7.8,50.92
+417,Harry Potter and the Deathly Hallows: Part 1,"Adventure,Family,Fantasy",David Yates,"Daniel Radcliffe, Emma Watson, Rupert Grint, Bill Nighy",2010,146,7.7,294.98
+418,Shame,Drama,Steve McQueen,"Michael        Fassbender, Carey Mulligan, James Badge Dale, Lucy Walters",2011,101,7.2,4
+419,Hanna,"Action,Drama,Thriller",Joe Wright,"Saoirse Ronan, Cate Blanchett, Eric Bana, Vicky Krieps",2011,111,6.8,40.25
+420,The Babysitters,Drama,David Ross,"Lauren Birkell, Paul Borghese, Chira Cassel, Anthony Cirillo",2007,88,5.7,0.04
+421,Pride and Prejudice and Zombies,"Action,Horror,Romance",Burr Steers,"Lily James, Sam Riley, Jack Huston, Bella Heathcote",2016,108,5.8,10.91
+422,300: Rise of an Empire,"Action,Drama,Fantasy",Noam Murro,"Sullivan Stapleton, Eva Green, Lena Headey, Hans Matheson",2014,102,6.2,106.37M
+423,London Has Fallen,"Action,Crime,Drama",Babak Najafi,"Gerard Butler, Aaron Eckhart, Morgan Freeman,Angela Bassett",2016,99,5.9,62.4
+424,The Curious Case of Benjamin Button,"Drama,Fantasy,Romance",David Fincher,"Brad Pitt, Cate Blanchett, Tilda Swinton, Julia Ormond",2008,166,7.8,127.49M
+425,Sin City: A Dame to Kill For,"Action,Crime,Thriller",Frank Miller,"Mickey Rourke, Jessica Alba, Josh Brolin, Joseph Gordon-Levitt",2014,102,6.5,13.75
+426,The Bourne Ultimatum,"Action,Mystery,Thriller",Paul Greengrass,"Matt Damon, Edgar Ramírez, Joan Allen, Julia Stiles",2007,115,8.1,227.14
+427,Srpski film,"Horror,Mystery,Thriller",Srdjan Spasojevic,"Srdjan 'Zika' Todorovic, Sergej Trifunovic,Jelena Gavrilovic, Slobodan Bestic",2010,104,5.2,0
+428,The Purge: Election Year,"Action,Horror,Sci-Fi",James DeMonaco,"Frank Grillo, Elizabeth Mitchell, Mykelti Williamson, Joseph Julian Soria",2016,109,6,79
+429,3 Idiots,"Comedy,Drama",Rajkumar Hirani,"Aamir Khan, Madhavan, Mona Singh, Sharman Joshi",2009,170,8.4,6.52
+430,Zoolander 2,Comedy,Ben Stiller,"Ben Stiller, Owen Wilson, Penélope Cruz, Will Ferrell",2016,102,4.7,28.84
+431,World War Z,"Action,Adventure,Horror",Marc Forster,"Brad Pitt, Mireille Enos, Daniella Kertesz, James Badge Dale",2013,116,7,202.35
+432,Mission: Impossible - Ghost Protocol,"Action,Adventure,Thriller",Brad Bird,"Tom Cruise, Jeremy Renner, Simon Pegg, Paula Patton",2011,132,7.4,209.36
+433,Let Me Make You a Martyr,"Action,Crime,Drama",Corey Asraf,"Marilyn Manson, Mark Boone Junior, Sam Quartin, Niko Nicotera",2016,102,6.4,0
+434,Filth,"Comedy,Crime,Drama",Jon S. Baird,"James McAvoy, Jamie Bell, Eddie Marsan, Imogen Poots",2013,97,7.1,0.03
+435,The Longest Ride,"Drama,Romance",George Tillman Jr.,"Scott Eastwood, Britt Robertson, Alan Alda, Jack Huston",2015,123,7.1,37.43
+436,The imposible,"Drama,Thriller",J.A. Bayona,"Naomi Watts, Ewan McGregor, Tom Holland, Oaklee Pendergast",2012,114,7.6,19
+437,Kick-Ass 2,"Action,Comedy,Crime",Jeff Wadlow,"Aaron Taylor-Johnson, Chloë Grace Moretz,Christopher Mintz-Plasse, Jim Carrey",2013,103,6.6,28.75
+438,Folk Hero & Funny Guy,Comedy,Jeff Grace,"Alex Karpovsky, Wyatt Russell, Meredith Hagner,Melanie Lynskey",2016,88,5.6,0
+439,Oz the Great and Powerful,"Adventure,Family,Fantasy",Sam Raimi,"James Franco, Michelle Williams, Rachel Weisz, Mila Kunis",2013,130,6.3,234.9
+440,Brooklyn,"Drama,Romance",John Crowley,"Saoirse Ronan, Emory Cohen, Domhnall Gleeson,Jim Broadbent",2015,117,7.5,38.32
+441,Coraline,"Animation,Family,Fantasy",Henry Selick,"Dakota Fanning, Teri Hatcher, John Hodgman, Jennifer Saunders",2009,100,7.7,75.28
+442,Blue Valentine,"Drama,Romance",Derek Cianfrance,"Ryan Gosling, Michelle Williams, John Doman,Faith Wladyka",2010,112,7.4,9.7
+443,The Thinning,Thriller,Michael J. Gallagher,"Logan Paul, Peyton List, Lia Marie Johnson,Calum Worthy",2016,81,6,0
+444,Silent Hill,"Adventure,Horror,Mystery",Christophe Gans,"Radha Mitchell, Laurie Holden, Sean Bean,Deborah Kara Unger",2006,125,6.6,46.98
+445,Dredd,"Action,Sci-Fi",Pete Travis,"Karl Urban, Olivia Thirlby, Lena Headey, Rachel Wood",2012,95,7.1,13.4
+446,Hunt for the Wilderpeople,"Adventure,Comedy,Drama",Taika Waititi,"Sam Neill, Julian Dennison, Rima Te Wiata, Rachel House",2016,101,7.9,5.2
+447,Big Hero 6,"Animation,Action,Adventure",Don Hall,"Ryan Potter, Scott Adsit, Jamie Chung,T.J. Miller",2014,102,7.8,222.49
+448,Carrie,"Drama,Horror",Kimberly Peirce,"Chloë Grace Moretz, Julianne Moore, Gabriella Wilde, Portia Doubleday",2013,100,5.9,35.27
+449,Iron Man 2,"Action,Adventure,Sci-Fi",Jon Favreau,"Robert Downey Jr., Mickey Rourke, Gwyneth Paltrow,Don Cheadle",2010,124,7,312.06
+450,Demolition,"Comedy,Drama",Jean-Marc Vallée,"Jake Gyllenhaal, Naomi Watts, Chris Cooper,Judah Lewis",2015,101,7,1.82
+451,Pandorum,"Action,Horror,Mystery",Christian Alvart,"Dennis Quaid, Ben Foster, Cam Gigandet, Antje Traue",2009,108,6.8,10.33
+452,Olympus Has Fallen,"Action,Thriller",Antoine Fuqua,"Gerard Butler, Aaron Eckhart, Morgan Freeman,Angela Bassett",2013,119,6.5,98.9
+453,I Am Number Four,"Action,Adventure,Sci-Fi",D.J. Caruso,"Alex Pettyfer, Timothy Olyphant, Dianna Agron, Teresa Palmer",2011,109,6.1,55.09
+454,Jagten,Drama,Thomas Vinterberg,"Mads Mikkelsen, Thomas Bo Larsen, Annika Wedderkopp, Lasse Fogelstrøm",2012,115,8.3,0.61
+455,The Proposal,"Comedy,Drama,Romance",Anne Fletcher,"Sandra Bullock, Ryan Reynolds, Mary Steenburgen,Craig T. Nelson",2009,108,6.7,163.95M
+456,Get Hard,"Comedy,Crime",Etan Cohen,"Will Ferrell, Kevin Hart, Alison Brie, T.I.",2015,100,6,90.35
+457,Just Go with It,"Comedy,Romance",Dennis Dugan,"Adam Sandler, Jennifer Aniston, Brooklyn Decker,Nicole Kidman",2011,117,6.4,103.03M
+458,Revolutionary Road,"Drama,Romance",Sam Mendes,"Leonardo DiCaprio, Kate Winslet, Christopher Fitzgerald, Jonathan Roumie",2008,119,7.3,22.88
+459,The Town,"Crime,Drama,Thriller",Ben Affleck,"Ben Affleck, Rebecca Hall, Jon Hamm, Jeremy Renner",2010,125,7.6,92.17
+460,The Boy,"Horror,Mystery,Thriller",William Brent Bell,"Lauren Cohan, Rupert Evans, James Russell, Jim Norton",2016,97,6,35.79
+461,Denial,"Biography,Drama",Mick Jackson,"Rachel Weisz, Tom Wilkinson, Timothy Spall, Andrew Scott",2016,109,6.6,4.07
+462,Predestination,"Drama,Mystery,Sci-Fi",Michael Spierig,"Ethan Hawke, Sarah Snook, Noah Taylor, Madeleine West",2014,97,7.5,0
+463,Goosebumps,"Adventure,Comedy,Family",Rob Letterman,"Jack Black, Dylan Minnette, Odeya Rush, Ryan Lee",2015,103,6.3,80.02
+464,Sherlock Holmes: A Game of Shadows,"Action,Adventure,Crime",Guy Ritchie,"Robert Downey Jr., Jude Law, Jared Harris, Rachel McAdams",2011,129,7.5,186.83M
+465,Salt,"Action,Crime,Mystery",Phillip Noyce,"Angelina Jolie, Liev Schreiber, Chiwetel Ejiofor, Daniel Olbrychski",2010,100,6.4,118.31M
+466,Enemy,"Mystery,Thriller",Denis Villeneuve,"Jake Gyllenhaal, Mélanie Laurent, Sarah Gadon,Isabella Rossellini",2013,91,6.9,1.01
+467,District 9,"Action,Sci-Fi,Thriller",Neill Blomkamp,"Sharlto Copley, David James, Jason Cope, Nathalie Boltt",2009,112,8,115.65M
+468,The Other Guys,"Action,Comedy,Crime",Adam McKay,"Will Ferrell, Mark Wahlberg, Derek Jeter, Eva Mendes",2010,107,6.7,119.22M
+469,American Gangster,"Biography,Crime,Drama",Ridley Scott,"denzel Washington, Russell Crowe, Chiwetel Ejiofor,Josh Brolin",2007,157,7.8,130.13M
+470,Marie Antoinette,"Biography,Drama,History",Sofia Coppola,"Kirsten Dunst, Jason Schwartzman, Rip Torn, Judy Davis",2006,123,6.4,15.96
+471,2012,"Action,Adventure,Sci-Fi",Roland Emmerich,"John Cusack, Thandie Newton, Chiwetel Ejiofor,Amanda Peet",2009,158,5.8,166.11M
+472,Harry Potter and the Half-Blood Prince,"Adventure,Family,Fantasy",David Yates,"Daniel Radcliffe, Emma Watson, Rupert Grint, Michael Gambon",2009,153,7.5,301.96
+473,Argo,"Biography,Drama,History",Ben Affleck,"Ben Affleck, Bryan Cranston, John Goodman, Alan Arkin",2012,120,7.7,136.02M
+474,Eddie the Eagle,"Biography,Comedy,Drama",Dexter Fletcher,"Taron Egerton, Hugh Jackman, Tom Costello, Jo Hartley",2016,106,7.4,15.79
+475,The Lives of Others,"Drama,Thriller",Florian Henckel von Donnersmarck,"Ulrich Mühe, Martina Gedeck,Sebastian Koch, Ulrich Tukur",2006,137,8.5,11.28
+476,Pet,"Horror,Thriller",Carles Torrens,"Dominic Monaghan, Ksenia Solo, Jennette McCurdy,Da'Vone McDonald",2016,94,5.7,0
+477,Paint It Black,Drama,Amber Tamblyn,"Alia Shawkat, Nancy Kwan, Annabelle Attanasio,Alfred Molina",2016,96,8.3,0
+478,Macbeth,"Drama,War",Justin Kurzel,"Michael        Fassbender, Marion Cotillard, Jack Madigan,Frank Madigan",2015,113,6.7,0
+479,Forgetting Sarah Marshall,"Comedy,Drama,Romance",Nicholas Stoller,"Kristen Bell, Jason Segel, Paul Rudd, Mila Kunis",2008,111,7.2,62.88
+480,The Giver,"Drama,Romance,Sci-Fi",Phillip Noyce,"Brenton Thwaites, Jeff Bridges, Meryl Streep, Taylor Swift",2014,97,6.5,45.09
+481,Triple 9,"Action,Crime,Drama",John Hillcoat,"Casey Affleck, Chiwetel Ejiofor, Anthony Mackie,Aaron Paul",2016,115,6.3,12.63
+482,Perfetti sconosciuti,"Comedy,Drama",Paolo Genovese,"Giuseppe Battiston, Anna Foglietta, Marco Giallini,Edoardo Leo",2016,97,7.7,0
+483,Angry Birds,"Animation,Action,Adventure",Clay Kaytis,"Jason Sudeikis, Josh Gad, Danny McBride, Maya Rudolph",2016,97,6.3,107.51M
+484,Moonrise Kingdom,"Adventure,Comedy,Drama",Wes Anderson,"Jared Gilman, Kara Hayward, Bruce Willis, Bill Murray",2012,94,7.8,45.51
+485,Hairspray,"Comedy,Drama,Family",Adam Shankman,"John Travolta, Queen Latifah, Nikki Blonsky,Michelle Pfeiffer",2007,117,6.7,118.82M
+486,Safe Haven,"Drama,Romance,Thriller",Lasse Hallström,"Julianne Hough, Josh Duhamel, Cobie Smulders,David Lyons",2013,115,6.7,71.35
+487,Focus,"Comedy,Crime,Drama",Glenn Ficarra,"Will Smith, Margot Robbie, Rodrigo Santoro, Adrian Martinez",2015,105,6.6,53.85
+488,Ratatouille,"Animation,Comedy,Family",Brad Bird,"Brad Garrett, Lou Romano, Patton Oswalt,Ian Holm",2007,111,8,206.44
+489,Stake Land,"Drama,Horror,Sci-Fi",Jim Mickle,"Connor Paolo, Nick Damici, Kelly McGillis, Gregory Jones",2010,98,6.5,0.02
+490,The Book of Eli,"Action,Adventure,Drama",Albert Hughes,"Denzel       Washington, Mila Kunis, Ray Stevenson, Gary Oldman",2010,118,6.9,94.82
+491,Cloverfield,"Action,Horror,Sci-Fi",Matt Reeves,"Mike Vogel, Jessica Lucas, Lizzy Caplan, T.J. Miller",2008,85,7,80.03
+492,Point Break,"Action,Crime,Sport",Ericson Core,"Edgar Ramírez, Luke Bracey, Ray Winstone, Teresa Palmer",2015,114,5.3,28.77
+493,Under the Skin,"Drama,Horror,Sci-Fi",Jonathan Glazer,"Scarlett Johansson, Jeremy McWilliams, Lynsey Taylor Mackay, Dougie McConnell",2013,108,6.3,2.61
+494,I Am Legend,"Drama,Horror,Sci-Fi",Francis Lawrence,"Will Smith, Alice Braga, Charlie Tahan, Salli Richardson-Whitfield",2007,101,7.2,256.39
+495,Men in Black 3,"Action,Adventure,Comedy",Barry Sonnenfeld,"Will Smith, Tommy Lee Jones, Josh Brolin,Jemaine Clement",2012,106,6.8,179.02M
+496,Super 8,"Mystery,Sci-Fi,Thriller",J.J. Abrams,"Elle Fanning, AJ Michalka, Kyle Chandler, Joel Courtney",2011,112,7.1,126.98M
+497,Law Abiding Citizen,"Crime,Drama,Thriller",F. Gary Gray,"Gerard Butler, Jamie Foxx, Leslie Bibb, Colm Meaney",2009,109,7.4,73.34
+498,Up,"Animation,Adventure,Comedy",Pete Docter,"Edward Asner, Jordan Nagai, John Ratzenberger, Christopher Plummer",2009,96,8.3,292.98
+499,Maze Runner: The Scorch Trials,"Action,Sci-Fi,Thriller",Wes Ball,"Dylan O'Brien, Kaya Scodelario, Thomas Brodie-Sangster,Giancarlo Esposito",2015,131,6.3,81.69
+500,Carol,"Drama,Romance",Todd Haynes,"Cate Blanchett, Rooney Mara, Sarah Paulson, Kyle Chandler",2015,118,7.2,0.25
+501,Imperium,"Crime,Drama,Thriller",Daniel Ragussis,"Daniel Radcliffe, Toni Collette, Tracy Letts, Sam Trammell",2016,109,6.5,0
+502,Youth,"Comedy,Drama,Music",Paolo Sorrentino,"Michael Caine, Harvey Keitel, Rachel Weisz, Jane Fonda",2015,124,7.3,2.7
+503,Mr. Nobody,"Drama,Fantasy,Romance",Jaco Van Dormael,"Jared Leto, Sarah Polley, Diane Kruger, Linh Dan Pham",2009,141,7.9,0
+504,City of Tiny Lights,"Crime,Drama,Thriller",Pete Travis,"Riz Ahmed, Billie Piper, James Floyd, Cush Jumbo",2016,110,5.7,0
+505,Savages,"Crime,Drama,Thriller",Oliver Stone,"Aaron Taylor-Johnson, Taylor Kitsch, Blake Lively,Benicio Del Toro",2012,131,6.5,47.31
+506,(500) Days of Summer,"Comedy,Drama,Romance",Marc Webb,"Zooey Deschanel, Joseph Gordon-Levitt, Geoffrey Arend, Chloë Grace Moretz",2009,95,7.7,32.39
+507,Movie 43,"Comedy,Romance",Elizabeth Banks,"Emma Stone, Stephen Merchant, Richard Gere, Liev Schreiber",2013,94,4.3,8.83
+508,Gravity,"Drama,Sci-Fi,Thriller",Alfonso Cuarón,"Sandra Bullock, George Clooney, Ed Harris, Orto Ignatiussen",2013,91,7.8,274.08
+509,The Boy in the Striped Pyjamas,"Drama,War",Mark Herman,"Asa Butterfield, David Thewlis, Rupert Friend, Zac Mattoon O'Brien",2008,94,7.8,9.03
+510,Shooter,"Action,Crime,Drama",Antoine Fuqua,"Mark Wahlberg, Michael Peña, Rhona Mitra, Danny Glover",2007,124,7.2,46.98
+511,The Happening,"Sci-Fi,Thriller",M. Night Shyamalan,"Mark Wahlberg, Zooey Deschanel, John Leguizamo, Ashlyn Sanchez",2008,91,5,64.51
+512,Bone Tomahawk,"Adventure,Drama,Horror",S. Craig Zahler,"Kurt Russell, Patrick Wilson, Matthew Fox, Richard Jenkins",2015,132,7.1,66.01
+513,Magic Mike XXL,"Comedy,Drama,Music",Gregory Jacobs,"Channing Tatum, Joe Manganiello, Matt Bomer,Adam Rodriguez",2015,115,5.7,0
+514,Easy A,"Comedy,Drama,Romance",Will Gluck,"Emma Stone, Amanda Bynes, Penn Badgley, Dan Byrd",2010,92,7.1,58.4
+515,Exodus: Gods and Kings,"Action,Adventure,Drama",Ridley Scott,"Christian Bale, Joel Edgerton, Ben Kingsley, Sigourney Weaver",2014,150,6,65.01
+516,Chappie,"Action,Crime,Drama",Neill Blomkamp,"Sharlto Copley, Dev Patel, Hugh Jackman,Sigourney Weaver",2015,120,6.9,31.57
+517,The Hobbit: The Desolation of Smaug,"Adventure,Fantasy",Peter Jackson,"Ian McKellen, Martin Freeman, Richard Armitage,Ken Stott",2013,161,7.9,258.36
+518,Half of a Yellow Sun,"Drama,Romance",Biyi Bandele,"Chiwetel Ejiofor, Thandie Newton, Anika Noni Rose,Joseph Mawle",2013,111,6.2,0.05
+519,Anthropoid,"Biography,History,Thriller",Sean Ellis,"Jamie Dornan, Cillian Murphy, Brian Caspe, Karel Hermánek Jr.",2016,120,7.2,2.96
+520,The Counselor,"Crime,Drama,Thriller",Ridley Scott,"Michael   fassbender, Penélope Cruz, Cameron Diaz,Javier Bardem",2013,117,5.3,16.97
+521,Viking,"Action,Drama,History",Andrey Kravchuk,"Anton Adasinsky, Aleksandr Armer, Vilen Babichev, Rostislav Bershauer",2016,133,4.7,23.05
+522,Whiskey Tango Foxtrot,"Biography,Comedy,Drama",Glenn Ficarra,"Tina Fey, Margot Robbie, Martin Freeman, Alfred Molina",2016,112,6.6,0
+523,Trust,"Crime,Drama,Thriller",David Schwimmer,"Clive Owen, Catherine Keener, Liana Liberato,Jason Clarke",2010,106,7,0.06
+524,Birth of the Dragon,"Action,Biography,Drama",George Nolfi,"Billy Magnussen, Terry Chen, Teresa Navarro,Vanessa Ross",2016,103,3.9,93.05
+525,Elysium,"Action,Drama,Sci-Fi",Neill Blomkamp,"Matt Damon, Jodie Foster, Sharlto Copley, Alice Braga",2013,109,6.6,0
+526,The Green Inferno,"Adventure,Horror",Eli Roth,"Lorenza Izzo, Ariel Levy, Aaron Burns, Kirby Bliss Blanton",2013,100,5.4,7.19
+527,Godzilla,"Action,Adventure,Sci-Fi",Gareth Edwards,"Aaron Taylor-Johnson, Elizabeth Olsen, Bryan Cranston, Ken Watanabe",2014,123,6.4,200.66
+528,The Bourne Legacy,"Action,Adventure,Mystery",Tony Gilroy,"Jeremy Renner, Rachel Weisz, Edward Norton, Scott Glenn",2012,135,6.7,113.17M
+529,A Good Year,"Comedy,Drama,Romance",Ridley Scott,"Russell Crowe, Abbie Cornish, Albert Finney, Marion Cotillard",2006,117,6.9,7.46
+530,Friend Request,"Horror,Thriller",Simon Verhoeven,"Alycia Debnam-Carey, William Moseley, Connor Paolo, Brit Morgan",2016,92,5.4,64.03
+531,Deja Vu,"Action,Sci-Fi,Thriller",Tony Scott,"Denzel Washington, Paula Patton, Jim Caviezel, Val Kilmer",2006,126,7,0
+532,Lucy,"Action,Sci-Fi,Thriller",Luc Besson,"Scarlett Johansson, Morgan Freeman, Min-sik Choi,Amr Waked",2014,89,6.4,126.55M
+533,A Quiet Passion,"Biography,Drama",Terence Davies,"Cynthia Nixon, Jennifer Ehle, Duncan Duff, Keith Carradine",2016,125,7.2,1.08
+534,Need for Speed,"Action,Crime,Drama",Scott Waugh,"Aaron Paul, Dominic Cooper, Imogen Poots, Scott Mescudi",2014,132,6.5,43.57
+535,Jack Reacher,"Action,Crime,Mystery",Christopher McQuarrie,"Tom Cruise, Rosamund Pike, Richard Jenkins, Werner Herzog",2012,130,7,58.68
+536,The Do-Over,"Action,Adventure,Comedy",Steven Brill,"Adam Sandler, David Spade, Paula Patton, Kathryn Hahn",2016,108,5.7,0.54
+537,True Crimes,"Crime,Drama,Thriller",Alexandros Avranas,"Jim Carrey, Charlotte Gainsbourg, Marton Csokas, Kati Outinen",2016,92,7.3,0
+538,American Pastoral,"Crime,Drama",Ewan McGregor,"Ewan McGregor, Jennifer Connelly, Dakota Fanning, Peter Riegert",2016,108,6.1,0
+539,The Ghost Writer,"Mystery,Thriller",Roman Polanski,"Ewan McGregor, Pierce Brosnan, Olivia Williams,Jon Bernthal",2010,128,7.2,15.52
+540,Limitless,"Mystery,Sci-Fi,Thriller",Neil Burger,"Bradley Cooper, Anna Friel, Abbie Cornish, Robert De Niro",2011,105,7.4,79.24
+541,Spectral,"Action,Mystery,Sci-Fi",Nic Mathieu,"James Badge Dale, Emily Mortimer, Bruce Greenwood,Max Martini",2016,107,6.3,0
+542,P.S. I Love You,"Drama,Romance",Richard LaGravenese,"Hilary Swank, Gerard Butler, Harry Connick Jr., Lisa Kudrow",2007,126,7.1,53.68
+543,Zipper,"Drama,Thriller",Mora Stephens,"Patrick Wilson, Lena Headey, Ray Winstone,Richard Dreyfuss",2015,103,5.7,0
+544,Midnight Special,"Drama,Mystery,Sci-Fi",Jeff Nichols,"Michael Shannon, Joel Edgerton, Kirsten Dunst, Adam Driver",2016,112,6.7,3.71
+545,Don't Think Twice,"Comedy,Drama",Mike Birbiglia,"Keegan-Michael Key, Gillian Jacobs, Mike Birbiglia,Chris Gethard",2016,92,6.8,4.42
+546,Alice in Wonderland,"Adventure,Family,Fantasy",Tim Burton,"Mia Wasikowska, Johnny Depp, Helena Bonham Carter,Anne Hathaway",2010,108,6.5,334.19
+547,Chuck,"Biography,Drama,Sport",Philippe Falardeau,"Elisabeth Moss, Naomi Watts, Ron Perlman, Liev Schreiber",2016,98,6.8,0.11
+548,"I, Daniel Blake",Drama,Ken Loach,"Dave Johns, Hayley Squires, Sharon Percy, Briana Shann",2016,100,7.9,0
+549,The Break-Up,"Comedy,Drama,Romance",Peyton Reed,"Jennifer Aniston, Vince Vaughn, Jon Favreau, Joey Lauren Adams",2006,106,5.8,118.68M
+550,Loving,"Biography,Drama,Romance",Jeff Nichols,"Ruth Negga, Joel Edgerton, Will Dalton, Dean Mumford",2016,123,7.1,7.7
+551,Fantastic Four,"Action,Adventure,Sci-Fi",Josh Trank,"Miles Teller, Kate Mara, Michael B. Jordan, Jamie Bell",2015,100,4.3,56.11
+552,The Survivalist,"Drama,Sci-Fi,Thriller",Stephen Fingleton,"Mia Goth, Martin McCann, Barry Ward, Andrew Simpson",2015,104,6.3,0
+553,Colonia,"Drama,Romance,Thriller",Florian Gallenberger,"Emma Watson, Daniel Brühl, Michael Nyqvist,Richenda Carey",2015,106,7.1,0
+554,The Boy Next Door,"Mystery,Thriller",Rob Cohen,"Jennifer Lopez, Ryan Guzman, Kristin Chenoweth, John Corbett",2015,91,4.6,35.39
+555,The Gift,"Mystery,Thriller",Joel Edgerton,"Jason Bateman, Rebecca Hall, Joel Edgerton, Allison Tolman",2015,108,7.1,43.77
+556,Dracula Untold,"Action,Drama,Fantasy",Gary Shore,"Luke Evans, Dominic Cooper, Sarah Gadon, Art Parkinson",2014,92,6.3,55.94
+557,In the Heart of the Sea,"Action,Adventure,Biography",Ron Howard,"Chris Hemsworth, Cillian Murphy, Brendan Gleeson,Ben Whishaw",2015,122,6.9,24.99
+558,Idiocracy,"Adventure,Comedy,Sci-Fi",Mike Judge,"Luke Wilson, Maya Rudolph, Dax Shepard, Terry Crews",2006,84,6.6,0.44
+559,The Expendables,"Action,Adventure,Thriller",Sylvester Stallone,"Sylvester Stallone, Jason Statham, Jet Li, Dolph Lundgren",2010,103,6.5,102.98M
+560,Evil Dead,"Fantasy,Horror",Fede Alvarez,"Jane Levy, Shiloh Fernandez, Jessica Lucas, Lou Taylor Pucci",2013,91,6.5,54.24
+561,Sinister,"Horror,Mystery",Scott Derrickson,"Ethan Hawke, Juliet Rylance, James Ransone,Fred Dalton Thompson",2012,110,6.8,48.06
+562,Wreck-It Ralph,"Animation,Adventure,Comedy",Rich Moore,"John C. Reilly, Jack McBrayer, Jane Lynch, Sarah Silverman",2012,101,7.8,189.41M
+563,Snow White and the Huntsman,"Action,Adventure,Drama",Rupert Sanders,"Kristen Stewart, Chris Hemsworth, Charlize Theron, Sam Claflin",2012,127,6.1,155.11M
+564,Pan,"Adventure,Family,Fantasy",Joe Wright,"Levi Miller, Hugh Jackman, Garrett Hedlund, Rooney Mara",2015,111,5.8,34.96
+565,Transformers: Dark of the Moon,"Action,Adventure,Sci-Fi",Michael Bay,"Shia LaBeouf, Rosie Huntington-Whiteley, Tyrese Gibson, Josh Duhamel",2011,154,6.3,352.36
+566,Juno,"Comedy,Drama",Jason Reitman,"Ellen Page, Michael Cera, Jennifer Garner, Jason Bateman",2007,96,7.5,143.49M
+567,A Hologram for the King,"Comedy,Drama",Tom Tykwer,"Tom Hanks, Sarita Choudhury, Ben Whishaw,Alexander Black",2016,98,6.1,4.2
+568,Money Monster,"Crime,Drama,Thriller",Jodie Foster,"George Clooney, Julia Roberts, Jack O'Connell,Dominic West",2016,98,6.5,41.01
+569,The Other Woman,"Comedy,Romance",Nick Cassavetes,"Cameron Diaz, Leslie Mann, Kate Upton, Nikolaj Coster-Waldau",2014,109,6,83.91
+570,Enchanted,"Animation,Comedy,Family",Kevin Lima,"Amy Adams, Susan Sarandon, James Marsden, Patrick Dempsey",2007,107,7.1,127.71M
+571,The Intern,"Comedy,Drama",Nancy Meyers,"Robert De Niro, Anne Hathaway, Rene Russo,Anders Holm",2015,121,7.1,75.27
+572,Little Miss Sunshine,"Comedy,Drama",Jonathan Dayton,"Steve Carell, Toni Collette, Greg Kinnear, Abigail Breslin",2006,101,7.8,59.89
+573,Bleed for This,"Biography,Drama,Sport",Ben Younger,"Miles Teller, Aaron Eckhart, Katey Sagal, Ciarán Hinds",2016,117,6.8,4.85
+574,Clash of the Titans,"Action,Adventure,Fantasy",Louis Leterrier,"Sam Worthington, Liam Neeson, Ralph Fiennes,Jason Flemyng",2010,106,5.8,163.19M
+575,The Finest Hours,"Action,Drama,History",Craig Gillespie,"Chris Pine, Casey Affleck, Ben Foster, Eric Bana",2016,117,6.8,27.55
+576,Tron,"Action,Adventure,Sci-Fi",Joseph Kosinski,"Jeff Bridges, Garrett Hedlund, Olivia Wilde, Bruce Boxleitner",2010,125,6.8,172.05M
+577,The Hunger Games: Catching Fire,"Action,Adventure,Mystery",Francis Lawrence,"Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth, Philip Seymour Hoffman",2013,146,7.6,424.65
+578,All Good Things,"Crime,Drama,Mystery",Andrew Jarecki,"Ryan Gosling, Kirsten Dunst, Frank Langella, Lily Rabe",2010,101,6.3,0.58
+579,Kickboxer: Vengeance,Action,John Stockwell,"Dave Bautista, Alain Moussi, Gina Carano, Jean-Claude Van Damme",2016,90,4.9,131.56M
+580,The Last Airbender,"Action,Adventure,Family",M. Night Shyamalan,"Noah Ringer, Nicola Peltz, Jackson Rathbone,Dev Patel",2010,103,4.2,0
+581,Sex Tape,"Comedy,Romance",Jake Kasdan,"Jason Segel, Cameron Diaz, Rob Corddry, Ellie Kemper",2014,94,5.1,38.54
+582,What to Expect When You're Expecting,"Comedy,Drama,Romance",Kirk Jones,"Cameron Diaz, Matthew Morrison, J. Todd Smith, Dennis Quaid",2012,110,5.7,41.1
+583,Moneyball,"Biography,Drama,Sport",Bennett Miller,"Brad Pitt, Robin Wright, Jonah Hill, Philip Seymour Hoffman",2011,133,7.6,75.61
+584,Ghost Rider,"Action,Fantasy,Thriller",Mark Steven Johnson,"Nicolas Cage, Eva Mendes, Sam Elliott, Matt Long",2007,114,5.2,115.8M
+585,Unbroken,"Biography,Drama,Sport",Angelina Jolie,"Jack O'Connell, Miyavi, Domhnall Gleeson, Garrett Hedlund",2014,137,7.2,115.6M
+586,Immortals,"Action,Drama,Fantasy",Tarsem Singh,"Henry Cavill, Mickey Rourke, John Hurt, Stephen Dorff",2011,110,6,83.5
+587,Sunshine,"Adventure,Sci-Fi,Thriller",Danny Boyle,"Cillian Murphy, Rose Byrne, Chris Evans, Michelle Yeoh",2007,107,7.3,3.68
+588,Brave,"Animation,Adventure,Comedy",Mark Andrews,"Kelly Macdonald,Billy Connolly, Emma Thompson, Julie Walters",2012,93,7.2,237.28
+589,Män som hatar kvinnor,"Drama,Mystery,Thriller",Niels Arden Oplev,"Michael Nyqvist, Noomi Rapace, Ewa Fröling,Lena Endre",2009,152,7.8,10.1
+590,Adoration,"Drama,Romance",Anne Fontaine,"Naomi Watts, Robin Wright, Xavier Samuel, James Frecheville",2013,112,6.2,0.32
+591,The Drop,"Crime,Drama,Mystery",Michaël R. Roskam,"Tom Hardy, Noomi Rapace, James Gandolfini,Matthias Schoenaerts",2014,106,7.1,10.72
+592,She's the Man,"Comedy,Romance,Sport",Andy Fickman,"Amanda Bynes, Laura Ramsey, Channing Tatum,Vinnie Jones",2006,105,6.4,2.34
+593,Daddy's Home,"Comedy,Family",Sean Anders,"Will Ferrell, Mark Wahlberg, Linda Cardellini, Thomas Haden Church",2015,96,6.1,150.32M
+594,Let Me In,"Drama,Horror,Mystery",Matt Reeves,"Kodi Smit-McPhee, Chloë Grace Moretz, Richard Jenkins, Cara Buono",2010,116,7.2,12.13
+595,Never Back Down,"Action,Drama,Sport",Jeff Wadlow,"Sean Faris, Djimon Hounsou, Amber Heard, Cam Gigandet",2008,110,6.6,24.85
+596,Grimsby,"Action,Adventure,Comedy",Louis Leterrier,"Sacha Baron Cohen, Mark Strong, Rebel Wilson,Freddie Crowder",2016,83,6.2,6.86
+597,Moon,"Drama,Mystery,Sci-Fi",Duncan Jones,"Sam Rockwell, Kevin Spacey, Dominique McElligott,Rosie Shaw",2009,97,7.9,5.01
+598,Megamind,"Animation,Action,Comedy",Tom McGrath,"Will Ferrell, Jonah Hill, Brad Pitt, Tina Fey",2010,95,7.3,148.34M
+599,Gangster Squad,"Action,Crime,Drama",Ruben Fleischer,"Sean Penn, Ryan Gosling, Emma Stone, Giovanni Ribisi",2013,113,6.7,46
+600,Blood Father,"Action,Crime,Drama",Jean-François Richet,"Mel Gibson, Erin Moriarty, Diego Luna, Michael Parks",2016,88,6.4,93.95
+601,He's Just Not That Into You,"Comedy,Drama,Romance",Ken Kwapis,"Jennifer Aniston, Jennifer Connelly, Morgan Lily,Trenton Rogers",2009,129,6.4,0
+602,Kung Fu Panda 3,"Animation,Action,Adventure",Alessandro Carloni,"Jack Black, Bryan Cranston, Dustin Hoffman, Angelina Jolie",2016,95,7.2,143.52M
+603,The Rise of the Krays,"Crime,Drama",Zackary Adler,"Matt Vael, Simon Cotton, Kevin Leslie, Olivia Moyles",2015,110,5.1,6.53
+604,Handsome Devil,Drama,John Butler,"Fionn O'Shea, Nicholas Galitzine, Andrew Scott, Moe Dunford",2016,95,7.4,0
+605,Winter's Bone,Drama,Debra Granik,"Jennifer Lawrence, John Hawkes, Garret Dillahunt,Isaiah Stone",2010,100,7.2,0
+606,Horrible Bosses,"Comedy,Crime",Seth Gordon,"Jason Bateman, Charlie Day, Jason Sudeikis, Steve Wiebe",2011,98,6.9,117.53M
+607,Mommy,Drama,Xavier Dolan,"Anne Dorval, Antoine-Olivier Pilon, Suzanne Clément,Patrick Huard",2014,139,8.1,3.49
+608,Hellboy II: The Golden Army,"Action,Adventure,Fantasy",Guillermo del Toro,"Ron Perlman, Selma Blair, Doug Jones, John Alexander",2008,120,7,75.75
+609,Beautiful Creatures,"Drama,Fantasy,Romance",Richard LaGravenese,"Alice Englert, Viola Davis, Emma Thompson,Alden Ehrenreich",2013,124,6.2,19.45
+610,Toni Erdmann,"Comedy,Drama",Maren Ade,"Sandra Hüller, Peter Simonischek, Michael Wittenborn,Thomas Loibl",2016,162,7.6,1.48
+611,The Lovely Bones,"Drama,Fantasy,Thriller",Peter Jackson,"Rachel Weisz, Mark Wahlberg, Saoirse Ronan, Susan Sarandon",2009,135,6.7,43.98
+612,The Assassination of Jesse James by the Coward Robert Ford,"Biography,Crime,Drama",Andrew Dominik,"Brad Pitt, Casey Affleck, Sam Shepard, Mary-Louise Parker",2007,160,7.5,3.9
+613,Don Jon,"Comedy,Drama,Romance",Joseph Gordon-Levitt,"Joseph Gordon-Levitt, Scarlett Johansson,Julianne Moore, Tony Danza",2013,90,6.6,24.48
+614,Bastille Day,"Action,Crime,Drama",James Watkins,"Idris Elba, Richard Madden, Charlotte Le Bon, Kelly Reilly",2016,92,6.3,0.04
+615,2307: Winter's Dream,Sci-Fi,Joey Curtis,"Paul Sidhu, Branden Coles, Arielle Holmes, Kelcey Watson",2016,101,4,20.76
+616,Free State of Jones,"Action,Biography,Drama",Gary Ross,"Matthew McConaughey, Gugu Mbatha-Raw, Mahershala Ali, Keri Russell",2016,139,6.9,0
+617,Mr. Right,"Action,Comedy,Romance",Paco Cabezas,"Anna Kendrick, Sam Rockwell, Tim Roth, James Ransone",2015,95,6.3,0.03
+618,The Secret Life of Walter Mitty,"Adventure,Comedy,Drama",Ben Stiller,"Ben Stiller, Kristen Wiig, Jon Daly, Kathryn Hahn",2013,114,7.3,58.23
+619,Dope,"Comedy,Crime,Drama",Rick Famuyiwa,"Shameik Moore, Tony Revolori, Kiersey Clemons,Kimberly Elise",2015,103,7.3,17.47
+620,Underworld Awakening,"Action,Fantasy,Horror",Måns Mårlind,"Kate Beckinsale, Michael Ealy, India Eisley, Stephen Rea",2012,88,6.4,62.32
+621,Antichrist,"Drama,Horror",Lars von Trier,"Willem Dafoe, Charlotte Gainsbourg, Storm Acheche Sahlstrøm",2009,108,6.6,0.4
+622,Friday the 13th,Horror,Marcus Nispel,"Jared Padalecki, Amanda Righetti, Derek Mears,Danielle Panabaker",2009,97,5.6,65
+623,Taken 3,"Action,Thriller",Olivier Megaton,"Liam Neeson, Forest Whitaker, Maggie Grace,Famke Janssen",2014,109,6,89.25
+624,Total Recall,"Action,Adventure,Mystery",Len Wiseman,"Colin Farrell, Bokeem Woodbine, Bryan Cranston,Kate Beckinsale",2012,118,6.3,58.88
+625,X-Men: The Last Stand,"Action,Adventure,Fantasy",Brett Ratner,"Patrick Stewart, Hugh Jackman, Halle Berry, Famke Janssen",2006,104,6.7,234.36
+626,The Escort,"Comedy,Drama,Romance",Will Slocombe,"Lyndsy Fonseca, Michael Doneger, Tommy Dewey,Bruce Campbell",2016,88,6,0
+627,The Whole Truth,"Crime,Drama,Mystery",Courtney Hunt,"Keanu Reeves, Renée Zellweger, Gugu Mbatha-Raw, Gabriel Basso",2016,93,6.1,0
+628,Night at the Museum: Secret of the Tomb,"Adventure,Comedy,Family",Shawn Levy,"Ben Stiller, Robin Williams, Owen Wilson, Dick Van Dyke",2014,98,6.2,113.73M
+629,Love & Other Drugs,"Comedy,Drama,Romance",Edward Zwick,"Jake Gyllenhaal, Anne Hathaway, Judy Greer, Oliver Platt",2010,112,6.7,32.36
+630,The Interview,Comedy,Evan Goldberg,"James Franco, Seth Rogen, Randall Park, Lizzy Caplan",2014,112,6.6,6.11
+631,The Host,"Comedy,Drama,Horror",Bong Joon Ho,"Kang-ho Song, Hee-Bong Byun, Hae-il Park, Doona Bae",2006,120,7,2.2
+632,Megan Is Missing,"Drama,Horror,Thriller",Michael Goi,"Amber Perkins, Rachel Quinn, Dean Waite, Jael Elizabeth Steinmeyer",2011,85,4.9,0
+633,WALL·E,"Animation,Adventure,Family",Andrew Stanton,"Ben Burtt, Elissa Knight, Jeff Garlin, Fred Willard",2008,98,8.4,223.81
+634,Knocked Up,"Comedy,Romance",Judd Apatow,"Seth Rogen, Katherine Heigl, Paul Rudd, Leslie Mann",2007,129,7,148.73M
+635,Source Code,"Mystery,Romance,Sci-Fi",Duncan Jones,"Jake Gyllenhaal, Michelle Monaghan, Vera Farmiga,Jeffrey Wright",2011,93,7.5,54.7
+636,Lawless,"Crime,Drama",John Hillcoat,"Tom Hardy, Shia LaBeouf, Guy Pearce, Jason Clarke",2012,116,7.3,37.4
+637,Unfriended,"Drama,Horror,Mystery",Levan Gabriadze,"Heather Sossaman, Matthew Bohrer, Courtney Halverson, Shelley Hennig",2014,83,5.6,31.54
+638,American Reunion,Comedy,Jon Hurwitz,"Jason Biggs, Alyson Hannigan,Seann William Scott, Chris Klein",2012,113,6.7,56.72
+639,The Pursuit of Happyness,"Biography,Drama",Gabriele Muccino,"Will Smith, Thandie Newton, Jaden Smith, Brian Howe",2006,117,8,162.59M
+640,Relatos salvajes,"Comedy,Drama,Thriller",Damián Szifron,"Darío Grandinetti, María Marull, Mónica Villa, Rita Cortese",2014,122,8.1,3.08
+641,The Ridiculous 6,"Comedy,Western",Frank Coraci,"Adam Sandler, Terry Crews, Jorge Garcia, Taylor Lautner",2015,119,4.8,0
+642,Frantz,"Drama,History,War",François Ozon,"Pierre Niney, Paula Beer, Ernst Stötzner, Marie Gruber",2016,113,7.5,0.86
+643,Viral,"Drama,Horror,Sci-Fi",Henry Joost,"Sofia Black-D'Elia, Analeigh Tipton,Travis Tope, Michael Kelly",2016,85,5.5,0
+644,Gran Torino,Drama,Clint Eastwood,"Clint Eastwood, Bee Vang, Christopher Carley,Ahney Her",2008,116,8.2,148.09M
+645,Burnt,"Comedy,Drama",John Wells,"Bradley Cooper, Sienna Miller, Daniel Brühl, Riccardo Scamarcio",2015,101,6.6,13.65
+646,Tall Men,"Fantasy,Horror,Thriller",Jonathan Holbrook,"Dan Crisafulli, Kay Whitney, Richard Garcia, Pat Cashman",2016,133,3.2,0
+647,Sleeping Beauty,"Drama,Romance",Julia Leigh,"Emily Browning, Rachael Blake, Ewen Leslie, Bridgette Barrett",2011,101,5.3,0.03
+648,Vampire Academy,"Action,Comedy,Fantasy",Mark Waters,"Zoey Deutch, Lucy Fry, Danila Kozlovsky, Gabriel Byrne",2014,104,5.6,7.79
+649,Sweeney Todd: The Demon Barber of Fleet Street,"Drama,Horror,Musical",Tim Burton,"Johnny Depp, Helena Bonham Carter, Alan Rickman,Timothy Spall",2007,116,7.4,52.88
+650,Solace,"Crime,Drama,Mystery",Afonso Poyart,"Anthony Hopkins, Jeffrey Dean Morgan, Abbie Cornish, Colin Farrell",2015,101,6.4,0
+651,Insidious,"Horror,Mystery,Thriller",James Wan,"Patrick Wilson, Rose Byrne, Ty Simpkins, Lin Shaye",2010,103,6.8,53.99
+652,Popstar: Never Stop Never Stopping,"Comedy,Music",Akiva Schaffer,"Andy Samberg, Jorma Taccone,Akiva Schaffer, Sarah Silverman",2016,87,6.7,9.39
+653,The Levelling,Drama,Hope Dickson Leach,"Ellie Kendrick, David Troughton, Jack Holden,Joe Blakemore",2016,83,6.4,0
+654,Public Enemies,"Biography,Crime,Drama",Michael Mann,"Christian Bale, Johnny Depp, Christian Stolte, Jason Clarke",2009,140,7,97.03
+655,Boyhood,Drama,Richard Linklater,"Ellar Coltrane, Patricia Arquette, Ethan Hawke,Elijah Smith",2014,165,7.9,25.36
+656,Teenage Mutant Ninja Turtles,"Action,Adventure,Comedy",Jonathan Liebesman,"Megan Fox, Will Arnett, William Fichtner, Noel Fisher",2014,101,5.9,190.87M
+657,Eastern Promises,"Crime,Drama,Mystery",David Cronenberg,"Naomi Watts, Viggo Mortensen, Armin Mueller-Stahl, Josef Altin",2007,100,7.7,17.11
+658,The Daughter,Drama,Simon Stone,"Geoffrey Rush, Nicholas Hope, Sam Neill, Ewen Leslie",2015,96,6.7,0.03
+659,Pineapple Express,"Action,Comedy,Crime",David Gordon Green,"Seth Rogen, James Franco, Gary Cole, Danny McBride",2008,111,7,87.34
+660,The First Time,"Comedy,Drama,Romance",Jon Kasdan,"Dylan O'Brien, Britt Robertson, Victoria Justice, James Frecheville",2012,95,6.9,0.02
+661,Gone Baby Gone,"Crime,Drama,Mystery",Ben Affleck,"Morgan Freeman, Ed Harris, Casey Affleck, Michelle Monaghan",2007,114,7.7,20.3
+662,The Heat,"Action,Comedy,Crime",Paul Feig,"Sandra Bullock, Michael McDonald, Melissa McCarthy,Demián Bichir",2013,117,6.6,159.58M
+663,L'avenir,Drama,Mia Hansen-Løve,"Isabelle Huppert, André Marcon, Roman Kolinka,Edith Scob",2016,102,7.1,0.28
+664,Anna Karenina,"Drama,Romance",Joe Wright,"Keira Knightley, Jude Law, Aaron Taylor-Johnson,Matthew Macfadyen",2012,129,6.6,12.8
+665,Regression,"Crime,Drama,Mystery",Alejandro Amenábar,"Ethan Hawke, David Thewlis, Emma Watson,Dale Dickey",2015,106,5.7,0.05
+666,Ted 2,"Adventure,Comedy,Romance",Seth MacFarlane,"Mark Wahlberg, Seth MacFarlane, Amanda Seyfried, Jessica Barth",2015,115,6.3,81.26
+667,Pain & Gain,"Comedy,Crime,Drama",Michael Bay,"Mark Wahlberg, Dwayne Johnson, Anthony Mackie,Tony Shalhoub",2013,129,6.5,49.87
+668,Blood Diamond,"Adventure,Drama,Thriller",Edward Zwick,"Leonardo DiCaprio, Djimon Hounsou, Jennifer Connelly, Kagiso Kuypers",2006,143,8,57.37
+669,Devil's Knot,"Biography,Crime,Drama",Atom Egoyan,"Colin Firth, Reese Witherspoon, Alessandro Nivola,James Hamrick",2013,114,6.1,0
+670,Child 44,"Crime,Drama,Thriller",Daniel Espinosa,"Tom Hardy, Gary Oldman, Noomi Rapace, Joel Kinnaman",2015,137,6.5,1.21
+671,The Hurt Locker,"Drama,History,Thriller",Kathryn Bigelow,"Jeremy Renner, Anthony Mackie, Brian Geraghty,Guy Pearce",2008,131,7.6,15.7
+672,Green Lantern,"Action,Adventure,Sci-Fi",Martin Campbell,"Ryan Reynolds, Blake Lively, Peter Sarsgaard,Mark Strong",2011,114,5.6,116.59M
+673,War on Everyone,"Action,Comedy",John Michael McDonagh,"Alexander Skarsgård, Michael Peña, Theo James, Tessa Thompson",2016,98,5.9,0
+674,The Mist,Horror,Frank Darabont,"Thomas Jane, Marcia Gay Harden, Laurie Holden,Andre Braugher",2007,126,7.2,25.59
+675,Escape Plan,"Action,Crime,Mystery",Mikael Håfström,"Sylvester Stallone, Arnold Schwarzenegger, 50 Cent, Vincent D'Onofrio",2013,115,6.7,25.12
+676,"Love, Rosie","Comedy,Romance",Christian Ditter,"Lily Collins, Sam Claflin, Christian Cooke, Jaime Winstone",2014,102,7.2,0.01
+677,The DUFF,Comedy,Ari Sandel,"Mae Whitman, Bella Thorne, Robbie Amell, Allison Janney",2015,101,6.5,34.02
+678,The Age of Shadows,"Action,Drama,Thriller",Jee-woon Kim,"Byung-hun Lee, Yoo Gong, Kang-ho Song, Ji-min Han",2016,140,7.2,0.54
+679,The Hunger Games: Mockingjay - Part 1,"Action,Adventure,Sci-Fi",Francis Lawrence,"Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth, Woody Harrelson",2014,123,6.7,337.1
+680,We Need to Talk About Kevin,"Drama,Mystery,Thriller",Lynne Ramsay,"Tilda Swinton, John C. Reilly, Ezra Miller, Jasper Newell",2011,112,7.5,1.74
+681,Love & Friendship,"Comedy,Drama,Romance",Whit Stillman,"Kate Beckinsale, Chloë Sevigny, Xavier Samuel,Emma Greenwell",2016,90,6.5,14.01
+682,The Mortal Instruments: City of Bones,"Action,Fantasy,Horror",Harald Zwart,"Lily Collins, Jamie Campbell Bower, Robert Sheehan,Jemima West",2013,130,5.9,31.17
+683,Seven Pounds,"Drama,Romance",Gabriele Muccino,"Will Smith, Rosario Dawson, Woody Harrelson,Michael Ealy",2008,123,7.7,69.95
+684,The King's Speech,"Biography,Drama",Tom Hooper,"Colin Firth, Geoffrey Rush, Helena Bonham Carter,Derek Jacobi",2010,118,8,138.8M
+685,Hunger,"Biography,Drama",Steve McQueen,"Stuart Graham, Laine Megaw, Brian Milligan, Liam McMahon",2008,96,7.6,0.15
+686,Jumper,"Action,Adventure,Sci-Fi",Doug Liman,"Hayden Christensen, Samuel L. Jackson, Jamie Bell,Rachel Bilson",2008,88,6.1,80.17
+687,Toy Story 3,"Animation,Adventure,Comedy",Lee Unkrich,"Tom Hanks, Tim Allen, Joan Cusack, Ned Beatty",2010,103,8.3,414.98
+688,Tinker Tailor Soldier Spy,"Drama,Mystery,Thriller",Tomas Alfredson,"Gary Oldman, Colin Firth, Tom Hardy, Mark Strong",2011,122,7.1,24.1
+689,Resident Evil: Retribution,"Action,Horror,Sci-Fi",Paul W.S. Anderson,"Milla Jovovich, Sienna Guillory, Michelle Rodriguez, Aryana Engineer",2012,96,5.4,42.35
+690,Dear Zindagi,"Drama,Romance",Gauri Shinde,"Alia Bhatt, Shah Rukh Khan, Kunal Kapoor, Priyanka Moodley",2016,151,7.8,1.4
+691,Genius,"Biography,Drama",Michael Grandage,"Colin Firth, Jude Law, Nicole Kidman, Laura Linney",2016,104,6.5,1.36
+692,Pompeii,"Action,Adventure,Drama",Paul W.S. Anderson,"Kit Harington, Emily Browning, Kiefer Sutherland, Adewale Akinnuoye-Agbaje",2014,105,5.5,23.22
+693,Life of Pi,"Adventure,Drama,Fantasy",Ang Lee,"Suraj Sharma, Irrfan Khan, Adil Hussain, Tabu",2012,127,7.9,124.98M
+694,Hachi: A Dog's Tale,"Drama,Family",Lasse Hallström,"Richard Gere, Joan Allen, Cary-Hiroyuki Tagawa,Sarah Roemer",2009,93,8.1,0
+695,10 Years,"Comedy,Drama,Romance",Jamie Linden,"Channing Tatum, Rosario Dawson, Chris Pratt, Jenna Dewan Tatum",2011,100,6.1,0.2
+696,I Origins,"Drama,Romance,Sci-Fi",Mike Cahill,"Michael Pitt, Steven Yeun, Astrid Bergès-Frisbey, Brit Marling",2014,106,7.3,0.33
+697,Live Free or Die Hard,"Action,Adventure,Thriller",Len Wiseman,"Bruce Willis, Justin Long, Timothy Olyphant, Maggie Q",2007,128,7.2,134.52M
+698,The Matchbreaker,"Comedy,Romance",Caleb Vetter,"Wesley Elder, Christina Grimmie, Osric Chau, Olan Rogers",2016,94,5.5,0
+699,Funny Games,"Crime,Drama,Horror",Michael Haneke,"Naomi Watts, Tim Roth, Michael Pitt, Brady Corbet",2007,111,6.5,1.29
+700,Ted,"Comedy,Fantasy",Seth MacFarlane,"Mark Wahlberg, Mila Kunis, Seth MacFarlane, Joel McHale",2012,106,7,218.63
+701,RED,"Action,Comedy,Crime",Robert Schwentke,"Bruce Willis, Helen Mirren, Morgan Freeman,Mary-Louise Parker",2010,111,7.1,90.36
+702,Australia,"Adventure,Drama,Romance",Baz Luhrmann,"Nicole Kidman, Hugh Jackman, Shea Adams, Eddie Baroo",2008,165,6.6,49.55
+703,Faster,"Action,Crime,Drama",George Tillman Jr.,"Dwayne Johnson, Billy Bob Thornton, Maggie Grace, Mauricio Lopez",2010,98,6.5,23.23
+704,The Neighbor,"Crime,Horror,Thriller",Marcus Dunstan,"Josh Stewart, Bill Engvall, Alex Essoe, Ronnie Gene Blevins",2016,87,5.8,0
+705,The Adjustment Bureau,"Romance,Sci-Fi,Thriller",George Nolfi,"Matt Damon, Emily Blunt, Lisa Thoreson, Florence Kastriner",2011,106,7.1,62.45
+706,The Hollars,"Comedy,Drama,Romance",John Krasinski,"Sharlto Copley, Charlie Day, Richard Jenkins, Anna Kendrick",2016,88,6.5,1.02
+707,The Judge,"Crime,Drama",David Dobkin,"Robert Downey Jr., Robert Duvall, Vera Farmiga, Billy Bob Thornton",2014,141,7.4,47.11
+708,Closed Circuit,"Crime,Drama,Mystery",John Crowley,"Eric Bana, Rebecca Hall, Jim Broadbent, Ciarán Hinds",2013,96,6.2,5.73
+709,Transformers: Revenge of the Fallen,"Action,Adventure,Sci-Fi",Michael Bay,"Shia LaBeouf, Megan Fox, Josh Duhamel, Tyrese Gibson",2009,150,6,402.08
+710,La tortue rouge,"Animation,Fantasy",Michael Dudok de Wit,"Emmanuel Garijo, Tom Hudson, Baptiste Goy, Axel Devillers",2016,80,7.6,0.92
+711,The Book of Life,"Animation,Adventure,Comedy",Jorge R. Gutiérrez,"Diego Luna, Zoe Saldana, Channing Tatum, Ron Perlman",2014,95,7.3,50.15
+712,Incendies,"Drama,Mystery,War",Denis Villeneuve,"Lubna Azabal, Mélissa Désormeaux-Poulin, Maxim Gaudette, Mustafa Kamel",2010,131,8.2,6.86
+713,The Heartbreak Kid,"Comedy,Romance",Bobby Farrelly,"Ben Stiller, Michelle Monaghan,Malin Akerman, Jerry Stiller",2007,116,5.8,36.77
+714,Happy Feet,"Animation,Comedy,Family",George Miller,"Elijah Wood, Brittany Murphy, Hugh Jackman, Robin Williams",2006,108,6.5,197.99M
+715,Entourage,Comedy,Doug Ellin,"Adrian Grenier, Kevin Connolly, Jerry Ferrara, Kevin Dillon",2015,104,6.6,32.36
+716,The Strangers,"Horror,Mystery,Thriller",Bryan Bertino,"Scott Speedman, Liv Tyler, Gemma Ward, Alex Fisher",2008,86,6.2,52.53
+717,Noah,"Action,Adventure,Drama",Darren Aronofsky,"Russell Crowe, Jennifer Connelly, Anthony Hopkins, Emma Watson",2014,138,5.8,101.16M
+718,Neighbors,Comedy,Nicholas Stoller,"Seth Rogen, Rose Byrne, Zac Efron, Lisa Kudrow",2014,97,6.4,150.06M
+719,Nymphomaniac: Vol. II,Drama,Lars von Trier,"Charlotte Gainsbourg, Stellan Skarsgård, Willem Dafoe, Jamie Bell",2013,123,6.7,0.33
+720,Wild,"Adventure,Biography,Drama",Jean-Marc Vallée,"Reese Witherspoon, Laura Dern, Gaby Hoffmann,Michiel Huisman",2014,115,7.1,37.88
+721,Grown Ups,Comedy,Dennis Dugan,"Adam Sandler, Salma Hayek, Kevin James, Chris Rock",2010,102,6,162M
+722,Blair Witch,"Horror,Thriller",Adam Wingard,"James Allen McCune, Callie Hernandez, Corbin Reid, Brandon Scott",2016,89,5.1,20.75
+723,The Karate Kid,"Action,Drama,Family",Harald Zwart,"Jackie Chan, Jaden Smith, Taraji P. Henson, Wenwen Han",2010,140,6.2,176.59M
+724,Dark Shadows,"Comedy,Fantasy,Horror",Tim Burton,"Johnny Depp, Michelle Pfeiffer, Eva Green, Helena Bonham Carter",2012,113,6.2,79.71
+725,Friends with Benefits,"Comedy,Romance",Will Gluck,"Mila Kunis, Justin Timberlake, Patricia Clarkson, Jenna Elfman",2011,109,6.6,55.8
+726,The Illusionist,"Drama,Mystery,Romance",Neil Burger,"Edward Norton, Jessica Biel, Paul Giamatti, Rufus Sewell",2006,110,7.6,39.83
+727,The A-Team,"Action,Adventure,Comedy",Joe Carnahan,"Liam Neeson, Bradley Cooper, Sharlto Copley,Jessica Biel",2010,117,6.8,77.21
+728,The Guest,Thriller,Adam Wingard,"Dan Stevens, Sheila Kelley, Maika Monroe, Joel David Moore",2014,100,6.7,0.32
+729,The Internship,Comedy,Shawn Levy,"Vince Vaughn, Owen Wilson, Rose Byrne, Aasif Mandvi",2013,119,6.3,44.67
+730,Paul,"Adventure,Comedy,Sci-Fi",Greg Mottola,"Simon Pegg, Nick Frost, Seth Rogen, Mia Stallard",2011,104,7,37.37
+731,This Beautiful Fantastic,"Comedy,Drama,Fantasy",Simon Aboud,"Jessica Brown Findlay, Andrew Scott, Jeremy Irvine,Tom Wilkinson",2016,100,6.9,0
+732,The Da Vinci Code,"Mystery,Thriller",Ron Howard,"Tom Hanks, Audrey Tautou, Jean Reno, Ian McKellen",2006,149,6.6,217.54
+733,Mr. Church,"Comedy,Drama",Bruce Beresford,"Eddie Murphy, Britt Robertson, Natascha McElhone, Xavier Samuel",2016,104,7.7,0.69
+734,Hugo,"Adventure,Drama,Family",Martin Scorsese,"Asa Butterfield, Chloë Grace Moretz, Christopher Lee, Ben Kingsley",2011,126,7.5,73.82
+735,The Blackcoat's Daughter,"Horror,Thriller",Oz Perkins,"Emma Roberts, Kiernan Shipka, Lauren Holly, Lucy Boynton",2015,93,5.6,0.02
+736,Body of Lies,"Action,Drama,Romance",Ridley Scott,"Leonardo DiCaprio, Russell Crowe, Mark Strong,Golshifteh Farahani",2008,128,7.1,39.38
+737,Knight of Cups,"Drama,Romance",Terrence Malick,"Christian Bale, Cate Blanchett, Natalie Portman,Brian Dennehy",2015,118,5.7,0.56
+738,The Mummy: Tomb of the Dragon Emperor,"Action,Adventure,Fantasy",Rob Cohen,"Brendan Fraser, Jet Li, Maria Bello, Michelle Yeoh",2008,112,5.2,102.18M
+739,The Boss,Comedy,Ben Falcone,"Melissa McCarthy, Kristen Bell, Peter Dinklage, Ella Anderson",2016,99,5.4,63.03
+740,Hands of Stone,"Action,Biography,Drama",Jonathan Jakubowicz,"Edgar Ramírez, Usher Raymond, Robert De Niro, Rubén Blades",2016,111,6.6,4.71
+741,El secreto de sus ojos,"Drama,Mystery,Romance",Juan José Campanella,"Ricardo Darín, Soledad Villamil, Pablo Rago,Carla Quevedo",2009,129,8.2,20.17
+742,True Grit,"Adventure,Drama,Western",Ethan Coen,"Jeff Bridges, Matt Damon, Hailee Steinfeld,Josh Brolin",2010,110,7.6,171.03M
+743,We Are Your Friends,"Drama,Music,Romance",Max Joseph,"Zac Efron, Wes Bentley, Emily Ratajkowski, Jonny Weston",2015,96,6.2,3.59
+744,A Million Ways to Die in the West,"Comedy,Romance,Western",Seth MacFarlane,"Seth MacFarlane, Charlize Theron, Liam Neeson,Amanda Seyfried",2014,116,6.1,42.62
+745,Only for One Night,Thriller,Chris Stokes,"Brian White, Karrueche Tran, Angelique Pereira,Jessica Vanessa DeLeon",2016,86,4.6,0
+746,Rules Don't Apply,"Comedy,Drama,Romance",Warren Beatty,"Lily Collins, Haley Bennett, Taissa Farmiga, Steve Tom",2016,127,5.7,3.65
+747,Ouija: Origin of Evil,"Horror,Thriller",Mike Flanagan,"Elizabeth Reaser, Lulu Wilson, Annalise Basso,Henry Thomas",2016,99,6.1,34.9
+748,Percy Jackson: Sea of Monsters,"Adventure,Family,Fantasy",Thor Freudenthal,"Logan Lerman, Alexandra Daddario, Brandon T. Jackson, Nathan Fillion",2013,106,5.9,68.56
+749,Fracture,"Crime,Drama,Mystery",Gregory Hoblit,"Anthony Hopkins, Ryan Gosling, David Strathairn,Rosamund Pike",2007,113,7.2,39
+750,Oculus,"Horror,Mystery",Mike Flanagan,"Karen Gillan, Brenton Thwaites, Katee Sackhoff,Rory Cochrane",2013,104,6.5,27.69
+751,In Bruges,"Comedy,Crime,Drama",Martin McDonagh,"Colin Farrell, Brendan Gleeson, Ciarán Hinds,Elizabeth Berrington",2008,107,7.9,7.76
+752,This Means War,"Action,Comedy,Romance",McG,"Reese Witherspoon, Chris Pine, Tom Hardy, Til Schweiger",2012,103,6.3,54.76
+753,Lída Baarová,"Biography,Drama,History",Filip Renc,"Tatiana Pauhofová, Karl Markovics, Gedeon Burkhard,Simona Stasová",2016,106,5,0
+754,The Road,"Adventure,Drama",John Hillcoat,"Viggo Mortensen, Charlize Theron, Kodi Smit-McPhee,Robert Duvall",2009,111,7.3,0.06
+755,Lavender,"Drama,Thriller",Ed Gass-Donnelly,"Abbie Cornish, Dermot Mulroney, Justin Long,Diego Klattenhoff",2016,92,5.2,0
+756,Deuces,Drama,Jamal Hill,"Larenz Tate, Meagan Good, Rotimi, Rick Gonzalez",2016,87,6.6,0
+757,Conan the Barbarian,"Action,Adventure,Fantasy",Marcus Nispel,"Jason Momoa, Ron Perlman, Rose McGowan,Stephen Lang",2011,113,5.2,21.27
+758,The Fighter,"Action,Biography,Drama",David O. Russell,"Mark Wahlberg, Christian Bale, Amy Adams,Melissa Leo",2010,116,7.8,93.57
+759,August Rush,"Drama,Music",Kirsten Sheridan,"Freddie Highmore, Keri Russell, Jonathan Rhys Meyers, Terrence Howard",2007,114,7.5,31.66
+760,Chef,"Comedy,Drama",Jon Favreau,"Jon Favreau, Robert Downey Jr., Scarlett Johansson,Dustin Hoffman",2014,114,7.3,31.24
+761,Eye in the Sky,"Drama,Thriller,War",Gavin Hood,"Helen Mirren, Aaron Paul, Alan Rickman, Barkhad Abdi",2015,102,7.3,18.7
+762,Eagle Eye,"Action,Mystery,Thriller",D.J. Caruso,"Shia LaBeouf, Michelle Monaghan, Rosario Dawson,Michael Chiklis",2008,118,6.6,101.11M
+763,The Purge,"Horror,Sci-Fi,Thriller",James DeMonaco,"Ethan Hawke, Lena Headey, Max Burkholder,Adelaide Kane",2013,85,5.7,64.42
+764,PK,"Comedy,Drama,Romance",Rajkumar Hirani,"Aamir Khan, Anushka Sharma, Sanjay Dutt,Boman Irani",2014,153,8.2,10.57
+765,Ender's Game,"Action,Sci-Fi",Gavin Hood,"Harrison Ford, Asa Butterfield, Hailee Steinfeld, Abigail Breslin",2013,114,6.7,61.66
+766,Indiana Jones and the Kingdom of the Crystal Skull,"Action,Adventure,Fantasy",Steven Spielberg,"Harrison Ford, Cate Blanchett, Shia LaBeouf,Karen Allen",2008,122,6.2,317.01
+767,Paper Towns,"Drama,Mystery,Romance",Jake Schreier,"Nat Wolff, Cara Delevingne, Austin Abrams, Justice Smith",2015,109,6.3,31.99
+768,High-Rise,Drama,Ben Wheatley,"Tom Hiddleston, Jeremy Irons, Sienna Miller, Luke Evans",2015,119,5.7,0.34
+769,Quantum of Solace,"Action,Adventure,Thriller",Marc Forster,"Daniel Craig, Olga Kurylenko, Mathieu Amalric, Judi Dench",2008,106,6.6,168.37M
+770,The Assignment,"Action,Crime,Thriller",Walter Hill,"Sigourney Weaver, Michelle Rodriguez, Tony Shalhoub,Anthony LaPaglia",2016,95,4.5,0
+771,How to Train Your Dragon,"Animation,Action,Adventure",Dean DeBlois,"Jay Baruchel, Gerard Butler,Christopher Mintz-Plasse, Craig Ferguson",2010,98,8.1,217.39
+772,Lady in the Water,"Drama,Fantasy,Mystery",M. Night Shyamalan,"Paul Giamatti, Bryce Dallas Howard, Jeffrey Wright, Bob Balaban",2006,110,5.6,42.27
+773,The Fountain,"Drama,Sci-Fi",Darren Aronofsky,"Hugh Jackman, Rachel Weisz, Sean Patrick Thomas, Ellen Burstyn",2006,96,7.3,10.14
+774,Cars 2,"Animation,Adventure,Comedy",John Lasseter,"Owen Wilson, Larry the Cable Guy,Michael Caine, Emily Mortimer",2011,106,6.2,191.45M
+775,31,"Horror,Thriller",Rob Zombie,"Malcolm McDowell, Richard Brake, Jeff Daniel Phillips,Sheri Moon Zombie",2016,102,5.1,0.78
+776,Final Girl,"Action,Thriller",Tyler Shields,"Abigail Breslin, Wes Bentley, Logan Huffman,Alexander Ludwig",2015,90,4.7,0
+777,Chalk It Up,Comedy,Hisonni Johnson,"Maddy Curley, John DeLuca, Nikki SooHoo, Drew Seeley",2016,90,4.8,0
+778,The Man Who Knew Infinity,"Biography,Drama",Matt Brown,"Dev Patel, Jeremy Irons, Malcolm Sinclair, Raghuvir Joshi",2015,108,7.2,3.86
+779,Unknown,"Action,Mystery,Thriller",Jaume Collet-Serra,"Liam Neeson, Diane Kruger, January Jones,Aidan Quinn",2011,113,6.9,61.09
+780,Self/less,"Action,Mystery,Sci-Fi",Tarsem Singh,"Ryan Reynolds, Natalie Martinez, Matthew Goode,Ben Kingsley",2015,117,6.5,12.28
+781,Mr. Brooks,"Crime,Drama,Thriller",Bruce A. Evans,"Kevin Costner, Demi Moore, William Hurt, Dane Cook",2007,120,7.3,28.48
+782,Tramps,"Comedy,Romance",Adam Leon,"Callum Turner, Grace Van Patten, Michal Vondel, Mike Birbiglia",2016,82,6.5,0
+783,Before We Go,"Comedy,Drama,Romance",Chris Evans,"Chris Evans, Alice Eve, Emma Fitzpatrick, John Cullum",2014,95,6.9,0.04
+784,Captain Phillips,"Biography,Drama,Thriller",Paul Greengrass,"Tom Hanks, Barkhad Abdi, Barkhad Abdirahman,Catherine Keener",2013,134,7.8,107.1M
+785,The Secret Scripture,Drama,Jim Sheridan,"Rooney Mara, Eric Bana, Theo James, Aidan Turner",2016,108,6.8,0
+786,Max Steel,"Action,Adventure,Family",Stewart Hendler,"Ben Winchell, Josh Brener, Maria Bello, Andy Garcia",2016,92,4.6,3.77
+787,Hotel Transylvania 2,"Animation,Comedy,Family",Genndy Tartakovsky,"Adam Sandler, Andy Samberg, Selena Gomez, Kevin James",2015,89,6.7,169.69M
+788,Hancock,"Action,Crime,Drama",Peter Berg,"Will Smith, Charlize Theron, Jason Bateman, Jae Head",2008,92,6.4,227.95
+789,Sisters,Comedy,Jason Moore,"Amy Poehler, Tina Fey, Maya Rudolph, Ike Barinholtz",2015,118,6,87.03
+790,The Family,"Comedy,Crime,Thriller",Luc Besson,"Robert De Niro, Michelle Pfeiffer, Dianna Agron, John D'Leo",2013,111,6.3,36.92
+791,Zack and Miri Make a Porno,"Comedy,Romance",Kevin Smith,"Seth Rogen, Elizabeth Banks, Craig Robinson, Gerry Bednob",2008,101,6.6,31.45
+792,Ma vie de Courgette,"Animation,Comedy,Drama",Claude Barras,"Gaspard Schlatter, Sixtine Murat, Paulin Jaccoud,Michel Vuillermoz",2016,66,7.8,0.29
+793,Man on a Ledge,"Action,Crime,Thriller",Asger Leth,"Sam Worthington, Elizabeth Banks, Jamie Bell, Mandy Gonzalez",2012,102,6.6,18.6
+794,No Strings Attached,"Comedy,Romance",Ivan Reitman,"Natalie Portman, Ashton Kutcher, Kevin Kline, Cary Elwes",2011,108,6.2,70.63
+795,Rescue Dawn,"Adventure,Biography,Drama",Werner Herzog,"Christian Bale, Steve Zahn, Jeremy Davies, Zach Grenier",2006,120,7.3,5.48
+796,Despicable Me 2,"Animation,Adventure,Comedy",Pierre Coffin,"Steve Carell, Kristen Wiig, Benjamin Bratt, Miranda Cosgrove",2013,98,7.4,368.05
+797,A Walk Among the Tombstones,"Crime,Drama,Mystery",Scott Frank,"Liam Neeson, Dan Stevens, David Harbour, Boyd Holbrook",2014,114,6.5,25.98
+798,The World's End,"Action,Comedy,Sci-Fi",Edgar Wright,"Simon Pegg, Nick Frost, Martin Freeman, Rosamund Pike",2013,109,7,26
+799,Yoga Hosers,"Comedy,Fantasy,Horror",Kevin Smith,"Lily-Rose Depp, Harley Quinn Smith, Johnny Depp,Adam Brody",2016,88,4.3,0
+800,Seven Psychopaths,"Comedy,Crime",Martin McDonagh,"Colin Farrell, Woody Harrelson, Sam Rockwell,Christopher Walken",2012,110,7.2,14.99
+801,Beowulf,"Animation,Action,Adventure",Robert Zemeckis,"Ray Winstone, Crispin Glover, Angelina Jolie,Robin Wright",2007,115,6.2,82.16
+802,Jack Ryan: Shadow Recruit,"Action,Drama,Thriller",Kenneth Branagh,"Chris Pine, Kevin Costner, Keira Knightley,Kenneth Branagh",2014,105,6.2,50.55
+803,1408,"Fantasy,Horror",Mikael Håfström,"John Cusack, Samuel L. Jackson, Mary McCormack, Paul Birchard",2007,104,6.8,71.98
+804,The Gambler,"Crime,Drama,Thriller",Rupert Wyatt,"Mark Wahlberg, Jessica Lange, John Goodman, Brie Larson",2014,111,6,33.63
+805,Prince of Persia: The Sands of Time,"Action,Adventure,Fantasy",Mike Newell,"Jake Gyllenhaal, Gemma Arterton, Ben Kingsley,Alfred Molina",2010,116,6.6,90.76
+806,The Spectacular Now,"Comedy,Drama,Romance",James Ponsoldt,"Miles Teller, Shailene Woodley, Kyle Chandler,Jennifer Jason Leigh",2013,95,7.1,6.85
+807,A United Kingdom,"Biography,Drama,Romance",Amma Asante,"David Oyelowo, Rosamund Pike, Tom Felton, Jack Davenport",2016,111,6.8,3.9
+808,USS Indianapolis: Men of Courage,"Action,Drama,History",Mario Van Peebles,"Nicolas Cage, Tom Sizemore, Thomas Jane,Matt Lanter",2016,128,5.2,0
+809,Turbo Kid,"Action,Adventure,Comedy",François Simard,"Munro Chambers, Laurence Leboeuf, Michael Ironside, Edwin Wright",2015,93,6.7,0.05
+810,Mama,"Horror,Thriller",Andrés Muschietti,"Jessica Chastain, Nikolaj Coster-Waldau, Megan Charpentier, Isabelle Nélisse",2013,100,6.2,71.59
+811,Orphan,"Horror,Mystery,Thriller",Jaume Collet-Serra,"Vera Farmiga, Peter Sarsgaard, Isabelle Fuhrman, CCH Pounder",2009,123,7,41.57
+812,To Rome with Love,"Comedy,Romance",Woody Allen,"Woody Allen, Penélope Cruz, Jesse Eisenberg, Ellen Page",2012,112,6.3,16.68
+813,Fantastic Mr. Fox,"Animation,Adventure,Comedy",Wes Anderson,"George Clooney, Meryl Streep, Bill Murray, Jason Schwartzman",2009,87,7.8,21
+814,Inside Man,"Crime,Drama,Mystery",Spike Lee,"Denzel Washington, Clive Owen, Jodie Foster,Christopher Plummer",2006,129,7.6,88.5
+815,I.T.,"Crime,Drama,Mystery",John Moore,"Pierce Brosnan, Jason Barry, Karen Moskow, Kai Ryssdal",2016,95,5.4,0
+816,127 Hours,"Adventure,Biography,Drama",Danny Boyle,"James Franco, Amber Tamblyn, Kate Mara, Sean Bott",2010,94,7.6,18.33
+817,Annabelle,"Horror,Mystery,Thriller",John R. Leonetti,"Ward Horton, Annabelle Wallis, Alfre Woodard,Tony Amendola",2014,99,5.4,84.26
+818,Wolves at the Door,"Horror,Thriller",John R. Leonetti,"Katie Cassidy, Elizabeth Henstridge, Adam Campbell, Miles Fisher",2016,73,4.6,0
+819,Suite Française,"Drama,Romance,War",Saul Dibb,"Michelle Williams, Kristin Scott Thomas, Margot Robbie,Eric Godon",2014,107,6.9,0
+820,The Imaginarium of Doctor Parnassus,"Adventure,Fantasy,Mystery",Terry Gilliam,"Christopher Plummer, Lily Cole, Heath Ledger,Andrew Garfield",2009,123,6.8,7.69
+821,G.I. Joe: The Rise of Cobra,"Action,Adventure,Sci-Fi",Stephen Sommers,"Dennis Quaid, Channing Tatum, Marlon Wayans,Adewale Akinnuoye-Agbaje",2009,118,5.8,150.17M
+822,Christine,"Biography,Drama",Antonio Campos,"Rebecca Hall, Michael C. Hall, Tracy Letts, Maria Dizzia",2016,119,7,0.3
+823,Man Down,"Drama,Thriller",Dito Montiel,"Shia LaBeouf, Jai Courtney, Gary Oldman, Kate Mara",2015,90,5.8,0
+824,Crawlspace,"Horror,Thriller",Phil Claydon,"Michael Vartan, Erin Moriarty, Nadine Velazquez,Ronnie Gene Blevins",2016,88,5.3,0
+825,Shut In,"Drama,Horror,Thriller",Farren Blackburn,"Naomi Watts, Charlie Heaton, Jacob Tremblay,Oliver Platt",2016,91,4.6,6.88
+826,The Warriors Gate,"Action,Adventure,Fantasy",Matthias Hoene,"Mark Chao, Ni Ni, Dave Bautista, Sienna Guillory",2016,108,5.3,0
+827,Grindhouse,"Action,Horror,Thriller",Robert Rodriguez,"Kurt Russell, Rose McGowan, Danny Trejo, Zoë Bell",2007,191,7.6,25.03
+828,Disaster Movie,Comedy,Jason Friedberg,"Carmen Electra, Vanessa Lachey,Nicole Parker, Matt Lanter",2008,87,1.9,14.17
+829,Rocky Balboa,"Drama,Sport",Sylvester Stallone,"Sylvester Stallone, Antonio Tarver, Milo Ventimiglia, Burt Young",2006,102,7.2,70.27
+830,Diary of a Wimpy Kid: Dog Days,"Comedy,Family",David Bowers,"Zachary Gordon, Robert Capron, Devon Bostick,Steve Zahn",2012,94,6.4,49
+831,Jane Eyre,"Drama,Romance",Cary Joji Fukunaga,"Mia Wasikowska, Michael Fassbender, Jamie Bell, Su Elliot",2011,120,7.4,11.23
+832,Fool's Gold,"Action,Adventure,Comedy",Andy Tennant,"Matthew McConaughey, Kate Hudson, Donald Sutherland, Alexis Dziena",2008,112,5.7,70.22
+833,The Dictator,Comedy,Larry Charles,"Sacha Baron Cohen, Anna Faris, John C. Reilly, Ben Kingsley",2012,83,6.4,59.62
+834,The Loft,"Mystery,Romance,Thriller",Erik Van Looy,"Karl Urban, James Marsden, Wentworth Miller, Eric Stonestreet",2014,108,6.3,5.98
+835,Bacalaureat,"Crime,Drama",Cristian Mungiu,"Adrian Titieni, Maria-Victoria Dragus, Lia Bugnar,Malina Manovici",2016,128,7.5,0.13
+836,You Don't Mess with the Zohan,"Action,Comedy",Dennis Dugan,"Adam Sandler, John Turturro, Emmanuelle Chriqui,Nick Swardson",2008,113,5.5,100.02M
+837,Exposed,"Crime,Drama,Mystery",Gee Malik Linton,"Ana de Armas, Keanu Reeves, Christopher McDonald, Mira Sorvino",2016,102,4.2,0
+838,Maudie,"Biography,Drama,Romance",Aisling Walsh,"Ethan Hawke, Sally Hawkins, Kari Matchett, Zachary Bennett",2016,115,7.8,0
+839,Horrible Bosses 2,"Comedy,Crime",Sean Anders,"Jason Bateman, Jason Sudeikis, Charlie Day, Jennifer Aniston",2014,108,6.3,54.41
+840,A Bigger Splash,"Drama,Thriller",Luca Guadagnino,"Tilda Swinton, Matthias Schoenaerts, Ralph Fiennes, Dakota Johnson",2015,125,6.4,1.98
+841,Melancholia,Drama,Lars von Trier,"Kirsten Dunst, Charlotte Gainsbourg, Kiefer Sutherland, Alexander Skarsgård",2011,135,7.1,3.03
+842,The Princess and the Frog,"Animation,Adventure,Comedy",Ron Clements,"Anika Noni Rose, Keith David, Oprah Winfrey, Bruno Campos",2009,97,7.1,104.37M
+843,Unstoppable,"Action,Thriller",Tony Scott,"Denzel Washington, Chris Pine, Rosario Dawson, Ethan Suplee",2010,98,6.8,81.56
+844,Flight,"Drama,Thriller",Robert Zemeckis,"Denzel           Washington, Nadine Velazquez, Don Cheadle, John Goodman",2012,138,7.3,93.75
+845,Home,"Animation,Adventure,Comedy",Tim Johnson,"Jim Parsons, Rihanna, Steve Martin, Jennifer Lopez",2015,94,6.7,177.34M
+846,La migliore offerta,"Crime,Drama,Mystery",Giuseppe Tornatore,"Geoffrey Rush, Jim Sturgess, Sylvia Hoeks,Donald Sutherland",2013,131,7.8,0.09
+847,Mean Dreams,Thriller,Nathan Morlando,"Sophie Nélisse, Josh Wiggins, Joe Cobden, Bill Paxton",2016,108,6.3,0
+848,42,"Biography,Drama,Sport",Brian Helgeland,"Chadwick Boseman, T.R. Knight, Harrison Ford,Nicole Beharie",2013,128,7.5,95
+849,21,"Crime,Drama,Thriller",Robert Luketic,"Jim Sturgess, Kate Bosworth, Kevin Spacey, Aaron Yoo",2008,123,6.8,81.16
+850,Begin Again,"Drama,Music",John Carney,"Keira Knightley, Mark Ruffalo, Adam Levine, Hailee Steinfeld",2013,104,7.4,16.17
+851,Out of the Furnace,"Crime,Drama,Thriller",Scott Cooper,"Christian Bale, Casey Affleck, Zoe Saldana, Woody Harrelson",2013,116,6.8,11.33
+852,Vicky Cristina Barcelona,"Drama,Romance",Woody Allen,"Rebecca Hall, Scarlett Johansson, Javier Bardem,Christopher Evan Welch",2008,96,7.1,23.21
+853,Kung Fu Panda,"Animation,Action,Adventure",Mark Osborne,"Jack Black, Ian McShane,Angelina Jolie, Dustin Hoffman",2008,92,7.6,215.4
+854,Barbershop: The Next Cut,"Comedy,Drama",Malcolm D. Lee,"Ice Cube, Regina Hall, Anthony Anderson, Eve",2016,111,5.9,54.01
+855,Terminator Salvation,"Action,Adventure,Drama",McG,"Christian Bale, Sam Worthington, Anton Yelchin, Moon Bloodgood",2009,115,6.6,125.32M
+856,Freedom Writers,"Biography,Crime,Drama",Richard LaGravenese,"Hilary Swank, Imelda Staunton, Patrick Dempsey, Scott Glenn",2007,123,7.5,36.58
+857,The Hills Have Eyes,Horror,Alexandre Aja,"Ted Levine, Kathleen Quinlan, Dan Byrd, Emilie de Ravin",2006,107,6.4,41.78
+858,Changeling,"Biography,Drama,Mystery",Clint Eastwood,"Angelina Jolie, Colm Feore, Amy Ryan, Gattlin Griffith",2008,141,7.8,35.71
+859,Remember Me,"Drama,Romance",Allen Coulter,"Robert Pattinson, Emilie de Ravin, Caitlyn Rund,Moisés Acevedo",2010,113,7.2,19.06
+860,Koe no katachi,"Animation,Drama,Romance",Naoko Yamada,"Miyu Irino, Saori Hayami, Aoi Yuki, Kenshô Ono",2016,129,8.4,0
+861,"Alexander and the Terrible, Horrible, No Good, Very Bad Day","Comedy,Family",Miguel Arteta,"Steve Carell, Jennifer Garner, Ed Oxenbould, Dylan Minnette",2014,81,6.2,66.95
+862,Locke,Drama,Steven Knight,"Tom Hardy, Olivia Colman, Ruth Wilson, Andrew Scott",2013,85,7.1,1.36
+863,The 9th Life of Louis Drax,"Mystery,Thriller",Alexandre Aja,"Jamie Dornan, Aiden Longworth, Sarah Gadon,Aaron Paul",2016,108,6.3,0
+864,Horns,"Drama,Fantasy,Horror",Alexandre Aja,"Daniel Radcliffe, Juno Temple, Max Minghella, Joe Anderson",2013,120,6.5,0.16
+865,Indignation,"Drama,Romance",James Schamus,"Logan Lerman, Sarah Gadon, Tijuana Ricks, Sue Dahlman",2016,110,6.9,3.4
+866,The Stanford Prison Experiment,"Biography,Drama,History",Kyle Patrick Alvarez,"Ezra Miller, Tye Sheridan, Billy Crudup, Olivia Thirlby",2015,122,6.9,0.64
+867,Diary of a Wimpy Kid: Rodrick Rules,"Comedy,Family",David Bowers,"Zachary Gordon, Devon Bostick, Robert Capron,Rachael Harris",2011,99,6.6,52.69
+868,Mission: Impossible III,"Action,Adventure,Thriller",J.J. Abrams,"Tom Cruise, Michelle Monaghan, Ving Rhames, Philip Seymour Hoffman",2006,126,6.9,133.38M
+869,En man som heter Ove,"Comedy,Drama",Hannes Holm,"Rolf Lassgård, Bahar Pars, Filip Berg, Ida Engvoll",2015,116,7.7,3.36
+870,Dragonball Evolution,"Action,Adventure,Fantasy",James Wong,"Justin Chatwin, James Marsters, Yun-Fat Chow, Emmy Rossum",2009,85,2.7,9.35
+871,Red Dawn,"Action,Thriller",Dan Bradley,"Chris Hemsworth, Isabel Lucas, Josh Hutcherson, Josh Peck",2012,93,5.4,44.8
+872,One Day,"Drama,Romance",Lone Scherfig,"Anne Hathaway, Jim Sturgess, Patricia Clarkson,Tom Mison",2011,107,7,13.77
+873,Life as We Know It,"Comedy,Drama,Romance",Greg Berlanti,"Katherine Heigl, Josh Duhamel, Josh Lucas, Alexis Clagett",2010,114,6.6,53.36
+874,28 Weeks Later,"Drama,Horror,Sci-Fi",Juan Carlos Fresnadillo,"Jeremy Renner, Rose Byrne, Robert Carlyle, Harold Perrineau",2007,100,7,28.64
+875,Warm Bodies,"Comedy,Horror,Romance",Jonathan Levine,"Nicholas Hoult, Teresa Palmer, John Malkovich,Analeigh Tipton",2013,98,6.9,66.36
+876,Blue Jasmine,Drama,Woody Allen,"Cate Blanchett, Alec Baldwin, Peter Sarsgaard, Sally Hawkins",2013,98,7.3,33.4
+877,Wrath of the Titans,"Action,Adventure,Fantasy",Jonathan Liebesman,"Sam Worthington, Liam Neeson, Rosamund Pike, Ralph Fiennes",2012,99,5.8,83.64
+878,Shin Gojira,"Action,Adventure,Drama",Hideaki Anno,"Hiroki Hasegawa, Yutaka Takenouchi,Satomi Ishihara, Ren Ôsugi",2016,120,6.9,1.91
+879,Saving Mr. Banks,"Biography,Comedy,Drama",John Lee Hancock,"Emma Thompson, Tom Hanks, Annie Rose Buckley, Colin Farrell",2013,125,7.5,83.3
+880,Transcendence,"Drama,Mystery,Romance",Wally Pfister,"Johnny Depp, Rebecca Hall, Morgan Freeman, Cillian Murphy",2014,119,6.3,23.01
+881,Rio,"Animation,Adventure,Comedy",Carlos Saldanha,"Jesse Eisenberg, Anne Hathaway, George Lopez,Karen Disher",2011,96,6.9,143.62M
+882,Equals,"Drama,Romance,Sci-Fi",Drake Doremus,"Nicholas Hoult, Kristen Stewart, Vernetta Lopez,Scott Lawrence",2015,101,6.1,0.03
+883,Babel,Drama,Alejandro González Iñárritu,"Brad Pitt, Cate Blanchett, Gael García Bernal, Mohamed Akhzam",2006,143,7.5,34.3
+884,The Tree of Life,"Drama,Fantasy",Terrence Malick,"Brad Pitt, Sean Penn, Jessica Chastain, Hunter McCracken",2011,139,6.8,13.3
+885,The Lucky One,"Drama,Romance",Scott Hicks,"Zac Efron, Taylor Schilling, Blythe Danner, Riley Thomas Stewart",2012,101,6.5,60.44
+886,Piranha 3D,"Comedy,Horror,Thriller",Alexandre Aja,"Elisabeth Shue, Jerry O'Connell, Richard Dreyfuss,Ving Rhames",2010,88,5.5,25
+887,50/50,"Comedy,Drama,Romance",Jonathan Levine,"Joseph Gordon-Levitt, Seth Rogen, Anna Kendrick, Bryce Dallas Howard",2011,100,7.7,34.96
+888,The Intent,"Crime,Drama",Femi Oyeniran,"Dylan Duffus, Scorcher,Shone Romulus, Jade Asha",2016,104,3.5,0
+889,This Is 40,"Comedy,Romance",Judd Apatow,"Paul Rudd, Leslie Mann, Maude Apatow, Iris Apatow",2012,134,6.2,67.52
+890,Real Steel,"Action,Drama,Family",Shawn Levy,"Hugh Jackman, Evangeline Lilly, Dakota Goyo,Anthony Mackie",2011,127,7.1,85.46
+891,Sex and the City,"Comedy,Drama,Romance",Michael Patrick King,"Sarah Jessica Parker, Kim Cattrall, Cynthia Nixon, Kristin Davis",2008,145,5.5,152.64M
+892,Rambo,"Action,Thriller,War",Sylvester Stallone,"Sylvester Stallone, Julie Benz, Matthew Marsden, Graham McTavish",2008,92,7.1,42.72
+893,Planet Terror,"Action,Comedy,Horror",Robert Rodriguez,"Rose McGowan, Freddy Rodríguez, Josh Brolin,Marley Shelton",2007,105,7.1,0
+894,Concussion,"Biography,Drama,Sport",Peter Landesman,"Will Smith, Alec Baldwin, Albert Brooks, David Morse",2015,123,7.1,34.53
+895,The Fall,"Adventure,Comedy,Drama",Tarsem Singh,"Lee Pace, Catinca Untaru, Justine Waddell, Kim Uylenbroek",2006,117,7.9,2.28
+896,The Ugly Truth,"Comedy,Romance",Robert Luketic,"Katherine Heigl, Gerard Butler, Bree Turner, Eric Winter",2009,96,6.5,88.92
+897,Bride Wars,"Comedy,Romance",Gary Winick,"Kate Hudson, Anne Hathaway, Candice Bergen, Bryan Greenberg",2009,89,5.5,58.72
+898,Sleeping with Other People,"Comedy,Drama,Romance",Leslye Headland,"Jason Sudeikis, Alison Brie, Jordan Carlos,Margarita Levieva",2015,101,6.5,0.81
+899,Snakes on a Plane,"Action,Adventure,Crime",David R. Ellis,"Samuel L. Jackson, Julianna Margulies, Nathan Phillips, Rachel Blanchard",2006,105,5.6,34.01
+900,What If,"Comedy,Romance",Michael Dowse,"Daniel Radcliffe, Zoe Kazan, Megan Park, Adam Driver",2013,98,6.8,3.45
+901,How to Train Your Dragon 2,"Animation,Action,Adventure",Dean DeBlois,"Jay Baruchel, Cate Blanchett, Gerard Butler, Craig Ferguson",2014,102,7.9,177M
+902,RoboCop,"Action,Crime,Sci-Fi",José Padilha,"Joel Kinnaman, Gary Oldman, Michael Keaton, Abbie Cornish",2014,117,6.2,58.61
+903,In Dubious Battle,Drama,James Franco,"Nat Wolff, James Franco, Vincent D'Onofrio, Selena Gomez",2016,110,6.2,0
+904,"Hello, My Name Is Doris","Comedy,Drama,Romance",Michael Showalter,"Sally Field, Max Greenfield, Tyne Daly, Wendi McLendon-Covey",2015,95,6.7,14.44
+905,Ocean's Thirteen,"Crime,Thriller",Steven Soderbergh,"George Clooney, Brad Pitt, Matt Damon,Michael Mantell",2007,122,6.9,117.14M
+906,Slither,"Comedy,Horror,Sci-Fi",James Gunn,"Nathan Fillion, Elizabeth Banks, Michael Rooker, Don Thompson",2006,95,6.5,7.77
+907,Contagion,"Drama,Thriller",Steven Soderbergh,"Matt Damon, Kate Winslet, Jude Law, Gwyneth Paltrow",2011,106,6.6,75.64
+908,Il racconto dei racconti - Tale of Tales,"Drama,Fantasy,Horror",Matteo Garrone,"Salma Hayek, Vincent Cassel, Toby Jones, John C. Reilly",2015,133,6.4,0.08
+909,I Am the Pretty Thing That Lives in the House,Thriller,Oz Perkins,"Ruth Wilson, Paula Prentiss, Lucy Boynton, Bob Balaban",2016,87,4.7,0
+910,Bridge to Terabithia,"Adventure,Drama,Family",Gabor Csupo,"Josh Hutcherson, AnnaSophia Robb, Zooey Deschanel, Robert Patrick",2007,96,7.2,82.23
+911,Coherence,"Mystery,Sci-Fi,Thriller",James Ward Byrkit,"Emily Baldoni, Maury Sterling, Nicholas Brendon, Elizabeth Gracen",2013,89,7.2,0.07
+912,Notorious,"Biography,Crime,Drama",George Tillman Jr.,"Jamal Woolard, Anthony Mackie, Derek Luke,Momo Dione",2009,122,6.7,36.84
+913,Goksung,"Drama,Fantasy,Horror",Hong-jin Na,"Jun Kunimura, Jung-min Hwang, Do-won Kwak, Woo-hee Chun",2016,156,7.5,0.79
+914,The Expendables 2,"Action,Adventure,Thriller",Simon West,"Sylvester Stallone, Liam Hemsworth, Randy Couture,Jean-Claude Van Damme",2012,103,6.6,85.02
+915,The Girl Next Door,"Crime,Drama,Horror",Gregory Wilson,"William Atherton, Blythe Auffarth, Blanche Baker,Kevin Chamberlin",2007,91,6.7,0
+916,Perfume: The Story of a Murderer,"Crime,Drama,Fantasy",Tom Tykwer,"Ben Whishaw, Dustin Hoffman, Alan Rickman,Francesc Albiol",2006,147,7.5,2.21
+917,The Golden Compass,"Adventure,Family,Fantasy",Chris Weitz,"Nicole Kidman, Daniel Craig, Dakota Blue Richards, Ben Walker",2007,113,6.1,70.08
+918,Centurion,"Action,Adventure,Drama",Neil Marshall,"Michael      fassbender, Dominic West, Olga Kurylenko,Andreas Wisniewski",2010,97,6.4,0.12
+919,Scouts Guide to the Zombie Apocalypse,"Action,Comedy,Horror",Christopher Landon,"Tye Sheridan, Logan Miller, Joey Morgan,Sarah Dumont",2015,93,6.3,3.64
+920,17 Again,"Comedy,Drama,Family",Burr Steers,"Zac Efron, Matthew Perry, Leslie Mann, Thomas Lennon",2009,102,6.4,64.15
+921,No Escape,"Action,Thriller",John Erick Dowdle,"Lake Bell, Pierce Brosnan, Owen Wilson,Chatchawai Kamonsakpitak",2015,103,6.8,27.29
+922,Superman Returns,"Action,Adventure,Sci-Fi",Bryan Singer,"Brandon Routh, Kevin Spacey, Kate Bosworth, James Marsden",2006,154,6.1,200.07
+923,The Twilight Saga: Breaking Dawn - Part 1,"Adventure,Drama,Fantasy",Bill Condon,"Kristen Stewart, Robert Pattinson, Taylor Lautner, Gil Birmingham",2011,117,4.9,281.28
+924,Precious,Drama,Lee Daniels,"Gabourey Sidibe, Mo'Nique, Paula Patton, Mariah Carey",2009,110,7.3,47.54
+925,The Sea of Trees,Drama,Gus Van Sant,"Matthew McConaughey, Naomi Watts, Ken Watanabe,Ryoko Seta",2015,110,5.9,0.02
+926,Good Kids,Comedy,Chris McCoy,"Zoey Deutch, Nicholas Braun, Mateo Arias, Israel Broussard",2016,86,6.1,0
+927,The Master,Drama,Paul Thomas Anderson,"Philip Seymour Hoffman, Joaquin Phoenix,Amy Adams, Jesse Plemons",2012,144,7.1,16.38
+928,Footloose,"Comedy,Drama,Music",Craig Brewer,"Kenny Wormald, Julianne Hough, Dennis Quaid,Andie MacDowell",2011,113,5.9,51.78
+929,If I Stay,"Drama,Fantasy,Music",R.J. Cutler,"Chloë Grace Moretz, Mireille Enos, Jamie Blackley,Joshua Leonard",2014,107,6.8,50.46
+930,The Ticket,Drama,Ido Fluk,"Dan Stevens, Malin Akerman, Oliver Platt, Kerry Bishé",2016,97,5.4,0
+931,Detour,Thriller,Christopher Smith,"Tye Sheridan, Emory Cohen, Bel Powley,Stephen Moyer",2016,97,6.3,0
+932,The Love Witch,"Comedy,Horror",Anna Biller,"Samantha Robinson, Jeffrey Vincent Parise, Laura Waddell, Gian Keys",2016,120,6.2,0.22
+933,Talladega Nights: The Ballad of Ricky Bobby,"Action,Comedy,Sport",Adam McKay,"Will Ferrell, John C. Reilly, Sacha Baron Cohen, Gary Cole",2006,108,6.6,148.21M
+934,The Human Centipede (First Sequence),Horror,Tom Six,"Dieter Laser, Ashley C. Williams, Ashlynn Yennie, Akihiro Kitamura",2009,92,4.4,0.18
+935,Super,"Comedy,Drama",James Gunn,"Rainn Wilson, Ellen Page, Liv Tyler, Kevin Bacon",2010,96,6.8,0.32
+936,The Siege of Jadotville,"Action,Drama,Thriller",Richie Smyth,"Jamie Dornan, Mark Strong, Jason O'Mara, Michael McElhatton",2016,108,7.3,0
+937,Up in the Air,"Drama,Romance",Jason Reitman,"George Clooney, Vera Farmiga, Anna Kendrick,Jason Bateman",2009,109,7.4,83.81
+938,The Midnight Meat Train,"Horror,Mystery",Ryûhei Kitamura,"Vinnie Jones, Bradley Cooper, Leslie Bibb, Brooke Shields",2008,98,6.1,0.07
+939,The Twilight Saga: Eclipse,"Adventure,Drama,Fantasy",David Slade,"Kristen Stewart, Robert Pattinson, Taylor Lautner,Xavier Samuel",2010,124,4.9,300.52
+940,Transpecos,Thriller,Greg Kwedar,"Johnny Simmons, Gabriel Luna, Clifton Collins Jr.,David Acord",2016,86,5.8,0
+941,What's Your Number?,"Comedy,Romance",Mark Mylod,"Anna Faris, Chris Evans, Ari Graynor, Blythe Danner",2011,106,6.1,13.99
+942,Riddick,"Action,Sci-Fi,Thriller",David Twohy,"Vin Diesel, Karl Urban, Katee Sackhoff, Jordi Mollà",2013,119,6.4,42
+943,Triangle,"Fantasy,Mystery,Thriller",Christopher Smith,"Melissa George, Joshua McIvor, Jack Taylor,Michael Dorman",2009,99,6.9,0
+944,The Butler,"Biography,Drama",Lee Daniels,"Forest Whitaker, Oprah Winfrey, John Cusack, Jane Fonda",2013,132,7.2,116.63M
+945,King Cobra,"Crime,Drama",Justin Kelly,"Garrett Clayton, Christian Slater, Molly Ringwald,James Kelley",2016,91,5.6,0.03
+946,After Earth,"Action,Adventure,Sci-Fi",M. Night Shyamalan,"Jaden Smith, David Denman, Will Smith,Sophie Okonedo",2013,100,4.9,60.52
+947,Kicks,Adventure,Justin Tipping,"Jahking Guillory, Christopher Jordan Wallace,Christopher Meyer, Kofi Siriboe",2016,80,6.1,0.15
+948,Me and Earl and the Dying Girl,"Comedy,Drama",Alfonso Gomez-Rejon,"Thomas Mann, RJ Cyler, Olivia Cooke, Nick Offerman",2015,105,7.8,6.74
+949,The Descendants,"Comedy,Drama",Alexander Payne,"George Clooney, Shailene Woodley, Amara Miller, Nick Krause",2011,115,7.3,82.62
+950,Sex and the City 2,"Comedy,Drama,Romance",Michael Patrick King,"Sarah Jessica Parker, Kim Cattrall, Kristin Davis, Cynthia Nixon",2010,146,4.3,95.33
+951,The Kings of Summer,"Adventure,Comedy,Drama",Jordan Vogt-Roberts,"Nick Robinson, Gabriel Basso, Moises Arias,Nick Offerman",2013,95,7.2,1.29
+952,Death Race,"Action,Sci-Fi,Thriller",Paul W.S. Anderson,"Jason Statham, Joan Allen, Tyrese Gibson, Ian McShane",2008,105,6.4,36.06
+953,That Awkward Moment,"Comedy,Romance",Tom Gormican,"Zac Efron, Michael B. Jordan, Miles Teller, Imogen Poots",2014,94,6.2,26.05
+954,Legion,"Action,Fantasy,Horror",Scott Stewart,"Paul Bettany, Dennis Quaid, Charles S. Dutton, Lucas Black",2010,100,5.2,40.17
+955,End of Watch,"Crime,Drama,Thriller",David Ayer,"Jake Gyllenhaal, Michael Peña, Anna Kendrick, America Ferrera",2012,109,7.7,40.98
+956,3 Days to Kill,"Action,Drama,Thriller",McG,"Kevin Costner, Hailee Steinfeld, Connie Nielsen, Amber Heard",2014,117,6.2,30.69
+957,Lucky Number Slevin,"Crime,Drama,Mystery",Paul McGuigan,"Josh Hartnett, Ben Kingsley, Morgan Freeman, Lucy Liu",2006,110,7.8,22.49
+958,Trance,"Crime,Drama,Mystery",Danny Boyle,"James McAvoy, Rosario Dawson, Vincent Cassel,Danny Sapani",2013,101,7,2.32
+959,Into the Forest,"Drama,Sci-Fi,Thriller",Patricia Rozema,"Ellen Page, Evan Rachel Wood, Max Minghella,Callum Keith Rennie",2015,101,5.9,0.01
+960,The Other Boleyn Girl,"Biography,Drama,History",Justin Chadwick,"Natalie Portman, Scarlett Johansson, Eric Bana,Jim Sturgess",2008,115,6.7,26.81
+961,I Spit on Your Grave,"Crime,Horror,Thriller",Steven R. Monroe,"Sarah Butler, Jeff Branson, Andrew Howard,Daniel Franzese",2010,108,6.3,0.09
+962,Custody,Drama,James Lapine,"Viola Davis, Hayden Panettiere, Catalina Sandino Moreno, Ellen Burstyn",2016,104,6.9,0
+963,Inland Empire,"Drama,Mystery,Thriller",David Lynch,"Laura Dern, Jeremy Irons, Justin Theroux, Karolina Gruszka",2006,180,7,0
+964,L'odyssée,"Adventure,Biography",Jérôme Salle,"Lambert Wilson, Pierre Niney, Audrey Tautou,Laurent Lucas",2016,122,6.7,0
+965,The Walk,"Adventure,Biography,Crime",Robert Zemeckis,"Joseph Gordon-Levitt, Charlotte Le Bon,Guillaume Baillargeon, Émilie Leclerc",2015,123,7.3,10.14
+966,Wrecker,"Action,Horror,Thriller",Micheal Bafaro,"Anna Hutchison, Andrea Whitburn, Jennifer Koenig,Michael Dickson",2015,83,3.5,0
+967,The Lone Ranger,"Action,Adventure,Western",Gore Verbinski,"Johnny Depp, Armie Hammer, William Fichtner,Tom Wilkinson",2013,150,6.5,89.29
+968,Texas Chainsaw 3D,"Horror,Thriller",John Luessenhop,"Alexandra Daddario, Tania Raymonde, Scott Eastwood, Trey Songz",2013,92,4.8,34.33M
+969,Disturbia,"Drama,Mystery,Thriller",D.J. Caruso,"Shia LaBeouf, David Morse, Carrie-Anne Moss, Sarah Roemer",2007,105,6.9,80.05
+970,Rock of Ages,"Comedy,Drama,Musical",Adam Shankman,"Julianne Hough, Diego Boneta, Tom Cruise, Alec Baldwin",2012,123,5.9,38.51
+971,Scream 4,"Horror,Mystery",Wes Craven,"Neve Campbell, Courteney Cox, David Arquette, Lucy Hale",2011,111,6.2,38.18
+972,Queen of Katwe,"Biography,Drama,Sport",Mira Nair,"Madina Nalwanga, David Oyelowo, Lupita Nyong'o, Martin Kabanza",2016,124,7.4,8.81
+973,My Big Fat Greek Wedding 2,"Comedy,Family,Romance",Kirk Jones,"Nia Vardalos, John Corbett, Michael Constantine, Lainie Kazan",2016,94,6,59.57
+974,Dark Places,"Drama,Mystery,Thriller",Gilles Paquet-Brenner,"Charlize Theron, Nicholas Hoult, Christina Hendricks, Chloë Grace Moretz",2015,113,6.2,0
+975,Amateur Night,Comedy,Lisa Addario,"Jason Biggs, Janet Montgomery,Ashley Tisdale, Bria L. Murphy",2016,92,5,0
+976,It's Only the End of the World,Drama,Xavier Dolan,"Nathalie Baye, Vincent Cassel, Marion Cotillard, Léa Seydoux",2016,97,7,0
+977,The Skin I Live In,"Drama,Thriller",Pedro Almodóvar,"Antonio Banderas, Elena Anaya, Jan Cornet,Marisa Paredes",2011,120,7.6,3.19
+978,Miracles from Heaven,"Biography,Drama,Family",Patricia Riggen,"Jennifer Garner, Kylie Rogers, Martin Henderson,Brighton Sharbino",2016,109,7,61.69
+979,Annie,"Comedy,Drama,Family",Will Gluck,"Quvenzhané Wallis, Cameron Diaz, Jamie Foxx, Rose Byrne",2014,118,5.3,85.91
+980,Across the Universe,"Drama,Fantasy,Musical",Julie Taymor,"Evan Rachel Wood, Jim Sturgess, Joe Anderson, Dana Fuchs",2007,133,7.4,24.34
+981,Let's Be Cops,Comedy,Luke Greenfield,"Jake Johnson, Damon Wayans Jr., Rob Riggle, Nina Dobrev",2014,104,6.5,82.39
+982,Max,"Adventure,Family",Boaz Yakin,"Thomas Haden Church, Josh Wiggins, Luke Kleintank,Lauren Graham",2015,111,6.8,42.65
+983,Your Highness,"Adventure,Comedy,Fantasy",David Gordon Green,"Danny McBride, Natalie Portman, James Franco, Rasmus Hardiker",2011,102,5.6,21.56
+984,Final Destination 5,"Horror,Thriller",Steven Quale,"Nicholas D'Agosto, Emma Bell, Arlen Escarpeta, Miles Fisher",2011,92,5.9,42.58
+985,Endless Love,"Drama,Romance",Shana Feste,"Gabriella Wilde, Alex Pettyfer, Bruce Greenwood,Robert Patrick",2014,104,6.3,23.39
+986,Martyrs,Horror,Pascal Laugier,"Morjana Alaoui, Mylène Jampanoï, Catherine Bégin,Robert Toupin",2008,99,7.1,0
+987,Selma,"Biography,Drama,History",Ava DuVernay,"David Oyelowo, Carmen Ejogo, Tim Roth, Lorraine Toussaint",2014,128,7.5,52.07
+988,Underworld: Rise of the Lycans,"Action,Adventure,Fantasy",Patrick Tatopoulos,"Rhona Mitra, Michael Sheen, Bill Nighy, Steven Mackintosh",2009,92,6.6,45.8
+989,Taare Zameen Par,"Drama,Family,Music",Aamir Khan,"Darsheel Safary, Aamir Khan, Tanay Chheda, Sachet Engineer",2007,165,8.5,1.2
+990,Take Me Home Tonight,"Comedy,Drama,Romance",Michael Dowse,"Topher Grace, Anna Faris, Dan Fogler, Teresa Palmer",2011,97,6.3,6.92
+991,Resident Evil: Afterlife,"Action,Adventure,Horror",Paul W.S. Anderson,"Milla Jovovich, Ali Larter, Wentworth Miller,Kim Coates",2010,97,5.9,60.13
+992,Project X,Comedy,Nima Nourizadeh,"Thomas Mann, Oliver Cooper, Jonathan Daniel Brown, Dax Flame",2012,88,6.7,54.72
+993,Secret in Their Eyes,"Crime,Drama,Mystery",Billy Ray,"Chiwetel Ejiofor, Nicole Kidman, Julia Roberts, Dean Norris",2015,111,6.2,0
+994,Hostel: Part II,Horror,Eli Roth,"Lauren German, Heather Matarazzo, Bijou Phillips, Roger Bart",2007,94,5.5,17.54
+995,Step Up 2: The Streets,"Drama,Music,Romance",Jon M. Chu,"Robert Hoffman, Briana Evigan, Cassie Ventura, Adam G. Sevani",2008,98,6.2,58.01
+996,Search Party,"Adventure,Comedy",Scot Armstrong,"Adam Pally, T.J. Miller, Thomas Middleditch,Shannon Woodward",2014,93,5.6,0
+997,Nine Lives,"Comedy,Family,Fantasy",Barry Sonnenfeld,"Kevin Spacey, Jennifer Garner, Robbie Amell,Cheryl Hines",2016,87,5.3,19.64
diff --git a/f23/Cole_Lecture_Notes/28_Pandas2/Lec28_Pandas2_Solution_Nelson.ipynb b/f23/Cole_Lecture_Notes/28_Pandas2/Lec28_Pandas2_Solution_Nelson.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..a0daeae951977ea971757f44e03518b13ac27321
--- /dev/null
+++ b/f23/Cole_Lecture_Notes/28_Pandas2/Lec28_Pandas2_Solution_Nelson.ipynb
@@ -0,0 +1,5524 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from pandas import Series, DataFrame\n",
+    "# We can explictly import Series and DataFrame, why might we do this?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###  Series Review\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Series from `list`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    54\n",
+       "1    22\n",
+       "2    19\n",
+       "3    73\n",
+       "4    80\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scores_list = [54, 22, 19, 73, 80]\n",
+    "scores_series = Series(scores_list)\n",
+    "scores_series\n",
+    "\n",
+    "# what name do we call the  0, 1, 2, ... ??       A:  index\n",
+    "# what name do we call the  54, 22, 19, .... ??   A:  value"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Selecting certain scores.\n",
+    "What are all the scores `> 50`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    54\n",
+       "3    73\n",
+       "4    80\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scores_series[scores_series > 50]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Answer:** Boolean indexing. Try the following..."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    54\n",
+       "1    22\n",
+       "4    80\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scores_series[[True, True, False, False, True]] # often called a \"mask\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We are really writing a \"mask\" for our data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0     True\n",
+       "1    False\n",
+       "2    False\n",
+       "3     True\n",
+       "4     True\n",
+       "dtype: bool"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scores_series > 50"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    54\n",
+       "3    73\n",
+       "4    80\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scores_series[scores_series > 50]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Series from `dict`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Rita       5\n",
+      "Therese    3\n",
+      "Janice     6\n",
+      "dtype: int64\n",
+      "Rita       3\n",
+      "Therese    7\n",
+      "Janice     4\n",
+      "dtype: int64\n",
+      "Therese    5\n",
+      "Janice     5\n",
+      "Rita       8\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Imagine we hire students and track their weekly hours\n",
+    "week1 = Series({\"Rita\":5, \"Therese\":3, \"Janice\": 6})\n",
+    "week2 = Series({\"Rita\":3, \"Therese\":7, \"Janice\": 4})\n",
+    "week3 = Series({\"Therese\":5, \"Janice\":5, \"Rita\": 8}) # Wrong order! Will this matter?\n",
+    "print(week1)\n",
+    "print(week2)\n",
+    "print(week3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "####  For everyone in Week 1, add 3 to their hours "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Rita       8\n",
+       "Therese    6\n",
+       "Janice     9\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "week1 = week1 + 3\n",
+    "week1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Total up everyone's hours"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Janice     18\n",
+       "Rita       19\n",
+       "Therese    18\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "total_hours = week1 + week2 + week3\n",
+    "total_hours"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### What is week1 / week3 ?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Janice     1.8\n",
+       "Rita       1.0\n",
+       "Therese    1.2\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "week1 / week3\n",
+    "# Notice that we didn't have to worry about the order of indices"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### What type of values are stored in  week1 > week2?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Rita       8\n",
+      "Therese    6\n",
+      "Janice     9\n",
+      "dtype: int64\n",
+      "Rita       3\n",
+      "Therese    7\n",
+      "Janice     4\n",
+      "dtype: int64\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Rita        True\n",
+       "Therese    False\n",
+       "Janice      True\n",
+       "dtype: bool"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "print(week1)\n",
+    "print(week2)\n",
+    "week1 > week2 # indices are ordered the same"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "####  What is week1 > week3?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Rita       8\n",
+      "Therese    6\n",
+      "Janice     9\n",
+      "dtype: int64\n",
+      "Therese    5\n",
+      "Janice     5\n",
+      "Rita       8\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(week1)\n",
+    "print(week3)\n",
+    "# week1 > week3 # indices not in same order\n",
+    "# week1.sort_index() > week3.sort_index() #proper way"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "\n",
+    "# Lecture 28:  Pandas 2 - DataFrames\n",
+    "\n",
+    "\n",
+    "Learning Objectives:\n",
+    "- Create a DataFrame from \n",
+    " - a dictionary of Series, lists, or dicts\n",
+    " - a list of Series, lists, dicts\n",
+    "- Select a column, row, cell, or rectangular region of a DataFrame\n",
+    "- Convert CSV files into DataFrames and DataFrames into CSV Files\n",
+    "- Access the head or tail of a DataFrame"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Big Idea**: Data Frames store 2-dimensional data in tables! It is a collection of Series."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## You can create a DataFrame in a variety of ways!\n",
+    "### From a dictionary of Series"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Dan</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "0       Alice      6\n",
+       "1         Bob      7\n",
+       "2       Cindy      8\n",
+       "3         Dan      9"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "names = Series([\"Alice\", \"Bob\", \"Cindy\", \"Dan\"])\n",
+    "scores = Series([6, 7, 8, 9])\n",
+    "\n",
+    "# to make a dictionary of Series, need to write column names for the keys\n",
+    "DataFrame({\n",
+    "    \"Player name\": names,\n",
+    "    \"Score\": scores\n",
+    "})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### From a dictionary of lists"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Dan</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "0       Alice      6\n",
+       "1         Bob      7\n",
+       "2       Cindy      8\n",
+       "3         Dan      9"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "name_list = [\"Alice\", \"Bob\", \"Cindy\", \"Dan\"]\n",
+    "score_list = [6, 7, 8, 9]\n",
+    "# this is the same as above, reminding us that Series act like lists\n",
+    "DataFrame({\n",
+    "    \"Player name\": name_list,\n",
+    "    \"Score\": score_list\n",
+    "})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### From a dictionary of dictionaries\n",
+    "We need to make up keys to match the things in each column"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Dan</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "0       Alice      6\n",
+       "1         Bob      7\n",
+       "2       Cindy      8\n",
+       "3         Dan      9"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = {\n",
+    "    \"Player name\": {0: \"Alice\", 1: \"Bob\", 2: \"Cindy\", 3: \"Dan\"},\n",
+    "    \"Score\": {0: 6, 1: 7, 2: 8, 3: 9}\n",
+    "}\n",
+    "DataFrame(data)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### From a list of lists\n",
+    "We have to add the column names, we do this with `columns = [name1, name2, ....]` "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Dan</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "0       Alice      6\n",
+       "1         Bob      7\n",
+       "2       Cindy      8\n",
+       "3         Dan      9"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = [\n",
+    "    [\"Alice\", 6],\n",
+    "    [\"Bob\", 7],\n",
+    "    [\"Cindy\", 8],\n",
+    "    [\"Dan\", 9]\n",
+    "]\n",
+    "data\n",
+    "DataFrame(data, columns = [\"Player name\", \"Score\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### From a list of dicts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Dan</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "0       Alice      6\n",
+       "1         Bob      7\n",
+       "2       Cindy      8\n",
+       "3         Dan      9"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = [\n",
+    "    {\"Player name\": \"Alice\", \"Score\": 6},\n",
+    "    {\"Player name\": \"Bob\", \"Score\": 7},\n",
+    "    {\"Player name\": \"Cindy\", \"Score\": 8},\n",
+    "    {\"Player name\": \"Dan\", \"Score\": 9}\n",
+    "]\n",
+    "data\n",
+    "DataFrame(data)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Explicitly naming the indices\n",
+    "We can use `index = [name1, name2, ...]` to rename the index of each row"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D</th>\n",
+       "      <td>Dan</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "A       Alice      6\n",
+       "B         Bob      7\n",
+       "C       Cindy      8\n",
+       "D         Dan      9"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# \n",
+    "data = [\n",
+    "    {\"Player name\": \"Alice\", \"Score\": 6},\n",
+    "    {\"Player name\": \"Bob\", \"Score\": 7},\n",
+    "    {\"Player name\": \"Cindy\", \"Score\": 8},\n",
+    "    {\"Player name\": \"Dan\", \"Score\": 9}\n",
+    "]\n",
+    "data\n",
+    "DataFrame(data, index=[\"A\", \"B\", \"C\", \"D\"]) # must have a name for each row"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Explicitly naming the columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Dan</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "0       Alice      6\n",
+       "1         Bob      7\n",
+       "2       Cindy      8\n",
+       "3         Dan      9"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = [\n",
+    "    [\"Alice\", 6],\n",
+    "    [\"Bob\", 7],\n",
+    "    [\"Cindy\", 8],\n",
+    "    [\"Dan\", 9]\n",
+    "]\n",
+    "DataFrame(data, columns=[\"Player name\", \"Score\"])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Age</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D</th>\n",
+       "      <td>Dan</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Name  Age\n",
+       "A  Alice    6\n",
+       "B    Bob    7\n",
+       "C  Cindy    8\n",
+       "D    Dan    9"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# You try: \n",
+    "# Make a DataFrame of 4 people you know with different ages\n",
+    "# Give names to both the columns and rows\n",
+    "ages = [\n",
+    "    [\"Alice\", 6],\n",
+    "    [\"Bob\", 7],\n",
+    "    [\"Cindy\", 8],\n",
+    "    [\"Dan\", 9]\n",
+    "]\n",
+    "DataFrame(ages, index=[\"A\", \"B\", \"C\", \"D\"], columns=[\"Name\", \"Age\"])\n",
+    "\n",
+    "# Share how you did with this with your neighbor\n",
+    "# If you both did it the same way, try it a different way."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Select a column, row, cell, or rectangular region of a DataFrame\n",
+    "### Data lookup: Series\n",
+    "- `s.loc[X]`   <- lookup by pandas index\n",
+    "- `s.iloc[X]`  <- lookup by integer position"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Alice    6\n",
+       "Bob      7\n",
+       "Cindy    8\n",
+       "Dan      9\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hours = Series({\"Alice\":6, \"Bob\":7, \"Cindy\":8, \"Dan\":9})\n",
+    "hours"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "7"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Lookup Bob's hours by pandas index.\n",
+    "hours.loc[\"Bob\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "7"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Lookup Bob's hours by integer position.\n",
+    "hours.iloc[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "8"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Lookup Cindy's hours by pandas index.\n",
+    "hours.loc[\"Cindy\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###  Data lookup: DataFrame\n",
+    "\n",
+    "\n",
+    "- `d.loc[r]`     lookup ROW by pandas ROW index\n",
+    "- `d.iloc[r]`    lookup ROW by ROW integer position\n",
+    "- `d[c]`         lookup COL by pandas COL index\n",
+    "- `d.loc[r, c]`  lookup by pandas ROW index and pandas COL index\n",
+    "- `d.iloc[r, c]`  lookup by ROW integer position and COL integer position"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D</th>\n",
+       "      <td>Dan</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "A       Alice      6\n",
+       "B         Bob      7\n",
+       "C       Cindy      8\n",
+       "D         Dan      9"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# We often call the object that we make df\n",
+    "data = [\n",
+    "    [\"Alice\", 6],\n",
+    "    [\"Bob\", 7],\n",
+    "    [\"Cindy\", 8],\n",
+    "    [\"Dan\", 9]\n",
+    "]\n",
+    "df = DataFrame(data, index=[\"A\", \"B\", \"C\", \"D\"], columns = [\"Player name\", \"Score\"])\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What are 3 different ways of accessing row D? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Player name    Dan\n",
+      "Score            9\n",
+      "Name: D, dtype: object\n",
+      "Player name    Dan\n",
+      "Score            9\n",
+      "Name: D, dtype: object\n",
+      "Player name    Dan\n",
+      "Score            9\n",
+      "Name: D, dtype: object\n"
+     ]
+    }
+   ],
+   "source": [
+    "#df[\"D\"] # Nope!\n",
+    "print(df.loc[\"D\"])\n",
+    "print(df.iloc[3])\n",
+    "print(df.iloc[-1])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How about accessing a column?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D</th>\n",
+       "      <td>Dan</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "A       Alice      6\n",
+       "B         Bob      7\n",
+       "C       Cindy      8\n",
+       "D         Dan      9"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A    Alice\n",
+      "B      Bob\n",
+      "C    Cindy\n",
+      "D      Dan\n",
+      "Name: Player name, dtype: object\n"
+     ]
+    }
+   ],
+   "source": [
+    "#df[0] # Nope!\n",
+    "print(df[\"Player name\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What are 3 different ways to access a single cell?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D</th>\n",
+       "      <td>Dan</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "A       Alice      6\n",
+       "B         Bob      7\n",
+       "C       Cindy      8\n",
+       "D         Dan      9"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cindy\n",
+      "Cindy\n",
+      "Cindy\n"
+     ]
+    }
+   ],
+   "source": [
+    "# How to access Cindy?\n",
+    "#print(df[\"C\", \"Player name\"]) # Nope!\n",
+    "print(df.loc[\"C\", \"Player name\"])\n",
+    "print(df[\"Player name\"].loc[\"C\"])\n",
+    "print(df.iloc[2, 0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## How to set values for a specific entry?\n",
+    "\n",
+    "- `d.loc[r, c] = new_val`\n",
+    "- `d.iloc[r, c] = new_val`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D</th>\n",
+       "      <td>Bianca</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "A       Alice      6\n",
+       "B         Bob      7\n",
+       "C       Cindy      8\n",
+       "D      Bianca      9"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#change player D's name\n",
+    "df.loc[\"D\", \"Player name\"] = \"Bianca\"\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D</th>\n",
+       "      <td>Bianca</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "A       Alice      6\n",
+       "B         Bob      7\n",
+       "C       Cindy      8\n",
+       "D      Bianca     12"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# then add 3 to that player's score using .loc\n",
+    "df.loc[\"D\",\"Score\"] += 3\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D</th>\n",
+       "      <td>Bianca</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "A       Alice     13\n",
+       "B         Bob      7\n",
+       "C       Cindy      8\n",
+       "D      Bianca     12"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# add 7 to a different player's score using .iloc\n",
+    "df.iloc[0, 1] += 7\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Find the max score and the mean score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "13 10.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "# find the max and mean of the \"Score\" column\n",
+    "print(df[\"Score\"].max(), df[\"Score\"].mean())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Find the highest scoring player"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D</th>\n",
+       "      <td>Bianca</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "A       Alice     13\n",
+       "B         Bob      7\n",
+       "C       Cindy      8\n",
+       "D      Bianca     12"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Alice'"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "highest_scorer = df[\"Score\"].idxmax()\n",
+    "df[\"Player name\"].loc[highest_scorer]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##  Slicing a DataFrame\n",
+    "\n",
+    "- `df.iloc[ROW_SLICE, COL_SLICE]` <- make a rectangular slice from the DataFrame using integer positions\n",
+    "- `df.loc[ROW_SLICE, COL_SLICE]` <- make a rectangular slice from the DataFrame using index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "B         Bob      7\n",
+       "C       Cindy      8"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.iloc[1:3, 0:2]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "B         Bob      7\n",
+       "C       Cindy      8"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.loc[\"B\":\"C\", \"Player name\":\"Score\"] # notice that this way is inclusive of endpoints"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Set values for sliced DataFrame\n",
+    "\n",
+    "- `d.loc[ROW_SLICE, COL_SLICE] = new_val` <- set value by ROW INDEX and COL INDEX\n",
+    "- `d.iloc[ROW_SLICE, COL_SLICE] = new_val` <- set value by ROW Integer position and COL Integer position"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D</th>\n",
+       "      <td>Bianca</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "A       Alice     13\n",
+       "B         Bob      7\n",
+       "C       Cindy      8\n",
+       "D      Bianca     12"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D</th>\n",
+       "      <td>Bianca</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "A       Alice     13\n",
+       "B         Bob     12\n",
+       "C       Cindy     13\n",
+       "D      Bianca     12"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.loc[\"B\":\"C\", \"Score\"] += 5\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Pandas allows slicing of non-contiguous columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "B       Bob\n",
+       "D    Bianca\n",
+       "Name: Player name, dtype: object"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# just get Player name for Index B and D\n",
+    "df.loc[[\"B\", \"D\"],\"Player name\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D</th>\n",
+       "      <td>Bianca</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "A       Alice     13\n",
+       "B         Bob     14\n",
+       "C       Cindy     13\n",
+       "D      Bianca     14"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# add 2 to the people in rows B and D\n",
+    "df.loc[[\"B\", \"D\"],\"Score\"] += 2\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Boolean indexing on a DataFrame\n",
+    "\n",
+    "- `d[BOOL SERIES]`  <- makes a new DF of all rows that lined up were True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>A</th>\n",
+       "      <td>Alice</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B</th>\n",
+       "      <td>Bob</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C</th>\n",
+       "      <td>Cindy</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D</th>\n",
+       "      <td>Bianca</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Player name  Score\n",
+       "A       Alice     13\n",
+       "B         Bob     14\n",
+       "C       Cindy     13\n",
+       "D      Bianca     14"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Make a Series of Booleans based on Score >= 15"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "A    False\n",
+       "B    False\n",
+       "C    False\n",
+       "D    False\n",
+       "Name: Score, dtype: bool"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "b = df[\"Score\"] >= 15\n",
+    "b\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### use b to slice the DataFrame\n",
+    "if b is true, include this row in the new df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: [Player name, Score]\n",
+       "Index: []"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[b]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### do the last two things in a single step"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Player name</th>\n",
+       "      <th>Score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: [Player name, Score]\n",
+       "Index: []"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df[\"Score\"] >= 15]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Creating DataFrame from csv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Index</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>333.13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael   ...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>126.46M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>138.12M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>270.32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>325.02</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>993</th>\n",
+       "      <td>993</td>\n",
+       "      <td>Secret in Their Eyes</td>\n",
+       "      <td>Crime,Drama,Mystery</td>\n",
+       "      <td>Billy Ray</td>\n",
+       "      <td>Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>111</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>994</th>\n",
+       "      <td>994</td>\n",
+       "      <td>Hostel: Part II</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Eli Roth</td>\n",
+       "      <td>Lauren German, Heather Matarazzo, Bijou Philli...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>94</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>17.54</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>995</th>\n",
+       "      <td>995</td>\n",
+       "      <td>Step Up 2: The Streets</td>\n",
+       "      <td>Drama,Music,Romance</td>\n",
+       "      <td>Jon M. Chu</td>\n",
+       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>58.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>996</td>\n",
+       "      <td>Search Party</td>\n",
+       "      <td>Adventure,Comedy</td>\n",
+       "      <td>Scot Armstrong</td>\n",
+       "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>93</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>997</th>\n",
+       "      <td>997</td>\n",
+       "      <td>Nine Lives</td>\n",
+       "      <td>Comedy,Family,Fantasy</td>\n",
+       "      <td>Barry Sonnenfeld</td>\n",
+       "      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>87</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>19.64</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>998 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Index                    Title                     Genre  \\\n",
+       "0        0  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1        1               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2        2                    Split           Horror,Thriller   \n",
+       "3        3                     Sing   Animation,Comedy,Family   \n",
+       "4        4            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "..     ...                      ...                       ...   \n",
+       "993    993     Secret in Their Eyes       Crime,Drama,Mystery   \n",
+       "994    994          Hostel: Part II                    Horror   \n",
+       "995    995   Step Up 2: The Streets       Drama,Music,Romance   \n",
+       "996    996             Search Party          Adventure,Comedy   \n",
+       "997    997               Nine Lives     Comedy,Family,Fantasy   \n",
+       "\n",
+       "                 Director                                               Cast  \\\n",
+       "0              James Gunn  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...   \n",
+       "1            Ridley Scott  Noomi Rapace, Logan Marshall-Green, Michael   ...   \n",
+       "2      M. Night Shyamalan  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...   \n",
+       "3    Christophe Lourdelet  Matthew McConaughey,Reese Witherspoon, Seth Ma...   \n",
+       "4              David Ayer  Will Smith, Jared Leto, Margot Robbie, Viola D...   \n",
+       "..                    ...                                                ...   \n",
+       "993             Billy Ray  Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...   \n",
+       "994              Eli Roth  Lauren German, Heather Matarazzo, Bijou Philli...   \n",
+       "995            Jon M. Chu  Robert Hoffman, Briana Evigan, Cassie Ventura,...   \n",
+       "996        Scot Armstrong  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...   \n",
+       "997      Barry Sonnenfeld  Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...   \n",
+       "\n",
+       "     Year  Runtime  Rating  Revenue  \n",
+       "0    2014      121     8.1   333.13  \n",
+       "1    2012      124     7.0  126.46M  \n",
+       "2    2016      117     7.3  138.12M  \n",
+       "3    2016      108     7.2   270.32  \n",
+       "4    2016      123     6.2   325.02  \n",
+       "..    ...      ...     ...      ...  \n",
+       "993  2015      111     6.2        0  \n",
+       "994  2007       94     5.5    17.54  \n",
+       "995  2008       98     6.2    58.01  \n",
+       "996  2014       93     5.6        0  \n",
+       "997  2016       87     5.3    19.64  \n",
+       "\n",
+       "[998 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# it's that easy!  \n",
+    "df = pd.read_csv(\"IMDB-Movie-Data.csv\")\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###   View the first few lines of the DataFrame\n",
+    "- `.head(n)` gets the first n lines, 5 is the default"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Index</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>333.13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael   ...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>126.46M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>138.12M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>270.32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>325.02</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Index                    Title                     Genre  \\\n",
+       "0      0  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1      1               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2      2                    Split           Horror,Thriller   \n",
+       "3      3                     Sing   Animation,Comedy,Family   \n",
+       "4      4            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "\n",
+       "               Director                                               Cast  \\\n",
+       "0            James Gunn  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...   \n",
+       "1          Ridley Scott  Noomi Rapace, Logan Marshall-Green, Michael   ...   \n",
+       "2    M. Night Shyamalan  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...   \n",
+       "3  Christophe Lourdelet  Matthew McConaughey,Reese Witherspoon, Seth Ma...   \n",
+       "4            David Ayer  Will Smith, Jared Leto, Margot Robbie, Viola D...   \n",
+       "\n",
+       "   Year  Runtime  Rating  Revenue  \n",
+       "0  2014      121     8.1   333.13  \n",
+       "1  2012      124     7.0  126.46M  \n",
+       "2  2016      117     7.3  138.12M  \n",
+       "3  2016      108     7.2   270.32  \n",
+       "4  2016      123     6.2   325.02  "
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### get the first 2 rows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Index</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>333.13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael   ...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>126.46M</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Index                    Title                     Genre      Director  \\\n",
+       "0      0  Guardians of the Galaxy   Action,Adventure,Sci-Fi    James Gunn   \n",
+       "1      1               Prometheus  Adventure,Mystery,Sci-Fi  Ridley Scott   \n",
+       "\n",
+       "                                                Cast  Year  Runtime  Rating  \\\n",
+       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014      121     8.1   \n",
+       "1  Noomi Rapace, Logan Marshall-Green, Michael   ...  2012      124     7.0   \n",
+       "\n",
+       "   Revenue  \n",
+       "0   333.13  \n",
+       "1  126.46M  "
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head(2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###   View the first few lines of the DataFrame\n",
+    "- `.tail(n)` gets the last n lines, 5 is the default"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Index</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>993</th>\n",
+       "      <td>993</td>\n",
+       "      <td>Secret in Their Eyes</td>\n",
+       "      <td>Crime,Drama,Mystery</td>\n",
+       "      <td>Billy Ray</td>\n",
+       "      <td>Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>111</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>994</th>\n",
+       "      <td>994</td>\n",
+       "      <td>Hostel: Part II</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Eli Roth</td>\n",
+       "      <td>Lauren German, Heather Matarazzo, Bijou Philli...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>94</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>17.54</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>995</th>\n",
+       "      <td>995</td>\n",
+       "      <td>Step Up 2: The Streets</td>\n",
+       "      <td>Drama,Music,Romance</td>\n",
+       "      <td>Jon M. Chu</td>\n",
+       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>58.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>996</td>\n",
+       "      <td>Search Party</td>\n",
+       "      <td>Adventure,Comedy</td>\n",
+       "      <td>Scot Armstrong</td>\n",
+       "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>93</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>997</th>\n",
+       "      <td>997</td>\n",
+       "      <td>Nine Lives</td>\n",
+       "      <td>Comedy,Family,Fantasy</td>\n",
+       "      <td>Barry Sonnenfeld</td>\n",
+       "      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>87</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>19.64</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Index                   Title                  Genre          Director  \\\n",
+       "993    993    Secret in Their Eyes    Crime,Drama,Mystery         Billy Ray   \n",
+       "994    994         Hostel: Part II                 Horror          Eli Roth   \n",
+       "995    995  Step Up 2: The Streets    Drama,Music,Romance        Jon M. Chu   \n",
+       "996    996            Search Party       Adventure,Comedy    Scot Armstrong   \n",
+       "997    997              Nine Lives  Comedy,Family,Fantasy  Barry Sonnenfeld   \n",
+       "\n",
+       "                                                  Cast  Year  Runtime  Rating  \\\n",
+       "993  Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...  2015      111     6.2   \n",
+       "994  Lauren German, Heather Matarazzo, Bijou Philli...  2007       94     5.5   \n",
+       "995  Robert Hoffman, Briana Evigan, Cassie Ventura,...  2008       98     6.2   \n",
+       "996  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...  2014       93     5.6   \n",
+       "997  Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...  2016       87     5.3   \n",
+       "\n",
+       "    Revenue  \n",
+       "993       0  \n",
+       "994   17.54  \n",
+       "995   58.01  \n",
+       "996       0  \n",
+       "997   19.64  "
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Index</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>995</th>\n",
+       "      <td>995</td>\n",
+       "      <td>Step Up 2: The Streets</td>\n",
+       "      <td>Drama,Music,Romance</td>\n",
+       "      <td>Jon M. Chu</td>\n",
+       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>58.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>996</td>\n",
+       "      <td>Search Party</td>\n",
+       "      <td>Adventure,Comedy</td>\n",
+       "      <td>Scot Armstrong</td>\n",
+       "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>93</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>997</th>\n",
+       "      <td>997</td>\n",
+       "      <td>Nine Lives</td>\n",
+       "      <td>Comedy,Family,Fantasy</td>\n",
+       "      <td>Barry Sonnenfeld</td>\n",
+       "      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>87</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>19.64</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Index                   Title                  Genre          Director  \\\n",
+       "995    995  Step Up 2: The Streets    Drama,Music,Romance        Jon M. Chu   \n",
+       "996    996            Search Party       Adventure,Comedy    Scot Armstrong   \n",
+       "997    997              Nine Lives  Comedy,Family,Fantasy  Barry Sonnenfeld   \n",
+       "\n",
+       "                                                  Cast  Year  Runtime  Rating  \\\n",
+       "995  Robert Hoffman, Briana Evigan, Cassie Ventura,...  2008       98     6.2   \n",
+       "996  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...  2014       93     5.6   \n",
+       "997  Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...  2016       87     5.3   \n",
+       "\n",
+       "    Revenue  \n",
+       "995   58.01  \n",
+       "996       0  \n",
+       "997   19.64  "
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.tail(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What is the last year in our DataFrame?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2016"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"Year\"].max()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Index</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>114</th>\n",
+       "      <td>114</td>\n",
+       "      <td>Harry Potter and the Deathly Hallows: Part 2</td>\n",
+       "      <td>Adventure,Drama,Fantasy</td>\n",
+       "      <td>David Yates</td>\n",
+       "      <td>Daniel Radcliffe, Emma Watson, Rupert Grint, M...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>130</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>380.96</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>314</th>\n",
+       "      <td>314</td>\n",
+       "      <td>Harry Potter and the Order of the Phoenix</td>\n",
+       "      <td>Adventure,Family,Fantasy</td>\n",
+       "      <td>David Yates</td>\n",
+       "      <td>Daniel Radcliffe, Emma Watson, Rupert Grint, B...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>138</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>292</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>417</th>\n",
+       "      <td>417</td>\n",
+       "      <td>Harry Potter and the Deathly Hallows: Part 1</td>\n",
+       "      <td>Adventure,Family,Fantasy</td>\n",
+       "      <td>David Yates</td>\n",
+       "      <td>Daniel Radcliffe, Emma Watson, Rupert Grint, B...</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>146</td>\n",
+       "      <td>7.7</td>\n",
+       "      <td>294.98</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>472</th>\n",
+       "      <td>472</td>\n",
+       "      <td>Harry Potter and the Half-Blood Prince</td>\n",
+       "      <td>Adventure,Family,Fantasy</td>\n",
+       "      <td>David Yates</td>\n",
+       "      <td>Daniel Radcliffe, Emma Watson, Rupert Grint, M...</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>153</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>301.96</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Index                                         Title  \\\n",
+       "114    114  Harry Potter and the Deathly Hallows: Part 2   \n",
+       "314    314     Harry Potter and the Order of the Phoenix   \n",
+       "417    417  Harry Potter and the Deathly Hallows: Part 1   \n",
+       "472    472        Harry Potter and the Half-Blood Prince   \n",
+       "\n",
+       "                        Genre     Director  \\\n",
+       "114   Adventure,Drama,Fantasy  David Yates   \n",
+       "314  Adventure,Family,Fantasy  David Yates   \n",
+       "417  Adventure,Family,Fantasy  David Yates   \n",
+       "472  Adventure,Family,Fantasy  David Yates   \n",
+       "\n",
+       "                                                  Cast  Year  Runtime  Rating  \\\n",
+       "114  Daniel Radcliffe, Emma Watson, Rupert Grint, M...  2011      130     8.1   \n",
+       "314  Daniel Radcliffe, Emma Watson, Rupert Grint, B...  2007      138     7.5   \n",
+       "417  Daniel Radcliffe, Emma Watson, Rupert Grint, B...  2010      146     7.7   \n",
+       "472  Daniel Radcliffe, Emma Watson, Rupert Grint, M...  2009      153     7.5   \n",
+       "\n",
+       "    Revenue  \n",
+       "114  380.96  \n",
+       "314     292  \n",
+       "417  294.98  \n",
+       "472  301.96  "
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "### What are the rows that correspond to movies whose title contains \"Harry\" ? \n",
+    "df[df[\"Title\"].str.contains(\"Harry\")]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What is the movie at index 6 ? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index                                                       6\n",
+       "Title                                              La La Land\n",
+       "Genre                                      Comedy,Drama,Music\n",
+       "Director                                      Damien Chazelle\n",
+       "Cast        Ryan Gosling, Emma Stone, Rosemarie DeWitt, J....\n",
+       "Year                                                     2016\n",
+       "Runtime                                                   128\n",
+       "Rating                                                    8.3\n",
+       "Revenue                                               151.06M\n",
+       "Name: 6, dtype: object"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.iloc[6]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Index</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>333.13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael   ...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>126.46M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>138.12M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>270.32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>325.02</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>993</th>\n",
+       "      <td>993</td>\n",
+       "      <td>Secret in Their Eyes</td>\n",
+       "      <td>Crime,Drama,Mystery</td>\n",
+       "      <td>Billy Ray</td>\n",
+       "      <td>Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>111</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>994</th>\n",
+       "      <td>994</td>\n",
+       "      <td>Hostel: Part II</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Eli Roth</td>\n",
+       "      <td>Lauren German, Heather Matarazzo, Bijou Philli...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>94</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>17.54</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>995</th>\n",
+       "      <td>995</td>\n",
+       "      <td>Step Up 2: The Streets</td>\n",
+       "      <td>Drama,Music,Romance</td>\n",
+       "      <td>Jon M. Chu</td>\n",
+       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>58.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>996</td>\n",
+       "      <td>Search Party</td>\n",
+       "      <td>Adventure,Comedy</td>\n",
+       "      <td>Scot Armstrong</td>\n",
+       "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>93</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>997</th>\n",
+       "      <td>997</td>\n",
+       "      <td>Nine Lives</td>\n",
+       "      <td>Comedy,Family,Fantasy</td>\n",
+       "      <td>Barry Sonnenfeld</td>\n",
+       "      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>87</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>19.64</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>998 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Index                    Title                     Genre  \\\n",
+       "0        0  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1        1               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2        2                    Split           Horror,Thriller   \n",
+       "3        3                     Sing   Animation,Comedy,Family   \n",
+       "4        4            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "..     ...                      ...                       ...   \n",
+       "993    993     Secret in Their Eyes       Crime,Drama,Mystery   \n",
+       "994    994          Hostel: Part II                    Horror   \n",
+       "995    995   Step Up 2: The Streets       Drama,Music,Romance   \n",
+       "996    996             Search Party          Adventure,Comedy   \n",
+       "997    997               Nine Lives     Comedy,Family,Fantasy   \n",
+       "\n",
+       "                 Director                                               Cast  \\\n",
+       "0              James Gunn  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...   \n",
+       "1            Ridley Scott  Noomi Rapace, Logan Marshall-Green, Michael   ...   \n",
+       "2      M. Night Shyamalan  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...   \n",
+       "3    Christophe Lourdelet  Matthew McConaughey,Reese Witherspoon, Seth Ma...   \n",
+       "4              David Ayer  Will Smith, Jared Leto, Margot Robbie, Viola D...   \n",
+       "..                    ...                                                ...   \n",
+       "993             Billy Ray  Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...   \n",
+       "994              Eli Roth  Lauren German, Heather Matarazzo, Bijou Philli...   \n",
+       "995            Jon M. Chu  Robert Hoffman, Briana Evigan, Cassie Ventura,...   \n",
+       "996        Scot Armstrong  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...   \n",
+       "997      Barry Sonnenfeld  Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...   \n",
+       "\n",
+       "     Year  Runtime  Rating  Revenue  \n",
+       "0    2014      121     8.1   333.13  \n",
+       "1    2012      124     7.0  126.46M  \n",
+       "2    2016      117     7.3  138.12M  \n",
+       "3    2016      108     7.2   270.32  \n",
+       "4    2016      123     6.2   325.02  \n",
+       "..    ...      ...     ...      ...  \n",
+       "993  2015      111     6.2        0  \n",
+       "994  2007       94     5.5    17.54  \n",
+       "995  2008       98     6.2    58.01  \n",
+       "996  2014       93     5.6        0  \n",
+       "997  2016       87     5.3    19.64  \n",
+       "\n",
+       "[998 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Notice that there are two index columns\n",
+    "- That happened because when you write a csv from pandas to a file, it writes a new index column\n",
+    "- So if the dataFrame already contains an index, you are going to get two index columns\n",
+    "- Let's fix that problem"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How can you use slicing to get just columns with Title and Year?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>2014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>2012</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Split</td>\n",
+       "      <td>2016</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Sing</td>\n",
+       "      <td>2016</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>2016</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>993</th>\n",
+       "      <td>Secret in Their Eyes</td>\n",
+       "      <td>2015</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>994</th>\n",
+       "      <td>Hostel: Part II</td>\n",
+       "      <td>2007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>995</th>\n",
+       "      <td>Step Up 2: The Streets</td>\n",
+       "      <td>2008</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>Search Party</td>\n",
+       "      <td>2014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>997</th>\n",
+       "      <td>Nine Lives</td>\n",
+       "      <td>2016</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>998 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       Title  Year\n",
+       "0    Guardians of the Galaxy  2014\n",
+       "1                 Prometheus  2012\n",
+       "2                      Split  2016\n",
+       "3                       Sing  2016\n",
+       "4              Suicide Squad  2016\n",
+       "..                       ...   ...\n",
+       "993     Secret in Their Eyes  2015\n",
+       "994          Hostel: Part II  2007\n",
+       "995   Step Up 2: The Streets  2008\n",
+       "996             Search Party  2014\n",
+       "997               Nine Lives  2016\n",
+       "\n",
+       "[998 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df2 = df[[\"Title\", \"Year\"]]\n",
+    "df2\n",
+    "# notice that this does not have the 'index' column"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How can you use slicing to get rid of the first column?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>333.13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael   ...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>126.46M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>138.12M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>270.32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>325.02</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>993</th>\n",
+       "      <td>Secret in Their Eyes</td>\n",
+       "      <td>Crime,Drama,Mystery</td>\n",
+       "      <td>Billy Ray</td>\n",
+       "      <td>Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>111</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>994</th>\n",
+       "      <td>Hostel: Part II</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Eli Roth</td>\n",
+       "      <td>Lauren German, Heather Matarazzo, Bijou Philli...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>94</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>17.54</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>995</th>\n",
+       "      <td>Step Up 2: The Streets</td>\n",
+       "      <td>Drama,Music,Romance</td>\n",
+       "      <td>Jon M. Chu</td>\n",
+       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>58.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>Search Party</td>\n",
+       "      <td>Adventure,Comedy</td>\n",
+       "      <td>Scot Armstrong</td>\n",
+       "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>93</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>997</th>\n",
+       "      <td>Nine Lives</td>\n",
+       "      <td>Comedy,Family,Fantasy</td>\n",
+       "      <td>Barry Sonnenfeld</td>\n",
+       "      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>87</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>19.64</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>998 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       Title                     Genre              Director  \\\n",
+       "0    Guardians of the Galaxy   Action,Adventure,Sci-Fi            James Gunn   \n",
+       "1                 Prometheus  Adventure,Mystery,Sci-Fi          Ridley Scott   \n",
+       "2                      Split           Horror,Thriller    M. Night Shyamalan   \n",
+       "3                       Sing   Animation,Comedy,Family  Christophe Lourdelet   \n",
+       "4              Suicide Squad  Action,Adventure,Fantasy            David Ayer   \n",
+       "..                       ...                       ...                   ...   \n",
+       "993     Secret in Their Eyes       Crime,Drama,Mystery             Billy Ray   \n",
+       "994          Hostel: Part II                    Horror              Eli Roth   \n",
+       "995   Step Up 2: The Streets       Drama,Music,Romance            Jon M. Chu   \n",
+       "996             Search Party          Adventure,Comedy        Scot Armstrong   \n",
+       "997               Nine Lives     Comedy,Family,Fantasy      Barry Sonnenfeld   \n",
+       "\n",
+       "                                                  Cast  Year  Runtime  Rating  \\\n",
+       "0    Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014      121     8.1   \n",
+       "1    Noomi Rapace, Logan Marshall-Green, Michael   ...  2012      124     7.0   \n",
+       "2    James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016      117     7.3   \n",
+       "3    Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016      108     7.2   \n",
+       "4    Will Smith, Jared Leto, Margot Robbie, Viola D...  2016      123     6.2   \n",
+       "..                                                 ...   ...      ...     ...   \n",
+       "993  Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...  2015      111     6.2   \n",
+       "994  Lauren German, Heather Matarazzo, Bijou Philli...  2007       94     5.5   \n",
+       "995  Robert Hoffman, Briana Evigan, Cassie Ventura,...  2008       98     6.2   \n",
+       "996  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...  2014       93     5.6   \n",
+       "997  Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...  2016       87     5.3   \n",
+       "\n",
+       "     Revenue  \n",
+       "0     333.13  \n",
+       "1    126.46M  \n",
+       "2    138.12M  \n",
+       "3     270.32  \n",
+       "4     325.02  \n",
+       "..       ...  \n",
+       "993        0  \n",
+       "994    17.54  \n",
+       "995    58.01  \n",
+       "996        0  \n",
+       "997    19.64  \n",
+       "\n",
+       "[998 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = df.iloc[:, 1:] #all the rows, not column 0\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Write a df to a csv file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.to_csv(\"better_movies.csv\", index = False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Practice on your own.....Data Analysis with Data Frames\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>333.13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael   ...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>126.46M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>138.12M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>325.02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>La La Land</td>\n",
+       "      <td>Comedy,Drama,Music</td>\n",
+       "      <td>Damien Chazelle</td>\n",
+       "      <td>Ryan Gosling, Emma Stone, Rosemarie DeWitt, J....</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>128</td>\n",
+       "      <td>8.3</td>\n",
+       "      <td>151.06M</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>977</th>\n",
+       "      <td>The Skin I Live In</td>\n",
+       "      <td>Drama,Thriller</td>\n",
+       "      <td>Pedro Almodóvar</td>\n",
+       "      <td>Antonio Banderas, Elena Anaya, Jan Cornet,Mari...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>120</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>3.19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>979</th>\n",
+       "      <td>Annie</td>\n",
+       "      <td>Comedy,Drama,Family</td>\n",
+       "      <td>Will Gluck</td>\n",
+       "      <td>Quvenzhané Wallis, Cameron Diaz, Jamie Foxx, R...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>118</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>85.91</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>980</th>\n",
+       "      <td>Across the Universe</td>\n",
+       "      <td>Drama,Fantasy,Musical</td>\n",
+       "      <td>Julie Taymor</td>\n",
+       "      <td>Evan Rachel Wood, Jim Sturgess, Joe Anderson, ...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>133</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>24.34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>987</th>\n",
+       "      <td>Selma</td>\n",
+       "      <td>Biography,Drama,History</td>\n",
+       "      <td>Ava DuVernay</td>\n",
+       "      <td>David Oyelowo, Carmen Ejogo, Tim Roth, Lorrain...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>128</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>52.07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>989</th>\n",
+       "      <td>Taare Zameen Par</td>\n",
+       "      <td>Drama,Family,Music</td>\n",
+       "      <td>Aamir Khan</td>\n",
+       "      <td>Darsheel Safary, Aamir Khan, Tanay Chheda, Sac...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>165</td>\n",
+       "      <td>8.5</td>\n",
+       "      <td>1.2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>432 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       Title                     Genre            Director  \\\n",
+       "0    Guardians of the Galaxy   Action,Adventure,Sci-Fi          James Gunn   \n",
+       "1                 Prometheus  Adventure,Mystery,Sci-Fi        Ridley Scott   \n",
+       "2                      Split           Horror,Thriller  M. Night Shyamalan   \n",
+       "4              Suicide Squad  Action,Adventure,Fantasy          David Ayer   \n",
+       "6                 La La Land        Comedy,Drama,Music     Damien Chazelle   \n",
+       "..                       ...                       ...                 ...   \n",
+       "977       The Skin I Live In            Drama,Thriller     Pedro Almodóvar   \n",
+       "979                    Annie       Comedy,Drama,Family          Will Gluck   \n",
+       "980      Across the Universe     Drama,Fantasy,Musical        Julie Taymor   \n",
+       "987                    Selma   Biography,Drama,History        Ava DuVernay   \n",
+       "989         Taare Zameen Par        Drama,Family,Music          Aamir Khan   \n",
+       "\n",
+       "                                                  Cast  Year  Runtime  Rating  \\\n",
+       "0    Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014      121     8.1   \n",
+       "1    Noomi Rapace, Logan Marshall-Green, Michael   ...  2012      124     7.0   \n",
+       "2    James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016      117     7.3   \n",
+       "4    Will Smith, Jared Leto, Margot Robbie, Viola D...  2016      123     6.2   \n",
+       "6    Ryan Gosling, Emma Stone, Rosemarie DeWitt, J....  2016      128     8.3   \n",
+       "..                                                 ...   ...      ...     ...   \n",
+       "977  Antonio Banderas, Elena Anaya, Jan Cornet,Mari...  2011      120     7.6   \n",
+       "979  Quvenzhané Wallis, Cameron Diaz, Jamie Foxx, R...  2014      118     5.3   \n",
+       "980  Evan Rachel Wood, Jim Sturgess, Joe Anderson, ...  2007      133     7.4   \n",
+       "987  David Oyelowo, Carmen Ejogo, Tim Roth, Lorrain...  2014      128     7.5   \n",
+       "989  Darsheel Safary, Aamir Khan, Tanay Chheda, Sac...  2007      165     8.5   \n",
+       "\n",
+       "     Revenue  \n",
+       "0     333.13  \n",
+       "1    126.46M  \n",
+       "2    138.12M  \n",
+       "4     325.02  \n",
+       "6    151.06M  \n",
+       "..       ...  \n",
+       "977     3.19  \n",
+       "979    85.91  \n",
+       "980    24.34  \n",
+       "987    52.07  \n",
+       "989      1.2  \n",
+       "\n",
+       "[432 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# What are all the movies that have above average run time? \n",
+    "long_movies = df [df[\"Runtime\"] > df[\"Runtime\"].mean()]\n",
+    "long_movies"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3.2"
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# of these movies, what was the min rating? \n",
+    "min_rating = long_movies[\"Rating\"].min()\n",
+    "min_rating"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>646</th>\n",
+       "      <td>Tall Men</td>\n",
+       "      <td>Fantasy,Horror,Thriller</td>\n",
+       "      <td>Jonathan Holbrook</td>\n",
+       "      <td>Dan Crisafulli, Kay Whitney, Richard Garcia, P...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>133</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Title                    Genre           Director  \\\n",
+       "646  Tall Men  Fantasy,Horror,Thriller  Jonathan Holbrook   \n",
+       "\n",
+       "                                                  Cast  Year  Runtime  Rating  \\\n",
+       "646  Dan Crisafulli, Kay Whitney, Richard Garcia, P...  2016      133     3.2   \n",
+       "\n",
+       "    Revenue  \n",
+       "646       0  "
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Which movies had this min rating?\n",
+    "long_movies[long_movies[\"Rating\"] == min_rating]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What are all long_movies with someone in the cast named \"Emma\" ? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>La La Land</td>\n",
+       "      <td>Comedy,Drama,Music</td>\n",
+       "      <td>Damien Chazelle</td>\n",
+       "      <td>Ryan Gosling, Emma Stone, Rosemarie DeWitt, J....</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>128</td>\n",
+       "      <td>8.3</td>\n",
+       "      <td>151.06M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>The Help</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>Tate Taylor</td>\n",
+       "      <td>Emma Stone, Viola Davis, Octavia Spencer, Bryc...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>146</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>169.71M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>114</th>\n",
+       "      <td>Harry Potter and the Deathly Hallows: Part 2</td>\n",
+       "      <td>Adventure,Drama,Fantasy</td>\n",
+       "      <td>David Yates</td>\n",
+       "      <td>Daniel Radcliffe, Emma Watson, Rupert Grint, M...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>130</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>380.96</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>157</th>\n",
+       "      <td>Crazy, Stupid, Love.</td>\n",
+       "      <td>Comedy,Drama,Romance</td>\n",
+       "      <td>Glenn Ficarra</td>\n",
+       "      <td>Steve Carell, Ryan Gosling, Julianne Moore, Em...</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>118</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>84.24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>253</th>\n",
+       "      <td>The Amazing Spider-Man 2</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>Marc Webb</td>\n",
+       "      <td>Andrew Garfield, Emma Stone, Jamie Foxx, Paul ...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>142</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>202.85</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>314</th>\n",
+       "      <td>Harry Potter and the Order of the Phoenix</td>\n",
+       "      <td>Adventure,Family,Fantasy</td>\n",
+       "      <td>David Yates</td>\n",
+       "      <td>Daniel Radcliffe, Emma Watson, Rupert Grint, B...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>138</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>292</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>367</th>\n",
+       "      <td>The Amazing Spider-Man</td>\n",
+       "      <td>Action,Adventure</td>\n",
+       "      <td>Marc Webb</td>\n",
+       "      <td>Andrew Garfield, Emma Stone, Rhys Ifans, Irrfa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>136</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>262.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>417</th>\n",
+       "      <td>Harry Potter and the Deathly Hallows: Part 1</td>\n",
+       "      <td>Adventure,Family,Fantasy</td>\n",
+       "      <td>David Yates</td>\n",
+       "      <td>Daniel Radcliffe, Emma Watson, Rupert Grint, B...</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>146</td>\n",
+       "      <td>7.7</td>\n",
+       "      <td>294.98</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>472</th>\n",
+       "      <td>Harry Potter and the Half-Blood Prince</td>\n",
+       "      <td>Adventure,Family,Fantasy</td>\n",
+       "      <td>David Yates</td>\n",
+       "      <td>Daniel Radcliffe, Emma Watson, Rupert Grint, M...</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>153</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>301.96</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>609</th>\n",
+       "      <td>Beautiful Creatures</td>\n",
+       "      <td>Drama,Fantasy,Romance</td>\n",
+       "      <td>Richard LaGravenese</td>\n",
+       "      <td>Alice Englert, Viola Davis, Emma Thompson,Alde...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>124</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>19.45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>717</th>\n",
+       "      <td>Noah</td>\n",
+       "      <td>Action,Adventure,Drama</td>\n",
+       "      <td>Darren Aronofsky</td>\n",
+       "      <td>Russell Crowe, Jennifer Connelly, Anthony Hopk...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>138</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>101.16M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>879</th>\n",
+       "      <td>Saving Mr. Banks</td>\n",
+       "      <td>Biography,Comedy,Drama</td>\n",
+       "      <td>John Lee Hancock</td>\n",
+       "      <td>Emma Thompson, Tom Hanks, Annie Rose Buckley, ...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>125</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>83.3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                            Title                     Genre  \\\n",
+       "6                                      La La Land        Comedy,Drama,Music   \n",
+       "92                                       The Help                     Drama   \n",
+       "114  Harry Potter and the Deathly Hallows: Part 2   Adventure,Drama,Fantasy   \n",
+       "157                          Crazy, Stupid, Love.      Comedy,Drama,Romance   \n",
+       "253                      The Amazing Spider-Man 2   Action,Adventure,Sci-Fi   \n",
+       "314     Harry Potter and the Order of the Phoenix  Adventure,Family,Fantasy   \n",
+       "367                        The Amazing Spider-Man          Action,Adventure   \n",
+       "417  Harry Potter and the Deathly Hallows: Part 1  Adventure,Family,Fantasy   \n",
+       "472        Harry Potter and the Half-Blood Prince  Adventure,Family,Fantasy   \n",
+       "609                           Beautiful Creatures     Drama,Fantasy,Romance   \n",
+       "717                                          Noah    Action,Adventure,Drama   \n",
+       "879                              Saving Mr. Banks    Biography,Comedy,Drama   \n",
+       "\n",
+       "                Director                                               Cast  \\\n",
+       "6        Damien Chazelle  Ryan Gosling, Emma Stone, Rosemarie DeWitt, J....   \n",
+       "92           Tate Taylor  Emma Stone, Viola Davis, Octavia Spencer, Bryc...   \n",
+       "114          David Yates  Daniel Radcliffe, Emma Watson, Rupert Grint, M...   \n",
+       "157        Glenn Ficarra  Steve Carell, Ryan Gosling, Julianne Moore, Em...   \n",
+       "253            Marc Webb  Andrew Garfield, Emma Stone, Jamie Foxx, Paul ...   \n",
+       "314          David Yates  Daniel Radcliffe, Emma Watson, Rupert Grint, B...   \n",
+       "367            Marc Webb  Andrew Garfield, Emma Stone, Rhys Ifans, Irrfa...   \n",
+       "417          David Yates  Daniel Radcliffe, Emma Watson, Rupert Grint, B...   \n",
+       "472          David Yates  Daniel Radcliffe, Emma Watson, Rupert Grint, M...   \n",
+       "609  Richard LaGravenese  Alice Englert, Viola Davis, Emma Thompson,Alde...   \n",
+       "717     Darren Aronofsky  Russell Crowe, Jennifer Connelly, Anthony Hopk...   \n",
+       "879     John Lee Hancock  Emma Thompson, Tom Hanks, Annie Rose Buckley, ...   \n",
+       "\n",
+       "     Year  Runtime  Rating  Revenue  \n",
+       "6    2016      128     8.3  151.06M  \n",
+       "92   2011      146     8.1  169.71M  \n",
+       "114  2011      130     8.1   380.96  \n",
+       "157  2011      118     7.4    84.24  \n",
+       "253  2014      142     6.7   202.85  \n",
+       "314  2007      138     7.5      292  \n",
+       "367  2012      136     7.0   262.03  \n",
+       "417  2010      146     7.7   294.98  \n",
+       "472  2009      153     7.5   301.96  \n",
+       "609  2013      124     6.2    19.45  \n",
+       "717  2014      138     5.8  101.16M  \n",
+       "879  2013      125     7.5     83.3  "
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "long_movies[long_movies[\"Cast\"].str.contains(\"Emma\")]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "792    Ma vie de Courgette\n",
+       "Name: Title, dtype: object"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# What is the title of the shortest movie?\n",
+    "df[df[\"Runtime\"] == df[\"Runtime\"].min()][\"Title\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# What movie had the highest revenue?\n",
+    "# df[\"Revnue\"].max() did not work\n",
+    "# we need to clean our data\n",
+    "\n",
+    "def format_revenue(revenue):\n",
+    "    #TODO: Check the last character of the string\n",
+    "    if type(revenue) == float: # need this in here if we run code multiple times\n",
+    "        return revenue\n",
+    "    elif revenue[-1] == 'M': # some have an \"M\" at the end\n",
+    "        return float(revenue[:-1]) * 1e6\n",
+    "    else:\n",
+    "        return float(revenue) * 1e6"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0    333130000.0\n",
+      "1    126460000.0\n",
+      "2    138120000.0\n",
+      "3    270320000.0\n",
+      "4    325020000.0\n",
+      "Name: Revenue, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "      <th>Rev as fl</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>333130000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael   ...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>126.46M</td>\n",
+       "      <td>126460000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>138.12M</td>\n",
+       "      <td>138120000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>270320000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>325020000.0</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>993</th>\n",
+       "      <td>Secret in Their Eyes</td>\n",
+       "      <td>Crime,Drama,Mystery</td>\n",
+       "      <td>Billy Ray</td>\n",
+       "      <td>Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>111</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>994</th>\n",
+       "      <td>Hostel: Part II</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Eli Roth</td>\n",
+       "      <td>Lauren German, Heather Matarazzo, Bijou Philli...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>94</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>17.54</td>\n",
+       "      <td>17540000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>995</th>\n",
+       "      <td>Step Up 2: The Streets</td>\n",
+       "      <td>Drama,Music,Romance</td>\n",
+       "      <td>Jon M. Chu</td>\n",
+       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>58.01</td>\n",
+       "      <td>58010000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>Search Party</td>\n",
+       "      <td>Adventure,Comedy</td>\n",
+       "      <td>Scot Armstrong</td>\n",
+       "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>93</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>997</th>\n",
+       "      <td>Nine Lives</td>\n",
+       "      <td>Comedy,Family,Fantasy</td>\n",
+       "      <td>Barry Sonnenfeld</td>\n",
+       "      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>87</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>19.64</td>\n",
+       "      <td>19640000.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>998 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       Title                     Genre              Director  \\\n",
+       "0    Guardians of the Galaxy   Action,Adventure,Sci-Fi            James Gunn   \n",
+       "1                 Prometheus  Adventure,Mystery,Sci-Fi          Ridley Scott   \n",
+       "2                      Split           Horror,Thriller    M. Night Shyamalan   \n",
+       "3                       Sing   Animation,Comedy,Family  Christophe Lourdelet   \n",
+       "4              Suicide Squad  Action,Adventure,Fantasy            David Ayer   \n",
+       "..                       ...                       ...                   ...   \n",
+       "993     Secret in Their Eyes       Crime,Drama,Mystery             Billy Ray   \n",
+       "994          Hostel: Part II                    Horror              Eli Roth   \n",
+       "995   Step Up 2: The Streets       Drama,Music,Romance            Jon M. Chu   \n",
+       "996             Search Party          Adventure,Comedy        Scot Armstrong   \n",
+       "997               Nine Lives     Comedy,Family,Fantasy      Barry Sonnenfeld   \n",
+       "\n",
+       "                                                  Cast  Year  Runtime  Rating  \\\n",
+       "0    Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014      121     8.1   \n",
+       "1    Noomi Rapace, Logan Marshall-Green, Michael   ...  2012      124     7.0   \n",
+       "2    James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016      117     7.3   \n",
+       "3    Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016      108     7.2   \n",
+       "4    Will Smith, Jared Leto, Margot Robbie, Viola D...  2016      123     6.2   \n",
+       "..                                                 ...   ...      ...     ...   \n",
+       "993  Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...  2015      111     6.2   \n",
+       "994  Lauren German, Heather Matarazzo, Bijou Philli...  2007       94     5.5   \n",
+       "995  Robert Hoffman, Briana Evigan, Cassie Ventura,...  2008       98     6.2   \n",
+       "996  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...  2014       93     5.6   \n",
+       "997  Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...  2016       87     5.3   \n",
+       "\n",
+       "     Revenue    Rev as fl  \n",
+       "0     333.13  333130000.0  \n",
+       "1    126.46M  126460000.0  \n",
+       "2    138.12M  138120000.0  \n",
+       "3     270.32  270320000.0  \n",
+       "4     325.02  325020000.0  \n",
+       "..       ...          ...  \n",
+       "993        0          0.0  \n",
+       "994    17.54   17540000.0  \n",
+       "995    58.01   58010000.0  \n",
+       "996        0          0.0  \n",
+       "997    19.64   19640000.0  \n",
+       "\n",
+       "[998 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# What movie had the highest revenue?\n",
+    "revenue = df[\"Revenue\"].apply(format_revenue) # apply a function to a column\n",
+    "print(revenue.head())\n",
+    "max_revenue = revenue.max()\n",
+    "\n",
+    "# make a copy of our df\n",
+    "rev_df = df.copy()\n",
+    "rev_df[\"Rev as fl\"] = revenue\n",
+    "rev_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "      <th>Rev as fl</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>J.J. Abrams</td>\n",
+       "      <td>Daisy Ridley, John Boyega, Oscar Isaac, Domhna...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>136</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>936.63</td>\n",
+       "      <td>936630000.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                         Title                     Genre  \\\n",
+       "50  Star Wars: Episode VII - The Force Awakens  Action,Adventure,Fantasy   \n",
+       "\n",
+       "       Director                                               Cast  Year  \\\n",
+       "50  J.J. Abrams  Daisy Ridley, John Boyega, Oscar Isaac, Domhna...  2015   \n",
+       "\n",
+       "    Runtime  Rating Revenue    Rev as fl  \n",
+       "50      136     8.1  936.63  936630000.0  "
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Now we can answer the question!\n",
+    "rev_df[rev_df[\"Rev as fl\"] == max_revenue]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "      <th>Rev as fl</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>J.J. Abrams</td>\n",
+       "      <td>Daisy Ridley, John Boyega, Oscar Isaac, Domhna...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>136</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>936.63</td>\n",
+       "      <td>936630000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>Avatar</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>James Cameron</td>\n",
+       "      <td>Sam Worthington, Zoe Saldana, Sigourney Weaver...</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>162</td>\n",
+       "      <td>7.8</td>\n",
+       "      <td>760.51</td>\n",
+       "      <td>760510000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>Jurassic World</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>Colin Trevorrow</td>\n",
+       "      <td>Chris Pratt, Bryce Dallas Howard, Ty Simpkins,...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>652.18</td>\n",
+       "      <td>652180000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>The Avengers</td>\n",
+       "      <td>Action,Sci-Fi</td>\n",
+       "      <td>Joss Whedon</td>\n",
+       "      <td>Robert Downey Jr., Chris Evans, Scarlett Johan...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>143</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>623.28</td>\n",
+       "      <td>623280000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>The Dark Knight</td>\n",
+       "      <td>Action,Crime,Drama</td>\n",
+       "      <td>Christopher Nolan</td>\n",
+       "      <td>Christian Bale, Heath Ledger, Aaron Eckhart,Mi...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>152</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>533.32</td>\n",
+       "      <td>533320000.0</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>888</th>\n",
+       "      <td>The Intent</td>\n",
+       "      <td>Crime,Drama</td>\n",
+       "      <td>Femi Oyeniran</td>\n",
+       "      <td>Dylan Duffus, Scorcher,Shone Romulus, Jade Asha</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>104</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>392</th>\n",
+       "      <td>Whisky Galore</td>\n",
+       "      <td>Comedy,Romance</td>\n",
+       "      <td>Gillies MacKinnon</td>\n",
+       "      <td>Tim Pigott-Smith, Naomi Battrick, Ellie Kendri...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>98</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>478</th>\n",
+       "      <td>Macbeth</td>\n",
+       "      <td>Drama,War</td>\n",
+       "      <td>Justin Kurzel</td>\n",
+       "      <td>Michael        Fassbender, Marion Cotillard, J...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>113</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>823</th>\n",
+       "      <td>Man Down</td>\n",
+       "      <td>Drama,Thriller</td>\n",
+       "      <td>Dito Montiel</td>\n",
+       "      <td>Shia LaBeouf, Jai Courtney, Gary Oldman, Kate ...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>90</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>476</th>\n",
+       "      <td>Pet</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Carles Torrens</td>\n",
+       "      <td>Dominic Monaghan, Ksenia Solo, Jennette McCurd...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>94</td>\n",
+       "      <td>5.7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>998 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                          Title                     Genre  \\\n",
+       "50   Star Wars: Episode VII - The Force Awakens  Action,Adventure,Fantasy   \n",
+       "87                                       Avatar  Action,Adventure,Fantasy   \n",
+       "85                               Jurassic World   Action,Adventure,Sci-Fi   \n",
+       "76                                 The Avengers             Action,Sci-Fi   \n",
+       "54                              The Dark Knight        Action,Crime,Drama   \n",
+       "..                                          ...                       ...   \n",
+       "888                                  The Intent               Crime,Drama   \n",
+       "392                               Whisky Galore            Comedy,Romance   \n",
+       "478                                     Macbeth                 Drama,War   \n",
+       "823                                    Man Down            Drama,Thriller   \n",
+       "476                                         Pet           Horror,Thriller   \n",
+       "\n",
+       "              Director                                               Cast  \\\n",
+       "50         J.J. Abrams  Daisy Ridley, John Boyega, Oscar Isaac, Domhna...   \n",
+       "87       James Cameron  Sam Worthington, Zoe Saldana, Sigourney Weaver...   \n",
+       "85     Colin Trevorrow  Chris Pratt, Bryce Dallas Howard, Ty Simpkins,...   \n",
+       "76         Joss Whedon  Robert Downey Jr., Chris Evans, Scarlett Johan...   \n",
+       "54   Christopher Nolan  Christian Bale, Heath Ledger, Aaron Eckhart,Mi...   \n",
+       "..                 ...                                                ...   \n",
+       "888      Femi Oyeniran    Dylan Duffus, Scorcher,Shone Romulus, Jade Asha   \n",
+       "392  Gillies MacKinnon  Tim Pigott-Smith, Naomi Battrick, Ellie Kendri...   \n",
+       "478      Justin Kurzel  Michael        Fassbender, Marion Cotillard, J...   \n",
+       "823       Dito Montiel  Shia LaBeouf, Jai Courtney, Gary Oldman, Kate ...   \n",
+       "476     Carles Torrens  Dominic Monaghan, Ksenia Solo, Jennette McCurd...   \n",
+       "\n",
+       "     Year  Runtime  Rating Revenue    Rev as fl  \n",
+       "50   2015      136     8.1  936.63  936630000.0  \n",
+       "87   2009      162     7.8  760.51  760510000.0  \n",
+       "85   2015      124     7.0  652.18  652180000.0  \n",
+       "76   2012      143     8.1  623.28  623280000.0  \n",
+       "54   2008      152     9.0  533.32  533320000.0  \n",
+       "..    ...      ...     ...     ...          ...  \n",
+       "888  2016      104     3.5       0          0.0  \n",
+       "392  2016       98     5.0       0          0.0  \n",
+       "478  2015      113     6.7       0          0.0  \n",
+       "823  2015       90     5.8       0          0.0  \n",
+       "476  2016       94     5.7       0          0.0  \n",
+       "\n",
+       "[998 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Or more generally...\n",
+    "rev_df.sort_values(by=\"Rev as fl\", ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Cast</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>333.13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael   ...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>126.46M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>138.12M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>270.32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>325.02</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>993</th>\n",
+       "      <td>Secret in Their Eyes</td>\n",
+       "      <td>Crime,Drama,Mystery</td>\n",
+       "      <td>Billy Ray</td>\n",
+       "      <td>Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>111</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>994</th>\n",
+       "      <td>Hostel: Part II</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Eli Roth</td>\n",
+       "      <td>Lauren German, Heather Matarazzo, Bijou Philli...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>94</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>17.54</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>995</th>\n",
+       "      <td>Step Up 2: The Streets</td>\n",
+       "      <td>Drama,Music,Romance</td>\n",
+       "      <td>Jon M. Chu</td>\n",
+       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>58.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>Search Party</td>\n",
+       "      <td>Adventure,Comedy</td>\n",
+       "      <td>Scot Armstrong</td>\n",
+       "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>93</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>997</th>\n",
+       "      <td>Nine Lives</td>\n",
+       "      <td>Comedy,Family,Fantasy</td>\n",
+       "      <td>Barry Sonnenfeld</td>\n",
+       "      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>87</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>19.64</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>998 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       Title                     Genre              Director  \\\n",
+       "0    Guardians of the Galaxy   Action,Adventure,Sci-Fi            James Gunn   \n",
+       "1                 Prometheus  Adventure,Mystery,Sci-Fi          Ridley Scott   \n",
+       "2                      Split           Horror,Thriller    M. Night Shyamalan   \n",
+       "3                       Sing   Animation,Comedy,Family  Christophe Lourdelet   \n",
+       "4              Suicide Squad  Action,Adventure,Fantasy            David Ayer   \n",
+       "..                       ...                       ...                   ...   \n",
+       "993     Secret in Their Eyes       Crime,Drama,Mystery             Billy Ray   \n",
+       "994          Hostel: Part II                    Horror              Eli Roth   \n",
+       "995   Step Up 2: The Streets       Drama,Music,Romance            Jon M. Chu   \n",
+       "996             Search Party          Adventure,Comedy        Scot Armstrong   \n",
+       "997               Nine Lives     Comedy,Family,Fantasy      Barry Sonnenfeld   \n",
+       "\n",
+       "                                                  Cast  Year  Runtime  Rating  \\\n",
+       "0    Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014      121     8.1   \n",
+       "1    Noomi Rapace, Logan Marshall-Green, Michael   ...  2012      124     7.0   \n",
+       "2    James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016      117     7.3   \n",
+       "3    Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016      108     7.2   \n",
+       "4    Will Smith, Jared Leto, Margot Robbie, Viola D...  2016      123     6.2   \n",
+       "..                                                 ...   ...      ...     ...   \n",
+       "993  Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...  2015      111     6.2   \n",
+       "994  Lauren German, Heather Matarazzo, Bijou Philli...  2007       94     5.5   \n",
+       "995  Robert Hoffman, Briana Evigan, Cassie Ventura,...  2008       98     6.2   \n",
+       "996  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...  2014       93     5.6   \n",
+       "997  Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...  2016       87     5.3   \n",
+       "\n",
+       "     Revenue  \n",
+       "0     333.13  \n",
+       "1    126.46M  \n",
+       "2    138.12M  \n",
+       "3     270.32  \n",
+       "4     325.02  \n",
+       "..       ...  \n",
+       "993        0  \n",
+       "994    17.54  \n",
+       "995    58.01  \n",
+       "996        0  \n",
+       "997    19.64  \n",
+       "\n",
+       "[998 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "126.75"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# What is the average runtime for movies by \"Francis Lawrence\"?\n",
+    "fl_movies = df[df[\"Director\"] == \"Francis Lawrence\"]\n",
+    "fl_movies[\"Runtime\"].mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### More complicated questions..."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'Christopher Nolan': 8.680000000000001,\n",
+       " 'Martin Scorsese': 7.92,\n",
+       " 'David Fincher': 7.8199999999999985,\n",
+       " 'Denis Villeneuve': 7.76,\n",
+       " 'J.J. Abrams': 7.58,\n",
+       " 'David Yates': 7.433333333333334,\n",
+       " 'Danny Boyle': 7.42,\n",
+       " 'Antoine Fuqua': 7.040000000000001,\n",
+       " 'Zack Snyder': 7.040000000000001,\n",
+       " 'Woody Allen': 7.019999999999999,\n",
+       " 'Peter Berg': 6.860000000000001,\n",
+       " 'Ridley Scott': 6.85,\n",
+       " 'Justin Lin': 6.82,\n",
+       " 'Michael Bay': 6.483333333333334,\n",
+       " 'Paul W.S. Anderson': 5.766666666666666,\n",
+       " 'M. Night Shyamalan': 5.533333333333332}"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# which director had the highest average rating? \n",
+    "\n",
+    "# one way is to make a python dict of director, list of ratings\n",
+    "director_dict = dict()\n",
+    "\n",
+    "# make the dictionary: key is director, value is list of ratings\n",
+    "for i in range(len(df)):\n",
+    "    director = df.loc[i, \"Director\"]\n",
+    "    rating = df.loc[i, \"Rating\"]\n",
+    "    #print(i, director, rating)\n",
+    "    if director not in director_dict:\n",
+    "        director_dict[director] = []\n",
+    "    director_dict[director].append(rating)\n",
+    "\n",
+    "# make a ratings dict key is directory, value is average\n",
+    "# only include directors with > 4 movies\n",
+    "ratings_dict = {k:sum(v)/len(v) for (k,v) in director_dict.items() if len(v) > 4}\n",
+    "\n",
+    "#sort a dict by values\n",
+    "dict(sorted(ratings_dict.items(), key=lambda t:t[-1], reverse=True))\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Director\n",
+       "Christopher Nolan     8.680000\n",
+       "Martin Scorsese       7.920000\n",
+       "David Fincher         7.820000\n",
+       "Denis Villeneuve      7.760000\n",
+       "J.J. Abrams           7.580000\n",
+       "David Yates           7.433333\n",
+       "Danny Boyle           7.420000\n",
+       "Antoine Fuqua         7.040000\n",
+       "Zack Snyder           7.040000\n",
+       "Woody Allen           7.020000\n",
+       "Peter Berg            6.860000\n",
+       "Ridley Scott          6.850000\n",
+       "Justin Lin            6.820000\n",
+       "Michael Bay           6.483333\n",
+       "Paul W.S. Anderson    5.766667\n",
+       "M. Night Shyamalan    5.533333\n",
+       "Name: Rating, dtype: float64"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# FOR DEMONSTRATION PURPOSES ONLY\n",
+    "# We haven't (and will not) learn about \"groupby\"\n",
+    "# Pandas has many operations which will be helpful!\n",
+    "\n",
+    "# Consider what you already know, and what Pandas can solve\n",
+    "# when formulating your solutions.\n",
+    "rating_groups = df.groupby(\"Director\")[\"Rating\"]\n",
+    "rating_groups.mean()[rating_groups.count() > 4].sort_values(ascending=False)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/f23/Cole_Lecture_Notes/28_Pandas2/Lec28_Pandas2_Template_Nelson.ipynb b/f23/Cole_Lecture_Notes/28_Pandas2/Lec28_Pandas2_Template_Nelson.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..701f781003f7babd744574645fc3f74dd5991828
--- /dev/null
+++ b/f23/Cole_Lecture_Notes/28_Pandas2/Lec28_Pandas2_Template_Nelson.ipynb
@@ -0,0 +1,1152 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from pandas import Series, DataFrame\n",
+    "# We can explictly import Series and DataFrame, why might we do this?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###  Series Review\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Series from `list`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scores_list = [54, 22, 19, 73, 80]\n",
+    "scores_series = Series(scores_list)\n",
+    "scores_series\n",
+    "\n",
+    "# what name do we call the  0, 1, 2, ... ??       A:\n",
+    "# what name do we call the  54, 22, 19, .... ??   A:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Selecting certain scores.\n",
+    "What are all the scores `> 50`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Answer:** Boolean indexing. Try the following..."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scores_series[[True, True, False, False, True]] # often called a \"mask\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We are really writing a \"mask\" for our data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scores_series > 50"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Series from `dict`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Imagine we hire students and track their weekly hours\n",
+    "week1 = Series({\"Rita\":5, \"Therese\":3, \"Janice\": 6})\n",
+    "week2 = Series({\"Rita\":3, \"Therese\":7, \"Janice\": 4})\n",
+    "week3 = Series({\"Therese\":5, \"Janice\":5, \"Rita\": 8}) # Wrong order! Will this matter?\n",
+    "print(week1)\n",
+    "print(week2)\n",
+    "print(week3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "####  For everyone in Week 1, add 3 to their hours "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "week1 = week1 + 3\n",
+    "week1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Total up everyone's hours"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "total_hours = week1 + week2 + week3\n",
+    "total_hours"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### What is week1 / week3 ?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "week1 / week3\n",
+    "# Notice that we didn't have to worry about the order of indices"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### What type of values are stored in  week1 > week2?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print(week1)\n",
+    "print(week2)\n",
+    "week1 > week2 # indices are ordered the same"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "####  What is week1 > week3?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print(week1)\n",
+    "print(week3)\n",
+    "# week1 > week3 # indices not in same order\n",
+    "# week1.sort_index() > week3.sort_index() #proper way"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "\n",
+    "# Lecture 28:  Pandas 2 - DataFrames\n",
+    "\n",
+    "\n",
+    "Learning Objectives:\n",
+    "- Create a DataFrame from \n",
+    " - a dictionary of Series, lists, or dicts\n",
+    " - a list of Series, lists, dicts\n",
+    "- Select a column, row, cell, or rectangular region of a DataFrame\n",
+    "- Convert CSV files into DataFrames and DataFrames into CSV Files\n",
+    "- Access the head or tail of a DataFrame"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Big Idea**: Data Frames store 2-dimensional data in tables! It is a collection of Series."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## You can create a DataFrame in a variety of ways!\n",
+    "### From a dictionary of Series"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "names = Series([\"Alice\", \"Bob\", \"Cindy\", \"Dan\"])\n",
+    "scores = Series([6, 7, 8, 9])\n",
+    "\n",
+    "# to make a dictionary of Series, need to write column names for the keys\n",
+    "DataFrame({\n",
+    "    \"Player name\": names,\n",
+    "    \"Score\": scores\n",
+    "})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### From a dictionary of lists"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "name_list = [\"Alice\", \"Bob\", \"Cindy\", \"Dan\"]\n",
+    "score_list = [6, 7, 8, 9]\n",
+    "# this is the same as above, reminding us that Series act like lists\n",
+    "DataFrame({\n",
+    "    \"Player name\": name_list,\n",
+    "    \"Score\": score_list\n",
+    "})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### From a dictionary of dictionaries\n",
+    "We need to make up keys to match the things in each column"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = {\n",
+    "    \"Player name\": {0: \"Alice\", 1: \"Bob\", 2: \"Cindy\", 3: \"Dan\"},\n",
+    "    \"Score\": {0: 6, 1: 7, 2: 8, 3: 9}\n",
+    "}\n",
+    "DataFrame(data)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### From a list of lists\n",
+    "We have to add the column names, we do this with `columns = [name1, name2, ....]` "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = [\n",
+    "    [\"Alice\", 6],\n",
+    "    [\"Bob\", 7],\n",
+    "    [\"Cindy\", 8],\n",
+    "    [\"Dan\", 9]\n",
+    "]\n",
+    "data\n",
+    "DataFrame(data, columns = [\"Player name\", \"Score\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### From a list of dicts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = [\n",
+    "    {\"Player name\": \"Alice\", \"Score\": 6},\n",
+    "    {\"Player name\": \"Bob\", \"Score\": 7},\n",
+    "    {\"Player name\": \"Cindy\", \"Score\": 8},\n",
+    "    {\"Player name\": \"Dan\", \"Score\": 9}\n",
+    "]\n",
+    "data\n",
+    "DataFrame(data)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Explicitly naming the indices\n",
+    "We can use `index = [name1, name2, ...]` to rename the index of each row"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# \n",
+    "data = [\n",
+    "    {\"Player name\": \"Alice\", \"Score\": 6},\n",
+    "    {\"Player name\": \"Bob\", \"Score\": 7},\n",
+    "    {\"Player name\": \"Cindy\", \"Score\": 8},\n",
+    "    {\"Player name\": \"Dan\", \"Score\": 9}\n",
+    "]\n",
+    "data\n",
+    "DataFrame(data, index=[\"A\", \"B\", \"C\", \"D\"]) # must have a name for each row"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Explicitly naming the columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = [\n",
+    "    [\"Alice\", 6],\n",
+    "    [\"Bob\", 7],\n",
+    "    [\"Cindy\", 8],\n",
+    "    [\"Dan\", 9]\n",
+    "]\n",
+    "DataFrame(data, columns=[\"Player name\", \"Score\"])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# You try: \n",
+    "# Make a DataFrame of 4 people you know with different ages\n",
+    "# Give names to both the columns and rows\n",
+    "\n",
+    "# Share how you did with this with your neighbor\n",
+    "# If you both did it the same way, try it a different way."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Select a column, row, cell, or rectangular region of a DataFrame\n",
+    "### Data lookup: Series\n",
+    "- `s.loc[X]`   <- lookup by pandas index\n",
+    "- `s.iloc[X]`  <- lookup by integer position"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hours = Series({\"Alice\":6, \"Bob\":7, \"Cindy\":8, \"Dan\":9})\n",
+    "hours"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Lookup Bob's hours by pandas index.\n",
+    "hours.loc[\"Bob\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Lookup Bob's hours by integer position.\n",
+    "hours.iloc[2]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Lookup Cindy's hours by pandas index.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###  Data lookup: DataFrame\n",
+    "\n",
+    "\n",
+    "- `d.loc[r]`     lookup ROW by pandas ROW index\n",
+    "- `d.iloc[r]`    lookup ROW by ROW integer position\n",
+    "- `d[c]`         lookup COL by pandas COL index\n",
+    "- `d.loc[r, c]`  lookup by pandas ROW index and pandas COL index\n",
+    "- `d.iloc[r, c]`  lookup by ROW integer position and COL integer position"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# We often call the object that we make df\n",
+    "data = [\n",
+    "    [\"Alice\", 6],\n",
+    "    [\"Bob\", 7],\n",
+    "    [\"Cindy\", 8],\n",
+    "    [\"Dan\", 9]\n",
+    "]\n",
+    "df = DataFrame(data, index=[\"A\", \"B\", \"C\", \"D\"], columns = [\"Player name\", \"Score\"])\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What are 3 different ways of accessing row D? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How about accessing a column?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What are 3 different ways to access a single cell?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## How to set values for a specific entry?\n",
+    "\n",
+    "- `d.loc[r, c] = new_val`\n",
+    "- `d.iloc[r, c] = new_val`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#change player D's name\n",
+    "df.loc[\"D\", \"Player name\"] = \"Bianca\"\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# then add 3 to that player's score using .loc\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# add 7 to a different player's score using .iloc\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Find the max score and the mean score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# find the max and mean of the \"Score\" column\n",
+    "print(df[\"Score\"].max(), df[\"Score\"].mean())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Find the highest scoring player"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##  Slicing a DataFrame\n",
+    "\n",
+    "- `df.iloc[ROW_SLICE, COL_SLICE]` <- make a rectangular slice from the DataFrame using integer positions\n",
+    "- `df.loc[ROW_SLICE, COL_SLICE]` <- make a rectangular slice from the DataFrame using index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.iloc[1:3, 0:2]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.loc[\"B\":\"C\", \"Player name\":\"Score\"] # notice that this way is inclusive of endpoints"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Set values for sliced DataFrame\n",
+    "\n",
+    "- `d.loc[ROW_SLICE, COL_SLICE] = new_val` <- set value by ROW INDEX and COL INDEX\n",
+    "- `d.iloc[ROW_SLICE, COL_SLICE] = new_val` <- set value by ROW Integer position and COL Integer position"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.loc[\"B\":\"C\", \"Score\"] += 5\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Pandas allows slicing of non-contiguous columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# just get Player name for Index B and D\n",
+    "df.loc[[\"B\", \"D\"],\"Player name\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# add 2 to the people in rows B and D\n",
+    "df.loc[[\"B\", \"D\"],\"Score\"] += 2\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Boolean indexing on a DataFrame\n",
+    "\n",
+    "- `d[BOOL SERIES]`  <- makes a new DF of all rows that lined up were True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Make a Series of Booleans based on Score >= 15"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "b = df[\"Score\"] >= 15\n",
+    "b"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### use b to slice the DataFrame\n",
+    "if b is true, include this row in the new df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df[b]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### do the last two things in a single step"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df[df[\"Score\"] >= 15]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Creating DataFrame from csv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# it's that easy!  \n",
+    "df = pd.read_csv(\"IMDB-Movie-Data.csv\")\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###   View the first few lines of the DataFrame\n",
+    "- `.head(n)` gets the first n lines, 5 is the default"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### get the first 2 rows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.head(2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###   View the first few lines of the DataFrame\n",
+    "- `.tail(n)` gets the last n lines, 5 is the default"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.tail(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What is the last year in our DataFrame?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df[\"Year\"].max()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What are the rows that correspond to movies whose title contains \"Harry\" ? \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What is the movie at index 6 ? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Notice that there are two index columns\n",
+    "- That happened because when you write a csv from pandas to a file, it writes a new index column\n",
+    "- So if the dataFrame already contains an index, you are going to get two index columns\n",
+    "- Let's fix that problem"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How can you use slicing to get just columns with Title and Year?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df2 = ???\n",
+    "df2\n",
+    "# notice that this does not have the 'index' column"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### How can you use slicing to get rid of the first column?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = df.iloc[:, 1:] #all the rows, not column 0\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Write a df to a csv file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.to_csv(\"better_movies.csv\", index = False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Practice on your own.....Data Analysis with Data Frames\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# What are all the movies that have above average run time? \n",
+    "long_movies = ???\n",
+    "long_movies"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# of these movies, what was the min rating? \n",
+    "min_rating = ???\n",
+    "min_rating"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Which movies had this min rating?\n",
+    "???"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What are all long_movies with someone in the cast named \"Emma\" ? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "???"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What is the title of the shortest movie?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "???"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What movie had the highest revenue?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df[\"Revnue\"].max() did not work\n",
+    "# we need to clean our data\n",
+    "\n",
+    "def format_revenue(revenue):\n",
+    "    #TODO: Check the last character of the string\n",
+    "    if type(revenue) == float: # need this in here if we run code multiple times\n",
+    "        return revenue\n",
+    "    elif revenue[-1] == 'M': # some have an \"M\" at the end\n",
+    "        return float(revenue[:-1]) * 1e6\n",
+    "    else:\n",
+    "        return float(revenue) * 1e6"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# What movie had the highest revenue?\n",
+    "revenue = df[\"Revenue\"].apply(format_revenue) # apply a function to a column\n",
+    "print(revenue.head())\n",
+    "max_revenue = revenue.max()\n",
+    "\n",
+    "# make a copy of our df\n",
+    "rev_df = df.copy()\n",
+    "rev_df[\"Rev as fl\"] = revenue\n",
+    "rev_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Now we can answer the question!\n",
+    "???"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Or more generally...\n",
+    "rev_df.sort_values(by=\"Rev as fl\", ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# What is the average runtime for movies by \"Francis Lawrence\"?\n",
+    "???"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### More complicated questions..."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Which director had the highest average rating? \n",
+    "\n",
+    "# one way is to make a python dict of director, list of ratings\n",
+    "director_dict = dict()\n",
+    "\n",
+    "# make the dictionary: key is director, value is list of ratings\n",
+    "for i in range(len(df)):\n",
+    "    director = df.loc[i, \"Director\"]\n",
+    "    rating = df.loc[i, \"Rating\"]\n",
+    "    #print(i, director, rating)\n",
+    "    if director not in director_dict:\n",
+    "        director_dict[director] = []\n",
+    "    director_dict[director].append(rating)\n",
+    "\n",
+    "# make a ratings dict key is directory, value is average\n",
+    "# only include directors with > 4 movies\n",
+    "ratings_dict = {k:sum(v)/len(v) for (k,v) in director_dict.items() if len(v) > 4}\n",
+    "\n",
+    "#sort a dict by values\n",
+    "dict(sorted(ratings_dict.items(), key=lambda t:t[-1], reverse=True))\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# FOR DEMONSTRATION PURPOSES ONLY\n",
+    "# We haven't (and will not) learn about \"groupby\"\n",
+    "# Pandas has many operations which will be helpful!\n",
+    "\n",
+    "# Consider what you already know, and what Pandas can solve\n",
+    "# when formulating your solutions.\n",
+    "rating_groups = df.groupby(\"Director\")[\"Rating\"]\n",
+    "rating_groups.mean()[rating_groups.count() > 4].sort_values(ascending=False)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/f23/Cole_Lecture_Notes/28_Pandas2/better_movies.csv b/f23/Cole_Lecture_Notes/28_Pandas2/better_movies.csv
new file mode 100644
index 0000000000000000000000000000000000000000..42133de39e10e4189595e3d03e73736a61f81707
--- /dev/null
+++ b/f23/Cole_Lecture_Notes/28_Pandas2/better_movies.csv
@@ -0,0 +1,999 @@
+Title,Genre,Director,Cast,Year,Runtime,Rating,Revenue
+Guardians of the Galaxy,"Action,Adventure,Sci-Fi",James Gunn,"Chris Pratt, Vin Diesel, Bradley Cooper, Zoe Saldana",2014,121,8.1,333.13
+Prometheus,"Adventure,Mystery,Sci-Fi",Ridley Scott,"Noomi Rapace, Logan Marshall-Green, Michael         fassbender, Charlize Theron",2012,124,7.0,126.46M
+Split,"Horror,Thriller",M. Night Shyamalan,"James McAvoy, Anya Taylor-Joy, Haley Lu Richardson, Jessica Sula",2016,117,7.3,138.12M
+Sing,"Animation,Comedy,Family",Christophe Lourdelet,"Matthew McConaughey,Reese Witherspoon, Seth MacFarlane, Scarlett Johansson",2016,108,7.2,270.32
+Suicide Squad,"Action,Adventure,Fantasy",David Ayer,"Will Smith, Jared Leto, Margot Robbie, Viola Davis",2016,123,6.2,325.02
+The Great Wall,"Action,Adventure,Fantasy",Yimou Zhang,"Matt Damon, Tian Jing, Willem Dafoe, Andy Lau",2016,103,6.1,45.13
+La La Land,"Comedy,Drama,Music",Damien Chazelle,"Ryan Gosling, Emma Stone, Rosemarie DeWitt, J.K. Simmons",2016,128,8.3,151.06M
+Mindhorn,Comedy,Sean Foley,"Essie Davis, Andrea Riseborough, Julian Barratt,Kenneth Branagh",2016,89,6.4,0
+The Lost City of Z,"Action,Adventure,Biography",James Gray,"Charlie Hunnam, Robert Pattinson, Sienna Miller, Tom Holland",2016,141,7.1,8.01
+Passengers,"Adventure,Drama,Romance",Morten Tyldum,"Jennifer Lawrence, Chris Pratt, Michael Sheen,Laurence Fishburne",2016,116,7.0,100.01M
+Fantastic Beasts and Where to Find Them,"Adventure,Family,Fantasy",David Yates,"Eddie Redmayne, Katherine Waterston, Alison Sudol,Dan Fogler",2016,133,7.5,234.02
+Hidden Figures,"Biography,Drama,History",Theodore Melfi,"Taraji P. Henson, Octavia Spencer, Janelle Monáe,Kevin Costner",2016,127,7.8,169.27M
+Rogue One,"Action,Adventure,Sci-Fi",Gareth Edwards,"Felicity Jones, Diego Luna, Alan Tudyk, Donnie Yen",2016,133,7.9,532.17
+Moana,"Animation,Adventure,Comedy",Ron Clements,"Auli'i Cravalho, Dwayne Johnson, Rachel House, Temuera Morrison",2016,107,7.7,248.75
+Colossal,"Action,Comedy,Drama",Nacho Vigalondo,"Anne Hathaway, Jason Sudeikis, Austin Stowell,Tim Blake Nelson",2016,109,6.4,2.87
+The Secret Life of Pets,"Animation,Adventure,Comedy",Chris Renaud,"Louis C.K., Eric Stonestreet, Kevin Hart, Lake Bell",2016,87,6.6,368.31
+Hacksaw Ridge,"Biography,Drama,History",Mel Gibson,"Andrew Garfield, Sam Worthington, Luke Bracey,Teresa Palmer",2016,139,8.2,67.12
+Jason Bourne,"Action,Thriller",Paul Greengrass,"Matt Damon, Tommy Lee Jones, Alicia Vikander,Vincent Cassel",2016,123,6.7,162.16M
+Lion,"Biography,Drama",Garth Davis,"Dev Patel, Nicole Kidman, Rooney Mara, Sunny Pawar",2016,118,8.1,51.69
+Arrival,"Drama,Mystery,Sci-Fi",Denis Villeneuve,"Amy Adams, Jeremy Renner, Forest Whitaker,Michael Stuhlbarg",2016,116,8.0,100.5M
+Gold,"Adventure,Drama,Thriller",Stephen Gaghan,"Matthew McConaughey, Edgar Ramírez, Bryce Dallas Howard, Corey Stoll",2016,120,6.7,7.22
+Manchester by the Sea,Drama,Kenneth Lonergan,"Casey Affleck, Michelle Williams, Kyle Chandler,Lucas Hedges",2016,137,7.9,47.7
+Hounds of Love,"Crime,Drama,Horror",Ben Young,"Emma Booth, Ashleigh Cummings, Stephen Curry,Susie Porter",2016,108,6.7,0
+Trolls,"Animation,Adventure,Comedy",Walt Dohrn,"Anna Kendrick, Justin Timberlake,Zooey Deschanel, Christopher Mintz-Plasse",2016,92,6.5,153.69M
+Independence Day: Resurgence,"Action,Adventure,Sci-Fi",Roland Emmerich,"Liam Hemsworth, Jeff Goldblum, Bill Pullman,Maika Monroe",2016,120,5.3,103.14M
+Paris pieds nus,Comedy,Dominique Abel,"Fiona Gordon, Dominique Abel,Emmanuelle Riva, Pierre Richard",2016,83,6.8,0
+Bahubali: The Beginning,"Action,Adventure,Drama",S.S. Rajamouli,"Prabhas, Rana Daggubati, Anushka Shetty,Tamannaah Bhatia",2015,159,8.3,6.5
+Dead Awake,"Horror,Thriller",Phillip Guzman,"Jocelin Donahue, Jesse Bradford, Jesse Borrego,Lori Petty",2016,99,4.7,0.01
+Bad Moms,Comedy,Jon Lucas,"Mila Kunis, Kathryn Hahn, Kristen Bell,Christina Applegate",2016,100,6.2,113.08M
+Assassin's Creed,"Action,Adventure,Drama",Justin Kurzel,"Michael      Fassbender, Marion Cotillard, Jeremy Irons,Brendan Gleeson",2016,115,5.9,54.65
+Why Him?,Comedy,John Hamburg,"Zoey Deutch, James Franco, Tangie Ambrose,Cedric the Entertainer",2016,111,6.3,60.31
+Nocturnal Animals,"Drama,Thriller",Tom Ford,"Amy Adams, Jake Gyllenhaal, Michael Shannon, Aaron Taylor-Johnson",2016,116,7.5,10.64
+X-Men: Apocalypse,"Action,Adventure,Sci-Fi",Bryan Singer,"James McAvoy, Michael Fassbender, Jennifer Lawrence, Nicholas Hoult",2016,144,7.1,155.33M
+Deadpool,"Action,Adventure,Comedy",Tim Miller,"Ryan Reynolds, Morena Baccarin, T.J. Miller, Ed Skrein",2016,108,8.0,363.02
+Resident Evil: The Final Chapter,"Action,Horror,Sci-Fi",Paul W.S. Anderson,"Milla Jovovich, Iain Glen, Ali Larter, Shawn Roberts",2016,107,5.6,26.84
+Captain America: Civil War,"Action,Adventure,Sci-Fi",Anthony Russo,"Chris Evans, Robert Downey Jr.,Scarlett Johansson, Sebastian Stan",2016,147,7.9,408.08
+Interstellar,"Adventure,Drama,Sci-Fi",Christopher Nolan,"Matthew McConaughey, Anne Hathaway, Jessica Chastain, Mackenzie Foy",2014,169,8.6,187.99M
+Doctor Strange,"Action,Adventure,Fantasy",Scott Derrickson,"Benedict Cumberbatch, Chiwetel Ejiofor, Rachel McAdams, Benedict Wong",2016,115,7.6,232.6
+The Magnificent Seven,"Action,Adventure,Western",Antoine Fuqua,"Denzel      washington, Chris Pratt, Ethan Hawke,Vincent D'Onofrio",2016,132,6.9,93.38
+5/25/1977,"Comedy,Drama",Patrick Read Johnson,"John Francis Daley, Austin Pendleton, Colleen Camp, Neil Flynn",2007,113,7.1,0
+Sausage Party,"Animation,Adventure,Comedy",Greg Tiernan,"Seth Rogen, Kristen Wiig, Jonah Hill, Alistair Abell",2016,89,6.3,97.66
+Moonlight,Drama,Barry Jenkins,"Mahershala Ali, Shariff Earp, Duan Sanderson, Alex R. Hibbert",2016,111,7.5,27.85
+Don't Fuck in the Woods,Horror,Shawn Burkett,"Brittany Blanton, Ayse Howard, Roman Jossart,Nadia White",2016,73,2.7,0
+The Founder,"Biography,Drama,History",John Lee Hancock,"Michael Keaton, Nick Offerman, John Carroll Lynch, Linda Cardellini",2016,115,7.2,12.79
+Lowriders,Drama,Ricardo de Montreuil,"Gabriel Chavarria, Demián Bichir, Theo Rossi,Tony Revolori",2016,99,6.3,4.21
+Pirates of the Caribbean: On Stranger Tides,"Action,Adventure,Fantasy",Rob Marshall,"Johnny Depp, Penélope Cruz, Ian McShane, Geoffrey Rush",2011,136,6.7,241.06
+Miss Sloane,"Drama,Thriller",John Madden,"Jessica Chastain, Mark Strong, Gugu Mbatha-Raw,Michael Stuhlbarg",2016,132,7.3,3.44
+Fallen,"Adventure,Drama,Fantasy",Scott Hicks,"Hermione Corfield, Addison Timlin, Joely Richardson,Jeremy Irvine",2016,91,5.6,0
+Star Trek Beyond,"Action,Adventure,Sci-Fi",Justin Lin,"Chris Pine, Zachary Quinto, Karl Urban, Zoe Saldana",2016,122,7.1,158.8M
+The Last Face,Drama,Sean Penn,"Charlize Theron, Javier Bardem, Adèle Exarchopoulos,Jared Harris",2016,130,3.7,0
+Star Wars: Episode VII - The Force Awakens,"Action,Adventure,Fantasy",J.J. Abrams,"Daisy Ridley, John Boyega, Oscar Isaac, Domhnall Gleeson",2015,136,8.1,936.63
+Underworld: Blood Wars,"Action,Adventure,Fantasy",Anna Foerster,"Kate Beckinsale, Theo James, Tobias Menzies, Lara Pulver",2016,91,5.8,30.35
+Mother's Day,"Comedy,Drama",Garry Marshall,"Jennifer Aniston, Kate Hudson, Julia Roberts, Jason Sudeikis",2016,118,5.6,32.46
+John Wick,"Action,Crime,Thriller",Chad Stahelski,"Keanu Reeves, Michael Nyqvist, Alfie Allen, Willem Dafoe",2014,101,7.2,43
+The Dark Knight,"Action,Crime,Drama",Christopher Nolan,"Christian Bale, Heath Ledger, Aaron Eckhart,Michael Caine",2008,152,9.0,533.32
+Silence,"Adventure,Drama,History",Martin Scorsese,"Andrew Garfield, Adam Driver, Liam Neeson,Tadanobu Asano",2016,161,7.3,7.08
+Don't Breathe,"Crime,Horror,Thriller",Fede Alvarez,"Stephen Lang, Jane Levy, Dylan Minnette, Daniel Zovatto",2016,88,7.2,89.21
+Me Before You,"Drama,Romance",Thea Sharrock,"Emilia Clarke, Sam Claflin, Janet McTeer, Charles Dance",2016,106,7.4,56.23
+Their Finest,"Comedy,Drama,Romance",Lone Scherfig,"Gemma Arterton, Sam Claflin, Bill Nighy, Jack Huston",2016,117,7.0,3.18
+Sully,"Biography,Drama",Clint Eastwood,"Tom Hanks, Aaron Eckhart, Laura Linney, Valerie Mahaffey",2016,96,7.5,125.07M
+Batman v Superman: Dawn of Justice,"Action,Adventure,Sci-Fi",Zack Snyder,"Ben Affleck, Henry Cavill, Amy Adams, Jesse Eisenberg",2016,151,6.7,330.25
+The Autopsy of Jane Doe,"Horror,Mystery,Thriller",André Øvredal,"Brian Cox, Emile Hirsch, Ophelia Lovibond, Michael McElhatton",2016,86,6.8,0
+The Girl on the Train,"Crime,Drama,Mystery",Tate Taylor,"Emily Blunt, Haley Bennett, Rebecca Ferguson, Justin Theroux",2016,112,6.5,75.31
+Fifty Shades of Grey,"Drama,Romance,Thriller",Sam Taylor-Johnson,"Dakota Johnson, Jamie Dornan, Jennifer Ehle,Eloise Mumford",2015,125,4.1,166.15M
+The Prestige,"Drama,Mystery,Sci-Fi",Christopher Nolan,"Christian Bale, Hugh Jackman, Scarlett Johansson, Michael Caine",2006,130,8.5,53.08
+Kingsman: The Secret Service,"Action,Adventure,Comedy",Matthew Vaughn,"Colin Firth, Taron Egerton, Samuel L. Jackson,Michael Caine",2014,129,7.7,128.25M
+Patriots Day,"Drama,History,Thriller",Peter Berg,"Mark Wahlberg, Michelle Monaghan, J.K. Simmons, John Goodman",2016,133,7.4,31.86
+Mad Max: Fury Road,"Action,Adventure,Sci-Fi",George Miller,"Tom Hardy, Charlize Theron, Nicholas Hoult, Zoë Kravitz",2015,120,8.1,153.63M
+Wakefield,Drama,Robin Swicord,"Bryan Cranston, Jennifer Garner, Beverly D'Angelo,Jason O'Mara",2016,106,7.5,0.01
+Deepwater Horizon,"Action,Drama,Thriller",Peter Berg,"Mark Wahlberg, Kurt Russell, Douglas M. Griffin, James DuMont",2016,107,7.2,61.28
+The Promise,"Drama,History",Terry George,"Oscar Isaac, Charlotte Le Bon, Christian Bale, Daniel Giménez Cacho",2016,133,5.9,0
+Allied,"Action,Drama,Romance",Robert Zemeckis,"Brad Pitt, Marion Cotillard, Jared Harris, Vincent Ebrahim",2016,124,7.1,40.07
+A Monster Calls,"Drama,Fantasy",J.A. Bayona,"Lewis MacDougall, Sigourney Weaver, Felicity Jones,Toby Kebbell",2016,108,7.5,3.73
+Collateral Beauty,"Drama,Romance",David Frankel,"Will Smith, Edward Norton, Kate Winslet, Michael Peña",2016,97,6.8,30.98
+Zootopia,"Animation,Adventure,Comedy",Byron Howard,"Ginnifer Goodwin, Jason Bateman, Idris Elba, Jenny Slate",2016,108,8.1,341.26
+Pirates of the Caribbean: At World's End,"Action,Adventure,Fantasy",Gore Verbinski,"Johnny Depp, Orlando Bloom, Keira Knightley,Geoffrey Rush",2007,169,7.1,309.4
+The Avengers,"Action,Sci-Fi",Joss Whedon,"Robert Downey Jr., Chris Evans, Scarlett Johansson,Jeremy Renner",2012,143,8.1,623.28
+Inglourious Basterds,"Adventure,Drama,War",Quentin Tarantino,"Brad Pitt, Diane Kruger, Eli Roth,Mélanie Laurent",2009,153,8.3,120.52M
+Pirates of the Caribbean: Dead Man's Chest,"Action,Adventure,Fantasy",Gore Verbinski,"Johnny Depp, Orlando Bloom, Keira Knightley, Jack Davenport",2006,151,7.3,423.03
+Ghostbusters,"Action,Comedy,Fantasy",Paul Feig,"Melissa McCarthy, Kristen Wiig, Kate McKinnon, Leslie Jones",2016,116,5.3,128.34M
+Inception,"Action,Adventure,Sci-Fi",Christopher Nolan,"Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen Page, Ken Watanabe",2010,148,8.8,292.57
+Captain Fantastic,"Comedy,Drama",Matt Ross,"Viggo Mortensen, George MacKay, Samantha Isler,Annalise Basso",2016,118,7.9,5.88
+The Wolf of Wall Street,"Biography,Comedy,Crime",Martin Scorsese,"Leonardo DiCaprio, Jonah Hill, Margot Robbie,Matthew McConaughey",2013,180,8.2,116.87M
+Gone Girl,"Crime,Drama,Mystery",David Fincher,"Ben Affleck, Rosamund Pike, Neil Patrick Harris,Tyler Perry",2014,149,8.1,167.74M
+Furious Seven,"Action,Crime,Thriller",James Wan,"Vin Diesel, Paul Walker, Dwayne Johnson, Jason Statham",2015,137,7.2,350.03
+Jurassic World,"Action,Adventure,Sci-Fi",Colin Trevorrow,"Chris Pratt, Bryce Dallas Howard, Ty Simpkins,Judy Greer",2015,124,7.0,652.18
+Live by Night,"Crime,Drama",Ben Affleck,"Ben Affleck, Elle Fanning, Brendan Gleeson, Chris Messina",2016,129,6.4,10.38
+Avatar,"Action,Adventure,Fantasy",James Cameron,"Sam Worthington, Zoe Saldana, Sigourney Weaver, Michelle Rodriguez",2009,162,7.8,760.51
+The Hateful Eight,"Crime,Drama,Mystery",Quentin Tarantino,"Samuel L. Jackson, Kurt Russell, Jennifer Jason Leigh, Walton Goggins",2015,187,7.8,54.12
+The Accountant,"Action,Crime,Drama",Gavin O'Connor,"Ben Affleck, Anna Kendrick, J.K. Simmons, Jon Bernthal",2016,128,7.4,86.2
+Prisoners,"Crime,Drama,Mystery",Denis Villeneuve,"Hugh Jackman, Jake Gyllenhaal, Viola Davis,Melissa Leo",2013,153,8.1,60.96
+Warcraft,"Action,Adventure,Fantasy",Duncan Jones,"Travis Fimmel, Paula Patton, Ben Foster, Dominic Cooper",2016,123,7.0,47.17
+The Help,Drama,Tate Taylor,"Emma Stone, Viola Davis, Octavia Spencer, Bryce Dallas Howard",2011,146,8.1,169.71M
+War Dogs,"Comedy,Crime,Drama",Todd Phillips,"Jonah Hill, Miles Teller, Steve Lantz, Gregg Weiner",2016,114,7.1,43.02
+Avengers: Age of Ultron,"Action,Adventure,Sci-Fi",Joss Whedon,"Robert Downey Jr., Chris Evans, Mark Ruffalo, Chris Hemsworth",2015,141,7.4,458.99
+The Nice Guys,"Action,Comedy,Crime",Shane Black,"Russell Crowe, Ryan Gosling, Angourie Rice, Matt Bomer",2016,116,7.4,36.25
+Kimi no na wa,"Animation,Drama,Fantasy",Makoto Shinkai,"Ryûnosuke Kamiki, Mone Kamishiraishi, Ryô Narita, Aoi Yuki",2016,106,8.6,4.68
+The Void,"Horror,Mystery,Sci-Fi",Jeremy Gillespie,"Aaron Poole, Kenneth Welsh,Daniel Fathers, Kathleen Munroe",2016,90,5.8,0.15
+Personal Shopper,"Drama,Mystery,Thriller",Olivier Assayas,"Kristen Stewart, Lars Eidinger, Sigrid Bouaziz,Anders Danielsen Lie",2016,105,6.3,1.29
+The Departed,"Crime,Drama,Thriller",Martin Scorsese,"Leonardo DiCaprio, Matt Damon, Jack Nicholson, Mark Wahlberg",2006,151,8.5,132.37M
+Legend,"Biography,Crime,Drama",Brian Helgeland,"Tom Hardy, Emily Browning, Taron Egerton, Paul Anderson",2015,132,7.0,1.87
+Thor,"Action,Adventure,Fantasy",Kenneth Branagh,"Chris Hemsworth, Anthony Hopkins, Natalie Portman, Tom Hiddleston",2011,115,7.0,181.02M
+The Martian,"Adventure,Drama,Sci-Fi",Ridley Scott,"Matt Damon, Jessica Chastain, Kristen Wiig, Kate Mara",2015,144,8.0,228.43
+Contratiempo,"Crime,Mystery,Thriller",Oriol Paulo,"Mario Casas, Ana Wagener, José Coronado, Bárbara Lennie",2016,106,7.9,0
+The Man from U.N.C.L.E.,"Action,Adventure,Comedy",Guy Ritchie,"Henry Cavill, Armie Hammer, Alicia Vikander, Elizabeth Debicki",2015,116,7.3,45.43
+Hell or High Water,"Crime,Drama,Thriller",David Mackenzie,"Chris Pine, Ben Foster, Jeff Bridges, Gil Birmingham",2016,102,7.7,26.86
+The Comedian,Comedy,Taylor Hackford,"Robert De Niro, Leslie Mann, Danny DeVito, Edie Falco",2016,120,5.4,1.66
+The Legend of Tarzan,"Action,Adventure,Drama",David Yates,"Alexander Skarsgård, Rory J. Saper, Christian Stevens, Christoph Waltz",2016,110,6.3,126.59M
+All We Had,Drama,Katie Holmes,"Eve Lindley, Richard Kind, Mark Consuelos, Katherine Reis",2016,105,5.8,0
+Ex Machina,"Drama,Mystery,Sci-Fi",Alex Garland,"Alicia Vikander, Domhnall Gleeson, Oscar Isaac,Sonoya Mizuno",2014,108,7.7,25.44
+The Belko Experiment,"Action,Horror,Thriller",Greg McLean,"John Gallagher Jr., Tony Goldwyn, Adria Arjona, John C. McGinley",2016,89,6.3,10.16
+12 Years a Slave,"Biography,Drama,History",Steve McQueen,"Chiwetel Ejiofor, Michael Kenneth Williams, Michael Fassbender, Brad Pitt",2013,134,8.1,56.67
+The Bad Batch,"Romance,Sci-Fi",Ana Lily Amirpour,"Keanu Reeves, Jason Momoa, Jim Carrey, Diego Luna",2016,118,6.1,0
+300,"Action,Fantasy,War",Zack Snyder,"Gerard Butler, Lena Headey, David Wenham, Dominic West",2006,117,7.7,210.59
+Harry Potter and the Deathly Hallows: Part 2,"Adventure,Drama,Fantasy",David Yates,"Daniel Radcliffe, Emma Watson, Rupert Grint, Michael Gambon",2011,130,8.1,380.96
+Office Christmas Party,Comedy,Josh Gordon,"Jason Bateman, Olivia Munn, T.J. Miller,Jennifer Aniston",2016,105,5.8,54.73
+The Neon Demon,"Horror,Thriller",Nicolas Winding Refn,"Elle Fanning, Christina Hendricks, Keanu Reeves, Karl Glusman",2016,118,6.2,1.33
+Dangal,"Action,Biography,Drama",Nitesh Tiwari,"Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,Sanya Malhotra",2016,161,8.8,11.15
+10 Cloverfield Lane,"Drama,Horror,Mystery",Dan Trachtenberg,"John Goodman, Mary Elizabeth Winstead, John Gallagher Jr., Douglas M. Griffin",2016,104,7.2,71.9
+Finding Dory,"Animation,Adventure,Comedy",Andrew Stanton,"Ellen DeGeneres, Albert Brooks,Ed O'Neill, Kaitlin Olson",2016,97,7.4,486.29
+Miss Peregrine's Home for Peculiar Children,"Adventure,Drama,Family",Tim Burton,"Eva Green, Asa Butterfield, Samuel L. Jackson, Judi Dench",2016,127,6.7,87.24
+Divergent,"Adventure,Mystery,Sci-Fi",Neil Burger,"Shailene Woodley, Theo James, Kate Winslet, Jai Courtney",2014,139,6.7,150.83M
+Mike and Dave Need Wedding Dates,"Adventure,Comedy,Romance",Jake Szymanski,"Zac Efron, Adam Devine, Anna Kendrick, Aubrey Plaza",2016,98,6.0,46.01
+Boyka: Undisputed IV,Action,Todor Chapkanov,"Scott Adkins, Teodora Duhovnikova, Alon Aboutboul, Julian Vergov",2016,86,7.4,0
+The Dark Knight Rises,"Action,Thriller",Christopher Nolan,"Christian Bale, Tom Hardy, Anne Hathaway,Gary Oldman",2012,164,8.5,448.13
+The Jungle Book,"Adventure,Drama,Family",Jon Favreau,"Neel Sethi, Bill Murray, Ben Kingsley, Idris Elba",2016,106,7.5,364
+Transformers: Age of Extinction,"Action,Adventure,Sci-Fi",Michael Bay,"Mark Wahlberg, Nicola Peltz, Jack Reynor, Stanley Tucci",2014,165,5.7,245.43
+Nerve,"Adventure,Crime,Mystery",Henry Joost,"Emma Roberts, Dave Franco, Emily Meade, Miles Heizer",2016,96,6.6,38.56
+Mamma Mia!,"Comedy,Family,Musical",Phyllida Lloyd,"Meryl Streep, Pierce Brosnan, Amanda Seyfried,Stellan Skarsgård",2008,108,6.4,143.7M
+The Revenant,"Adventure,Drama,Thriller",Alejandro González Iñárritu,"Leonardo DiCaprio, Tom Hardy, Will Poulter, Domhnall Gleeson",2015,156,8.0,183.64M
+Fences,Drama,Denzel Washington,"Denzel  Washington, Viola Davis, Stephen Henderson, Jovan Adepo",2016,139,7.3,57.64
+Into the Woods,"Adventure,Comedy,Drama",Rob Marshall,"Anna Kendrick, Meryl Streep, Chris Pine, Emily Blunt",2014,125,6.0,128M
+The Shallows,"Drama,Horror,Thriller",Jaume Collet-Serra,"Blake Lively, Óscar Jaenada, Angelo Josue Lozano Corzo, Brett Cullen",2016,86,6.4,55.12
+Whiplash,"Drama,Music",Damien Chazelle,"Miles Teller, J.K. Simmons, Melissa Benoist, Paul Reiser",2014,107,8.5,13.09
+Furious 6,"Action,Crime,Thriller",Justin Lin,"Vin Diesel, Paul Walker, Dwayne Johnson, Michelle Rodriguez",2013,130,7.1,238.67
+The Place Beyond the Pines,"Crime,Drama,Thriller",Derek Cianfrance,"Ryan Gosling, Bradley Cooper, Eva Mendes,Craig Van Hook",2012,140,7.3,21.38
+No Country for Old Men,"Crime,Drama,Thriller",Ethan Coen,"Tommy Lee Jones, Javier Bardem, Josh Brolin, Woody Harrelson",2007,122,8.1,74.27
+The Great Gatsby,"Drama,Romance",Baz Luhrmann,"Leonardo DiCaprio, Carey Mulligan, Joel Edgerton,Tobey Maguire",2013,143,7.3,144.81M
+Shutter Island,"Mystery,Thriller",Martin Scorsese,"Leonardo DiCaprio, Emily Mortimer, Mark Ruffalo,Ben Kingsley",2010,138,8.1,127.97M
+Brimstone,"Mystery,Thriller,Western",Martin Koolhoven,"Dakota Fanning, Guy Pearce, Kit Harington,Carice van Houten",2016,148,7.1,0
+Star Trek,"Action,Adventure,Sci-Fi",J.J. Abrams,"Chris Pine, Zachary Quinto, Simon Pegg, Leonard Nimoy",2009,127,8.0,257.7
+Diary of a Wimpy Kid,"Comedy,Family",Thor Freudenthal,"Zachary Gordon, Robert Capron, Rachael Harris,Steve Zahn",2010,94,6.2,64
+The Big Short,"Biography,Comedy,Drama",Adam McKay,"Christian Bale, Steve Carell, Ryan Gosling, Brad Pitt",2015,130,7.8,70.24
+Room,Drama,Lenny Abrahamson,"Brie Larson, Jacob Tremblay, Sean Bridgers,Wendy Crewson",2015,118,8.2,14.68
+Django Unchained,"Drama,Western",Quentin Tarantino,"Jamie Foxx, Christoph Waltz, Leonardo DiCaprio,Kerry Washington",2012,165,8.4,162.8M
+Ah-ga-ssi,"Drama,Mystery,Romance",Chan-wook Park,"Min-hee Kim, Jung-woo Ha, Jin-woong Jo, So-ri Moon",2016,144,8.1,2.01
+The Edge of Seventeen,"Comedy,Drama",Kelly Fremon Craig,"Hailee Steinfeld, Haley Lu Richardson, Blake Jenner, Kyra Sedgwick",2016,104,7.4,14.26
+Watchmen,"Action,Drama,Mystery",Zack Snyder,"Jackie Earle Haley, Patrick Wilson, Carla Gugino,Malin Akerman",2009,162,7.6,107.5M
+Superbad,Comedy,Greg Mottola,"Michael Cera, Jonah Hill, Christopher Mintz-Plasse, Bill Hader",2007,113,7.6,121.46M
+Inferno,"Action,Adventure,Crime",Ron Howard,"Tom Hanks, Felicity Jones, Irrfan Khan, Ben Foster",2016,121,6.2,34.26
+The BFG,"Adventure,Family,Fantasy",Steven Spielberg,"Mark Rylance, Ruby Barnhill, Penelope Wilton,Jemaine Clement",2016,117,6.4,55.47
+The Hunger Games,"Adventure,Sci-Fi,Thriller",Gary Ross,"Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth,Stanley Tucci",2012,142,7.2,408
+White Girl,Drama,Elizabeth Wood,"Morgan Saylor, Brian Marc, Justin Bartha, Adrian Martinez",2016,88,5.8,0.2
+Sicario,"Action,Crime,Drama",Denis Villeneuve,"Emily Blunt, Josh Brolin, Benicio Del Toro, Jon Bernthal",2015,121,7.6,46.88
+Twin Peaks: The Missing Pieces,"Drama,Horror,Mystery",David Lynch,"Chris Isaak, Kiefer Sutherland, C.H. Evans, Sandra Kinder",2014,91,8.1,0
+Aliens vs Predator - Requiem,"Action,Horror,Sci-Fi",Colin Strause,"Reiko Aylesworth, Steven Pasquale,Shareeka Epps, John Ortiz",2007,94,4.7,41.8
+Pacific Rim,"Action,Adventure,Sci-Fi",Guillermo del Toro,"Idris Elba, Charlie Hunnam, Rinko Kikuchi,Charlie Day",2013,131,7.0,101.79M
+"Crazy, Stupid, Love.","Comedy,Drama,Romance",Glenn Ficarra,"Steve Carell, Ryan Gosling, Julianne Moore, Emma Stone",2011,118,7.4,84.24
+Scott Pilgrim vs. the World,"Action,Comedy,Fantasy",Edgar Wright,"Michael Cera, Mary Elizabeth Winstead, Kieran Culkin, Alison Pill",2010,112,7.5,31.49
+Hot Fuzz,"Action,Comedy,Mystery",Edgar Wright,"Simon Pegg, Nick Frost, Martin Freeman, Bill Nighy",2007,121,7.9,23.62
+Mine,"Thriller,War",Fabio Guaglione,"Armie Hammer, Annabelle Wallis,Tom Cullen, Clint Dyer",2016,106,6.0,0
+Free Fire,"Action,Comedy,Crime",Ben Wheatley,"Sharlto Copley, Brie Larson, Armie Hammer, Cillian Murphy",2016,90,7.0,1.8
+X-Men: Days of Future Past,"Action,Adventure,Sci-Fi",Bryan Singer,"Patrick Stewart, Ian McKellen, Hugh Jackman, James McAvoy",2014,132,8.0,233.91
+Jack Reacher: Never Go Back,"Action,Adventure,Crime",Edward Zwick,"Tom Cruise, Cobie Smulders, Aldis Hodge, Robert Knepper",2016,118,6.1,58.4
+Casino Royale,"Action,Adventure,Thriller",Martin Campbell,"Daniel Craig, Eva Green, Judi Dench, Jeffrey Wright",2006,144,8.0,167.01M
+Twilight,"Drama,Fantasy,Romance",Catherine Hardwicke,"Kristen Stewart, Robert Pattinson, Billy Burke,Sarah Clarke",2008,122,5.2,191.45M
+Now You See Me 2,"Action,Adventure,Comedy",Jon M. Chu,"Jesse Eisenberg, Mark Ruffalo, Woody Harrelson, Dave Franco",2016,129,6.5,65.03
+Woman in Gold,"Biography,Drama,History",Simon Curtis,"Helen Mirren, Ryan Reynolds, Daniel Brühl, Katie Holmes",2015,109,7.3,33.31
+13 Hours,"Action,Drama,History",Michael Bay,"John Krasinski, Pablo Schreiber, James Badge Dale,David Denman",2016,144,7.3,52.82
+Spectre,"Action,Adventure,Thriller",Sam Mendes,"Daniel Craig, Christoph Waltz, Léa Seydoux, Ralph Fiennes",2015,148,6.8,200.07
+Nightcrawler,"Crime,Drama,Thriller",Dan Gilroy,"Jake Gyllenhaal, Rene Russo, Bill Paxton, Riz Ahmed",2014,118,7.9,32.28
+Kubo and the Two Strings,"Animation,Adventure,Family",Travis Knight,"Charlize Theron, Art Parkinson, Matthew McConaughey, Ralph Fiennes",2016,101,7.9,48.02
+Beyond the Gates,"Adventure,Horror",Jackson Stewart,"Graham Skipper, Chase Williamson, Brea Grant,Barbara Crampton",2016,84,5.2,0
+Her,"Drama,Romance,Sci-Fi",Spike Jonze,"Joaquin Phoenix, Amy Adams, Scarlett Johansson,Rooney Mara",2013,126,8.0,25.56
+Frozen,"Animation,Adventure,Comedy",Chris Buck,"Kristen Bell, Idina Menzel, Jonathan Groff, Josh Gad",2013,102,7.5,400.74
+Tomorrowland,"Action,Adventure,Family",Brad Bird,"George Clooney, Britt Robertson, Hugh Laurie, Raffey Cassidy",2015,130,6.5,93.42
+Dawn of the Planet of the Apes,"Action,Adventure,Drama",Matt Reeves,"Gary Oldman, Keri Russell, Andy Serkis, Kodi Smit-McPhee",2014,130,7.6,208.54
+Tropic Thunder,"Action,Comedy",Ben Stiller,"Ben Stiller, Jack Black, Robert Downey Jr., Jeff Kahn",2008,107,7.0,110.42M
+The Conjuring 2,"Horror,Mystery,Thriller",James Wan,"Vera Farmiga, Patrick Wilson, Madison Wolfe, Frances O'Connor",2016,134,7.4,102.46M
+Ant-Man,"Action,Adventure,Comedy",Peyton Reed,"Paul Rudd, Michael Douglas, Corey Stoll, Evangeline Lilly",2015,117,7.3,180.19M
+Bridget Jones's Baby,"Comedy,Romance",Sharon Maguire,"Renée Zellweger, Gemma Jones, Jim Broadbent,Sally Phillips",2016,118,6.7,24.09
+The VVitch: A New-England Folktale,"Horror,Mystery",Robert Eggers,"Anya Taylor-Joy, Ralph Ineson, Kate Dickie, Julian Richings",2015,92,6.8,25.14
+Cinderella,"Drama,Family,Fantasy",Kenneth Branagh,"Lily James, Cate Blanchett, Richard Madden,Helena Bonham Carter",2015,105,7.0,201.15
+Realive,Sci-Fi,Mateo Gil,"Tom Hughes, Charlotte Le Bon, Oona Chaplin, Barry Ward",2016,112,5.9,0
+Forushande,"Drama,Thriller",Asghar Farhadi,"Taraneh Alidoosti, Shahab Hosseini, Babak Karimi,Farid Sajjadi Hosseini",2016,124,8.0,3.4
+Love,"Drama,Romance",Gaspar Noé,"Aomi Muyock, Karl Glusman, Klara Kristin, Juan Saavedra",2015,135,6.0,0
+Billy Lynn's Long Halftime Walk,"Drama,War",Ang Lee,"Joe Alwyn, Garrett Hedlund, Arturo Castro, Mason Lee",2016,113,6.3,1.72
+Crimson Peak,"Drama,Fantasy,Horror",Guillermo del Toro,"Mia Wasikowska, Jessica Chastain, Tom Hiddleston, Charlie Hunnam",2015,119,6.6,31.06
+Drive,"Crime,Drama",Nicolas Winding Refn,"Ryan Gosling, Carey Mulligan, Bryan Cranston, Albert Brooks",2011,100,7.8,35.05
+Trainwreck,"Comedy,Drama,Romance",Judd Apatow,"Amy Schumer, Bill Hader, Brie Larson, Colin Quinn",2015,125,6.3,110.01M
+The Light Between Oceans,"Drama,Romance",Derek Cianfrance,"Michael       Fassbender, Alicia Vikander, Rachel Weisz, Florence Clery",2016,133,7.2,12.53
+Below Her Mouth,Drama,April Mullen,"Erika Linder, Natalie Krill, Sebastian Pigott, Mayko Nguyen",2016,94,5.6,0
+Spotlight,"Crime,Drama,History",Tom McCarthy,"Mark Ruffalo, Michael Keaton, Rachel McAdams, Liev Schreiber",2015,128,8.1,44.99
+Morgan,"Horror,Sci-Fi,Thriller",Luke Scott,"Kate Mara, Anya Taylor-Joy, Rose Leslie, Michael Yare",2016,92,5.8,3.91
+Warrior,"Action,Drama,Sport",Gavin O'Connor,"Tom Hardy, Nick Nolte, Joel Edgerton, Jennifer Morrison",2011,140,8.2,13.65
+Captain America: The First Avenger,"Action,Adventure,Sci-Fi",Joe Johnston,"Chris Evans, Hugo Weaving, Samuel L. Jackson,Hayley Atwell",2011,124,6.9,176.64M
+Hacker,"Crime,Drama,Thriller",Akan Satayev,"Callan McAuliffe, Lorraine Nicholson, Daniel Eric Gold, Clifton Collins Jr.",2016,95,6.3,0
+Into the Wild,"Adventure,Biography,Drama",Sean Penn,"Emile Hirsch, Vince Vaughn, Catherine Keener, Marcia Gay Harden",2007,148,8.1,18.35
+The Imitation Game,"Biography,Drama,Thriller",Morten Tyldum,"Benedict Cumberbatch, Keira Knightley, Matthew Goode, Allen Leech",2014,114,8.1,91.12
+Central Intelligence,"Action,Comedy,Crime",Rawson Marshall Thurber,"Dwayne Johnson, Kevin Hart, Danielle Nicolet, Amy Ryan",2016,107,6.3,127.38M
+Edge of Tomorrow,"Action,Adventure,Sci-Fi",Doug Liman,"Tom Cruise, Emily Blunt, Bill Paxton, Brendan Gleeson",2014,113,7.9,100.19M
+A Cure for Wellness,"Drama,Fantasy,Horror",Gore Verbinski,"Dane DeHaan, Jason Isaacs, Mia Goth, Ivo Nandi",2016,146,6.5,8.1
+Snowden,"Biography,Drama,Thriller",Oliver Stone,"Joseph Gordon-Levitt, Shailene Woodley, Melissa Leo,Zachary Quinto",2016,134,7.3,21.48
+Iron Man,"Action,Adventure,Sci-Fi",Jon Favreau,"Robert Downey Jr., Gwyneth Paltrow, Terrence Howard, Jeff Bridges",2008,126,7.9,318.3
+Allegiant,"Action,Adventure,Mystery",Robert Schwentke,"Shailene Woodley, Theo James, Jeff Daniels,Naomi Watts",2016,120,5.7,66
+X: First Class,"Action,Adventure,Sci-Fi",Matthew Vaughn,"James McAvoy, Michael          Fassbender, Jennifer Lawrence, Kevin Bacon",2011,132,7.8,146.41M
+Raw (II),"Drama,Horror",Julia Ducournau,"Garance Marillier, Ella Rumpf, Rabah Nait Oufella,Laurent Lucas",2016,99,7.5,0.51
+Paterson,"Comedy,Drama,Romance",Jim Jarmusch,"Adam Driver, Golshifteh Farahani, Nellie, Rizwan Manji",2016,118,7.5,2.14
+Bridesmaids,"Comedy,Romance",Paul Feig,"Kristen Wiig, Maya Rudolph, Rose Byrne, Terry Crews",2011,125,6.8,169.08M
+The Girl with All the Gifts,"Drama,Horror,Thriller",Colm McCarthy,"Gemma Arterton, Glenn Close, Dominique Tipper,Paddy Considine",2016,111,6.7,0
+San Andreas,"Action,Adventure,Drama",Brad Peyton,"Dwayne Johnson, Carla Gugino, Alexandra Daddario,Colton Haynes",2015,114,6.1,155.18M
+Spring Breakers,Drama,Harmony Korine,"Vanessa Hudgens, Selena Gomez, Ashley Benson,Rachel Korine",2012,94,5.3,14.12
+Transformers,"Action,Adventure,Sci-Fi",Michael Bay,"Shia LaBeouf, Megan Fox, Josh Duhamel, Tyrese Gibson",2007,144,7.1,318.76
+Old Boy,"Action,Drama,Mystery",Spike Lee,"Josh Brolin, Elizabeth Olsen, Samuel L. Jackson, Sharlto Copley",2013,104,5.8,0
+Thor: The Dark World,"Action,Adventure,Fantasy",Alan Taylor,"Chris Hemsworth, Natalie Portman, Tom Hiddleston,Stellan Skarsgård",2013,112,7.0,206.36
+Gods of Egypt,"Action,Adventure,Fantasy",Alex Proyas,"Brenton Thwaites, Nikolaj Coster-Waldau, Gerard Butler, Chadwick Boseman",2016,126,5.5,31.14
+Captain America: The Winter Soldier,"Action,Adventure,Sci-Fi",Anthony Russo,"Chris Evans, Samuel L. Jackson,Scarlett Johansson, Robert Redford",2014,136,7.8,259.75
+Monster Trucks,"Action,Adventure,Comedy",Chris Wedge,"Lucas Till, Jane Levy, Thomas Lennon, Barry Pepper",2016,104,5.7,33.04
+A Dark Song,"Drama,Horror",Liam Gavin,"Mark Huberman, Susan Loughnane, Steve Oram,Catherine Walker",2016,100,6.1,0
+Kick-Ass,"Action,Comedy",Matthew Vaughn,"Aaron Taylor-Johnson, Nicolas Cage, Chloë Grace Moretz, Garrett M. Brown",2010,117,7.7,48.04
+Hardcore Henry,"Action,Adventure,Sci-Fi",Ilya Naishuller,"Sharlto Copley, Tim Roth, Haley Bennett, Danila Kozlovsky",2015,96,6.7,9.24
+Cars,"Animation,Adventure,Comedy",John Lasseter,"Owen Wilson, Bonnie Hunt, Paul Newman, Larry the Cable Guy",2006,117,7.1,244.05
+It Follows,"Horror,Mystery",David Robert Mitchell,"Maika Monroe, Keir Gilchrist, Olivia Luccardi,Lili Sepe",2014,100,6.9,14.67
+The Girl with the Dragon Tattoo,"Crime,Drama,Mystery",David Fincher,"Daniel Craig, Rooney Mara, Christopher Plummer,Stellan Skarsgård",2011,158,7.8,102.52M
+We're the Millers,"Comedy,Crime",Rawson Marshall Thurber,"Jason Sudeikis, Jennifer Aniston, Emma Roberts, Ed Helms",2013,110,7.0,150.37M
+American Honey,Drama,Andrea Arnold,"Sasha Lane, Shia LaBeouf, Riley Keough, McCaul Lombardi",2016,163,7.0,0.66
+The Lobster,"Comedy,Drama,Romance",Yorgos Lanthimos,"Colin Farrell, Rachel Weisz, Jessica Barden,Olivia Colman",2015,119,7.1,8.7
+Predators,"Action,Adventure,Sci-Fi",Nimród Antal,"Adrien Brody, Laurence Fishburne, Topher Grace,Alice Braga",2010,107,6.4,52
+Maleficent,"Action,Adventure,Family",Robert Stromberg,"Angelina Jolie, Elle Fanning, Sharlto Copley,Lesley Manville",2014,97,7.0,241.41
+Rupture,"Horror,Sci-Fi,Thriller",Steven Shainberg,"Noomi Rapace, Michael Chiklis, Kerry Bishé,Peter Stormare",2016,102,4.8,0
+Pan's Labyrinth,"Drama,Fantasy,War",Guillermo del Toro,"Ivana Baquero, Ariadna Gil, Sergi López,Maribel Verdú",2006,118,8.2,37.62
+A Kind of Murder,"Crime,Drama,Thriller",Andy Goddard,"Patrick Wilson, Jessica Biel, Haley Bennett, Vincent Kartheiser",2016,95,5.2,0
+Apocalypto,"Action,Adventure,Drama",Mel Gibson,"Gerardo Taracena, Raoul Max Trujillo, Dalia Hernández,Rudy Youngblood",2006,139,7.8,50.86
+Mission: Impossible - Rogue Nation,"Action,Adventure,Thriller",Christopher McQuarrie,"Tom Cruise, Rebecca Ferguson, Jeremy Renner, Simon Pegg",2015,131,7.4,195M
+The Huntsman: Winter's War,"Action,Adventure,Drama",Cedric Nicolas-Troyan,"Chris Hemsworth, Jessica Chastain, Charlize Theron, Emily Blunt",2016,114,6.1,47.95
+The Perks of Being a Wallflower,"Drama,Romance",Stephen Chbosky,"Logan Lerman, Emma Watson, Ezra Miller, Paul Rudd",2012,102,8.0,17.74
+Jackie,"Biography,Drama,History",Pablo Larraín,"Natalie Portman, Peter Sarsgaard, Greta Gerwig,Billy Crudup",2016,100,6.8,13.96
+The Disappointments Room,"Drama,Horror,Thriller",D.J. Caruso,"Kate Beckinsale, Mel Raido, Duncan Joiner, Lucas Till",2016,85,3.9,2.41
+The Grand Budapest Hotel,"Adventure,Comedy,Drama",Wes Anderson,"Ralph Fiennes, F. Murray Abraham, Mathieu Amalric,Adrien Brody",2014,99,8.1,59.07
+The Host ,"Action,Adventure,Romance",Andrew Niccol,"Saoirse Ronan, Max Irons, Jake Abel, Diane Kruger",2013,125,5.9,26.62
+Fury,"Action,Drama,War",David Ayer,"Brad Pitt, Shia LaBeouf, Logan Lerman, Michael Peña",2014,134,7.6,85.71
+Inside Out,"Animation,Adventure,Comedy",Pete Docter,"Amy Poehler, Bill Hader, Lewis Black, Mindy Kaling",2015,95,8.2,356.45
+Rock Dog,"Animation,Adventure,Comedy",Ash Brannon,"Luke Wilson, Eddie Izzard, J.K. Simmons, Lewis Black",2016,90,5.8,9.4
+Terminator Genisys,"Action,Adventure,Sci-Fi",Alan Taylor,"Arnold Schwarzenegger, Jason Clarke, Emilia Clarke,Jai Courtney",2015,126,6.5,89.73
+Percy Jackson & the Olympians: The Lightning Thief,"Adventure,Family,Fantasy",Chris Columbus,"Logan Lerman, Kevin McKidd, Steve Coogan,Brandon T. Jackson",2010,118,5.9,88.76
+Les Misérables,"Drama,Musical,Romance",Tom Hooper,"Hugh Jackman, Russell Crowe, Anne Hathaway,Amanda Seyfried",2012,158,7.6,148.78M
+Children of Men,"Drama,Sci-Fi,Thriller",Alfonso Cuarón,"Julianne Moore, Clive Owen, Chiwetel Ejiofor,Michael Caine",2006,109,7.9,35.29
+20th Century Women,"Comedy,Drama",Mike Mills,"Annette Bening, Elle Fanning, Greta Gerwig, Billy Crudup",2016,119,7.4,5.66
+Spy,"Action,Comedy,Crime",Paul Feig,"Melissa McCarthy, Rose Byrne, Jude Law, Jason Statham",2015,119,7.1,110.82M
+The Intouchables,"Biography,Comedy,Drama",Olivier Nakache,"François Cluzet, Omar Sy, Anne Le Ny, Audrey Fleurot",2011,112,8.6,13.18
+Bonjour Anne,"Comedy,Drama,Romance",Eleanor Coppola,"Diane Lane, Alec Baldwin, Arnaud Viard, Linda Gegusch",2016,92,4.9,0.32
+Kynodontas,"Drama,Thriller",Yorgos Lanthimos,"Christos Stergioglou, Michele Valley, Angeliki Papoulia, Hristos Passalis",2009,94,7.3,0.11
+Straight Outta Compton,"Biography,Drama,History",F. Gary Gray,"O'Shea Jackson Jr., Corey Hawkins, Jason Mitchell,Neil Brown Jr.",2015,147,7.9,161.03M
+The Amazing Spider-Man 2,"Action,Adventure,Sci-Fi",Marc Webb,"Andrew Garfield, Emma Stone, Jamie Foxx, Paul Giamatti",2014,142,6.7,202.85
+The Conjuring,"Horror,Mystery,Thriller",James Wan,"Patrick Wilson, Vera Farmiga, Ron Livingston, Lili Taylor",2013,112,7.5,137.39M
+The Hangover,Comedy,Todd Phillips,"Zach Galifianakis, Bradley Cooper, Justin Bartha, Ed Helms",2009,100,7.8,277.31
+Battleship,"Action,Adventure,Sci-Fi",Peter Berg,"Alexander Skarsgård, Brooklyn Decker, Liam Neeson,Rihanna",2012,131,5.8,65.17
+Rise of the Planet of the Apes,"Action,Drama,Sci-Fi",Rupert Wyatt,"James Franco, Andy Serkis, Freida Pinto, Karin Konoval",2011,105,7.6,176.74M
+Lights Out,Horror,David F. Sandberg,"Teresa Palmer, Gabriel Bateman, Maria Bello,Billy Burke",2016,81,6.4,67.24
+Norman: The Moderate Rise and Tragic Fall of a New York Fixer,"Drama,Thriller",Joseph Cedar,"Richard Gere, Lior Ashkenazi, Michael Sheen,Charlotte Gainsbourg",2016,118,7.1,2.27
+Birdman or (The Unexpected Virtue of Ignorance),"Comedy,Drama,Romance",Alejandro González Iñárritu,"Michael Keaton, Zach Galifianakis,Edward Norton, Andrea Riseborough",2014,119,7.8,42.34
+Black Swan,"Drama,Thriller",Darren Aronofsky,"Natalie Portman, Mila Kunis, Vincent Cassel,Winona Ryder",2010,108,8.0,106.95M
+Dear White People,"Comedy,Drama",Justin Simien,"Tyler James Williams, Tessa Thompson, Kyle Gallner,Teyonah Parris",2014,108,6.2,4.4
+Nymphomaniac: Vol. I,Drama,Lars von Trier,"Charlotte Gainsbourg, Stellan Skarsgård, Stacy Martin, Shia LaBeouf",2013,117,7.0,0.79
+Teenage Mutant Ninja Turtles: Out of the Shadows,"Action,Adventure,Comedy",Dave Green,"Megan Fox, Will Arnett, Tyler Perry, Laura Linney",2016,112,6.0,0.54
+Knock Knock,"Drama,Horror,Thriller",Eli Roth,"Keanu Reeves, Lorenza Izzo, Ana de Armas, Aaron Burns",2015,99,4.9,0.03
+Dirty Grandpa,Comedy,Dan Mazer,"Robert De Niro, Zac Efron, Zoey Deutch, Aubrey Plaza",2016,102,6.0,35.54
+Cloud Atlas,"Drama,Sci-Fi",Tom Tykwer,"Tom Hanks, Halle Berry, Hugh Grant, Hugo Weaving",2012,172,7.5,27.1
+X-Men Origins: Wolverine,"Action,Adventure,Sci-Fi",Gavin Hood,"Hugh Jackman, Liev Schreiber, Ryan Reynolds, Danny Huston",2009,107,6.7,179.88M
+Satanic,Horror,Jeffrey G. Hunt,"Sarah Hyland, Steven Krueger, Justin Chon, Clara Mamet",2016,85,3.7,0
+Skyfall,"Action,Adventure,Thriller",Sam Mendes,"Daniel Craig, Javier Bardem, Naomie Harris, Judi Dench",2012,143,7.8,304.36
+The Hobbit: An Unexpected Journey,"Adventure,Fantasy",Peter Jackson,"Martin Freeman, Ian McKellen, Richard Armitage,Andy Serkis",2012,169,7.9,303
+21 Jump Street,"Action,Comedy,Crime",Phil Lord,"Jonah Hill, Channing Tatum, Ice Cube,Brie Larson",2012,110,7.2,138.45M
+Sing Street,"Comedy,Drama,Music",John Carney,"Ferdia Walsh-Peelo, Aidan Gillen, Maria Doyle Kennedy, Jack Reynor",2016,106,8.0,3.23
+Ballerina,"Animation,Adventure,Comedy",Eric Summer,"Elle Fanning, Dane DeHaan, Carly Rae Jepsen, Maddie Ziegler",2016,89,6.8,0
+Oblivion,"Action,Adventure,Mystery",Joseph Kosinski,"Tom Cruise, Morgan Freeman, Andrea Riseborough, Olga Kurylenko",2013,124,7.0,89.02
+22 Jump Street,"Action,Comedy,Crime",Phil Lord,"Channing Tatum, Jonah Hill, Ice Cube,Nick Offerman",2014,112,7.1,191.62M
+Zodiac,"Crime,Drama,History",David Fincher,"Jake Gyllenhaal, Robert Downey Jr., Mark Ruffalo,Anthony Edwards",2007,157,7.7,33.05
+Everybody Wants Some!!,Comedy,Richard Linklater,"Blake Jenner, Tyler Hoechlin, Ryan Guzman,Zoey Deutch",2016,117,7.0,3.37
+Iron Man Three,"Action,Adventure,Sci-Fi",Shane Black,"Robert Downey Jr., Guy Pearce, Gwyneth Paltrow,Don Cheadle",2013,130,7.2,408.99
+Now You See Me,"Crime,Mystery,Thriller",Louis Leterrier,"Jesse Eisenberg, Common, Mark Ruffalo, Woody Harrelson",2013,115,7.3,117.7M
+Sherlock Holmes,"Action,Adventure,Crime",Guy Ritchie,"Robert Downey Jr., Jude Law, Rachel McAdams, Mark Strong",2009,128,7.6,209.02
+Death Proof,Thriller,Quentin Tarantino,"Kurt Russell, Zoë Bell, Rosario Dawson, Vanessa Ferlito",2007,113,7.1,0
+The Danish Girl,"Biography,Drama,Romance",Tom Hooper,"Eddie Redmayne, Alicia Vikander, Amber Heard, Ben Whishaw",2015,119,7.0,12.71
+Hercules,"Action,Adventure",Brett Ratner,"Dwayne Johnson, John Hurt, Ian McShane, Joseph Fiennes",2014,98,6.0,72.66
+Sucker Punch,"Action,Fantasy",Zack Snyder,"Emily Browning, Vanessa Hudgens, Abbie Cornish,Jena Malone",2011,110,6.1,36.38
+Keeping Up with the Joneses,"Action,Comedy",Greg Mottola,"Zach Galifianakis, Isla Fisher, Jon Hamm, Gal Gadot",2016,105,5.8,14.9
+Jupiter Ascending,"Action,Adventure,Sci-Fi",Lana Wachowski,"Channing Tatum, Mila Kunis,Eddie Redmayne, Sean Bean",2015,127,5.3,47.38
+Masterminds,"Action,Comedy,Crime",Jared Hess,"Zach Galifianakis, Kristen Wiig, Owen Wilson, Ross Kimball",2016,95,5.8,17.36
+Iris,Thriller,Jalil Lespert,"Romain Duris, Charlotte Le Bon, Jalil Lespert, Camille Cottin",2016,99,6.1,0
+Busanhaeng,"Action,Drama,Horror",Sang-ho Yeon,"Yoo Gong, Soo-an Kim, Yu-mi Jung, Dong-seok Ma",2016,118,7.5,2.13
+Pitch Perfect,"Comedy,Music,Romance",Jason Moore,"Anna Kendrick, Brittany Snow, Rebel Wilson, Anna Camp",2012,112,7.2,65
+Neighbors 2: Sorority Rising,Comedy,Nicholas Stoller,"Seth Rogen, Rose Byrne, Zac Efron, Chloë Grace Moretz",2016,92,5.7,55.29
+The Exception,Drama,David Leveaux,"Lily James, Jai Courtney, Christopher Plummer, Loïs van Wijk",2016,107,7.7,0
+Man of Steel,"Action,Adventure,Fantasy",Zack Snyder,"Henry Cavill, Amy Adams, Michael Shannon, Diane Lane",2013,143,7.1,291.02
+The Choice,"Drama,Romance",Ross Katz,"Benjamin Walker, Teresa Palmer, Alexandra Daddario,Maggie Grace",2016,111,6.6,18.71
+Ice Age: Collision Course,"Animation,Adventure,Comedy",Mike Thurmeier,"Ray Romano, Denis Leary, John Leguizamo, Chris Wedge",2016,94,5.7,64.06
+The Devil Wears Prada,"Comedy,Drama",David Frankel,"Anne Hathaway, Meryl Streep, Adrian Grenier, Emily Blunt",2006,109,6.8,124.73M
+The Infiltrator,"Biography,Crime,Drama",Brad Furman,"Bryan Cranston, John Leguizamo, Diane Kruger, Amy Ryan",2016,127,7.1,15.43
+There Will Be Blood,"Drama,History",Paul Thomas Anderson,"Daniel Day-Lewis, Paul Dano, Ciarán Hinds,Martin Stringer",2007,158,8.1,40.22
+The Equalizer,"Action,Crime,Thriller",Antoine Fuqua,"Denzel                      Washington, Marton Csokas, Chloë Grace Moretz, David Harbour",2014,132,7.2,101.53M
+Lone Survivor,"Action,Biography,Drama",Peter Berg,"Mark Wahlberg, Taylor Kitsch, Emile Hirsch, Ben Foster",2013,121,7.5,125.07M
+The Cabin in the Woods,Horror,Drew Goddard,"Kristen Connolly, Chris Hemsworth, Anna Hutchison,Fran Kranz",2012,95,7.0,42.04
+The House Bunny,"Comedy,Romance",Fred Wolf,"Anna Faris, Colin Hanks, Emma Stone, Kat Dennings",2008,97,5.5,48.24
+She's Out of My League,"Comedy,Romance",Jim Field Smith,"Jay Baruchel, Alice Eve, T.J. Miller, Mike Vogel",2010,104,6.4,31.58
+Inherent Vice,"Comedy,Crime,Drama",Paul Thomas Anderson,"Joaquin Phoenix, Josh Brolin, Owen Wilson,Katherine Waterston",2014,148,6.7,8.09
+Alice Through the Looking Glass,"Adventure,Family,Fantasy",James Bobin,"Mia Wasikowska, Johnny Depp, Helena Bonham Carter, Anne Hathaway",2016,113,6.2,77.04
+Vincent N Roxxy,"Crime,Drama,Thriller",Gary Michael Schultz,"Emile Hirsch, Zoë Kravitz, Zoey Deutch,Emory Cohen",2016,110,5.5,0
+The Fast and the Furious: Tokyo Drift,"Action,Crime,Thriller",Justin Lin,"Lucas Black, Zachery Ty Bryan, Shad Moss, Damien Marzette",2006,104,6.0,62.49
+How to Be Single,"Comedy,Romance",Christian Ditter,"Dakota Johnson, Rebel Wilson, Leslie Mann, Alison Brie",2016,110,6.1,46.81
+The Blind Side,"Biography,Drama,Sport",John Lee Hancock,"Quinton Aaron, Sandra Bullock, Tim McGraw,Jae Head",2009,129,7.7,255.95
+La vie d'Adèle,"Drama,Romance",Abdellatif Kechiche,"Léa Seydoux, Adèle Exarchopoulos, Salim Kechiouche, Aurélien Recoing",2013,180,7.8,2.2
+The Babadook,"Drama,Horror",Jennifer Kent,"Essie Davis, Noah Wiseman, Daniel Henshall, Hayley McElhinney",2014,93,6.8,0.92
+The Hobbit: The Battle of the Five Armies,"Adventure,Fantasy",Peter Jackson,"Ian McKellen, Martin Freeman, Richard Armitage,Cate Blanchett",2014,144,7.4,255.11
+Harry Potter and the Order of the Phoenix,"Adventure,Family,Fantasy",David Yates,"Daniel Radcliffe, Emma Watson, Rupert Grint, Brendan Gleeson",2007,138,7.5,292
+Snowpiercer,"Action,Drama,Sci-Fi",Bong Joon Ho,"Chris Evans, Jamie Bell, Tilda Swinton, Ed Harris",2013,126,7.0,4.56
+The 5th Wave,"Action,Adventure,Sci-Fi",J Blakeson,"Chloë Grace Moretz, Matthew Zuk, Gabriela Lopez,Bailey Anne Borders",2016,112,5.2,34.91
+The Stakelander,"Action,Horror",Dan Berk,"Connor Paolo, Nick Damici, Laura Abramsen, A.C. Peterson",2016,81,5.3,0
+The Visit,"Comedy,Horror,Thriller",M. Night Shyamalan,"Olivia DeJonge, Ed Oxenbould, Deanna Dunagan, Peter McRobbie",2015,94,6.2,65.07
+Fast Five,"Action,Crime,Thriller",Justin Lin,"Vin Diesel, Paul Walker, Dwayne Johnson, Jordana Brewster",2011,131,7.3,209.81
+Step Up,"Crime,Drama,Music",Anne Fletcher,"Channing Tatum, Jenna Dewan Tatum, Damaine Radcliff, De'Shawn Washington",2006,104,6.5,65.27
+Lovesong,Drama,So Yong Kim,"Riley Keough, Jena Malone, Jessie Ok Gray, Cary Joji Fukunaga",2016,84,6.4,0.01
+RocknRolla,"Action,Crime,Thriller",Guy Ritchie,"Gerard Butler, Tom Wilkinson, Idris Elba, Thandie Newton",2008,114,7.3,5.69
+In Time,"Action,Sci-Fi,Thriller",Andrew Niccol,"Justin Timberlake, Amanda Seyfried, Cillian Murphy,Olivia Wilde",2011,109,6.7,37.55
+The Social Network,"Biography,Drama",David Fincher,"Jesse Eisenberg, Andrew Garfield, Justin Timberlake,Rooney Mara",2010,120,7.7,96.92
+The Last Witch Hunter,"Action,Adventure,Fantasy",Breck Eisner,"Vin Diesel, Rose Leslie, Elijah Wood, Ólafur Darri Ólafsson",2015,106,6.0,27.36
+Victor Frankenstein,"Drama,Horror,Sci-Fi",Paul McGuigan,"Daniel Radcliffe, James McAvoy, Jessica Brown Findlay, Andrew Scott",2015,110,6.0,5.77
+A Street Cat Named Bob,"Biography,Comedy,Drama",Roger Spottiswoode,"Luke Treadaway, Bob the Cat, Ruta Gedmintas, Joanne Froggatt",2016,103,7.4,0.04
+Green Room,"Crime,Horror,Thriller",Jeremy Saulnier,"Anton Yelchin, Imogen Poots, Alia Shawkat,Patrick Stewart",2015,95,7.0,3.22
+Blackhat,"Crime,Drama,Mystery",Michael Mann,"Chris Hemsworth, Viola Davis, Wei Tang, Leehom Wang",2015,133,5.4,7.1
+Storks,"Animation,Adventure,Comedy",Nicholas Stoller,"Andy Samberg, Katie Crown,Kelsey Grammer, Jennifer Aniston",2016,87,6.9,72.66
+American Sniper,"Action,Biography,Drama",Clint Eastwood,"Bradley Cooper, Sienna Miller, Kyle Gallner, Cole Konis",2014,133,7.3,350.12
+Dallas Buyers Club,"Biography,Drama",Jean-Marc Vallée,"Matthew McConaughey, Jennifer Garner, Jared Leto, Steve Zahn",2013,117,8.0,27.3
+Lincoln,"Biography,Drama,History",Steven Spielberg,"Daniel Day-Lewis, Sally Field, David Strathairn,Joseph Gordon-Levitt",2012,150,7.4,182.2M
+Rush,"Action,Biography,Drama",Ron Howard,"Daniel Brühl, Chris Hemsworth, Olivia Wilde,Alexandra Maria Lara",2013,123,8.1,26.9
+Before I Wake,"Drama,Fantasy,Horror",Mike Flanagan,"Kate Bosworth, Thomas Jane, Jacob Tremblay,Annabeth Gish",2016,97,6.1,0
+Silver Linings Playbook,"Comedy,Drama,Romance",David O. Russell,"Bradley Cooper, Jennifer Lawrence, Robert De Niro, Jacki Weaver",2012,122,7.8,132.09M
+Tracktown,"Drama,Sport",Alexi Pappas,"Alexi Pappas, Chase Offerle, Rachel Dratch, Andy Buckley",2016,88,5.9,0
+The Fault in Our Stars,"Drama,Romance",Josh Boone,"Shailene Woodley, Ansel Elgort, Nat Wolff, Laura Dern",2014,126,7.8,124.87M
+Blended,"Comedy,Romance",Frank Coraci,"Adam Sandler, Drew Barrymore, Wendi McLendon-Covey, Kevin Nealon",2014,117,6.5,46.28
+Fast & Furious,"Action,Crime,Thriller",Justin Lin,"Vin Diesel, Paul Walker, Michelle Rodriguez, Jordana Brewster",2009,107,6.6,155.02M
+Looper,"Action,Crime,Drama",Rian Johnson,"Joseph Gordon-Levitt, Bruce Willis, Emily Blunt, Paul Dano",2012,119,7.4,66.47
+White House Down,"Action,Drama,Thriller",Roland Emmerich,"Channing Tatum, Jamie Foxx, Maggie Gyllenhaal,Jason Clarke",2013,131,6.4,73.1
+Pete's Dragon,"Adventure,Family,Fantasy",David Lowery,"Bryce Dallas Howard, Robert Redford, Oakes Fegley,Oona Laurence",2016,102,6.8,76.2
+Spider-Man 3,"Action,Adventure",Sam Raimi,"Tobey Maguire, Kirsten Dunst, Topher Grace, Thomas Haden Church",2007,139,6.2,336.53
+The Three Musketeers,"Action,Adventure,Romance",Paul W.S. Anderson,"Logan Lerman, Matthew Macfadyen, Ray Stevenson, Milla Jovovich",2011,110,5.8,20.32
+Stardust,"Adventure,Family,Fantasy",Matthew Vaughn,"Charlie Cox, Claire Danes, Sienna Miller, Ian McKellen",2007,127,7.7,38.35
+American Hustle,"Crime,Drama",David O. Russell,"Christian Bale, Amy Adams, Bradley Cooper,Jennifer Lawrence",2013,138,7.3,150.12M
+Jennifer's Body,"Comedy,Horror",Karyn Kusama,"Megan Fox, Amanda Seyfried, Adam Brody, Johnny Simmons",2009,102,5.1,16.2
+Midnight in Paris,"Comedy,Fantasy,Romance",Woody Allen,"Owen Wilson, Rachel McAdams, Kathy Bates, Kurt Fuller",2011,94,7.7,56.82
+Lady Macbeth,Drama,William Oldroyd,"Florence Pugh, Christopher Fairbank, Cosmo Jarvis, Naomi Ackie",2016,89,7.3,0
+Joy,Drama,David O. Russell,"Jennifer Lawrence, Robert De Niro, Bradley Cooper, Edgar Ramírez",2015,124,6.6,56.44
+The Dressmaker,"Comedy,Drama",Jocelyn Moorhouse,"Kate Winslet, Judy Davis, Liam Hemsworth,Hugo Weaving",2015,119,7.1,2.02
+Café Society,"Comedy,Drama,Romance",Woody Allen,"Jesse Eisenberg, Kristen Stewart, Steve Carell, Blake Lively",2016,96,6.7,11.08
+Insurgent,"Adventure,Sci-Fi,Thriller",Robert Schwentke,"Shailene Woodley, Ansel Elgort, Theo James,Kate Winslet",2015,119,6.3,130M
+Seventh Son,"Action,Adventure,Fantasy",Sergei Bodrov,"Ben Barnes, Julianne Moore, Jeff Bridges, Alicia Vikander",2014,102,5.5,17.18
+The Theory of Everything,"Biography,Drama,Romance",James Marsh,"Eddie Redmayne, Felicity Jones, Tom Prior, Sophie Perry",2014,123,7.7,35.89
+This Is the End,"Comedy,Fantasy",Evan Goldberg,"James Franco, Jonah Hill, Seth Rogen,Jay Baruchel",2013,107,6.6,101.47M
+About Time,"Comedy,Drama,Fantasy",Richard Curtis,"Domhnall Gleeson, Rachel McAdams, Bill Nighy,Lydia Wilson",2013,123,7.8,15.29
+Step Brothers,Comedy,Adam McKay,"Will Ferrell, John C. Reilly, Mary Steenburgen,Richard Jenkins",2008,98,6.9,100.47M
+Clown,"Horror,Thriller",Jon Watts,"Andy Powers, Laura Allen, Peter Stormare, Christian Distefano",2014,100,5.7,0.05
+Star Trek Into Darkness,"Action,Adventure,Sci-Fi",J.J. Abrams,"Chris Pine, Zachary Quinto, Zoe Saldana, Benedict Cumberbatch",2013,132,7.8,228.76
+Zombieland,"Adventure,Comedy,Horror",Ruben Fleischer,"Jesse Eisenberg, Emma Stone, Woody Harrelson,Abigail Breslin",2009,88,7.7,75.59
+"Hail, Caesar!","Comedy,Mystery",Ethan Coen,"Josh Brolin, George Clooney, Alden Ehrenreich, Ralph Fiennes",2016,106,6.3,30
+Slumdog Millionaire,Drama,Danny Boyle,"Dev Patel, Freida Pinto, Saurabh Shukla, Anil Kapoor",2008,120,8.0,141.32M
+The Twilight Saga: Breaking Dawn - Part 2,"Adventure,Drama,Fantasy",Bill Condon,"Kristen Stewart, Robert Pattinson, Taylor Lautner, Peter Facinelli",2012,115,5.5,292.3
+American Wrestler: The Wizard,"Drama,Sport",Alex Ranarivelo,"William Fichtner, Jon Voight, Lia Marie Johnson,Gabriel Basso",2016,117,6.9,0
+The Amazing Spider-Man,"Action,Adventure",Marc Webb,"Andrew Garfield, Emma Stone, Rhys Ifans, Irrfan Khan",2012,136,7.0,262.03
+Ben-Hur,"Action,Adventure,Drama",Timur Bekmambetov,"Jack Huston, Toby Kebbell, Rodrigo Santoro,Nazanin Boniadi",2016,123,5.7,26.38
+Sleight,"Action,Drama,Sci-Fi",J.D. Dillard,"Jacob Latimore, Seychelle Gabriel, Dulé Hill, Storm Reid",2016,89,6.0,3.85
+The Maze Runner,"Action,Mystery,Sci-Fi",Wes Ball,"Dylan O'Brien, Kaya Scodelario, Will Poulter, Thomas Brodie-Sangster",2014,113,6.8,102.41M
+Criminal,"Action,Crime,Drama",Ariel Vromen,"Kevin Costner, Ryan Reynolds, Gal Gadot, Gary Oldman",2016,113,6.3,14.27
+Wanted,"Action,Crime,Fantasy",Timur Bekmambetov,"Angelina Jolie, James McAvoy, Morgan Freeman, Terence Stamp",2008,110,6.7,134.57M
+Florence Foster Jenkins,"Biography,Comedy,Drama",Stephen Frears,"Meryl Streep, Hugh Grant, Simon Helberg, Rebecca Ferguson",2016,111,6.9,27.37
+Collide,"Action,Crime,Thriller",Eran Creevy,"Nicholas Hoult, Felicity Jones, Anthony Hopkins, Ben Kingsley",2016,99,5.7,2.2
+Black Mass,"Biography,Crime,Drama",Scott Cooper,"Johnny Depp, Benedict Cumberbatch, Dakota Johnson, Joel Edgerton",2015,123,6.9,62.56
+Creed,"Drama,Sport",Ryan Coogler,"Michael B. Jordan, Sylvester Stallone, Tessa Thompson, Phylicia Rashad",2015,133,7.6,109.71M
+Swiss Army Man,"Adventure,Comedy,Drama",Dan Kwan,"Paul Dano, Daniel Radcliffe, Mary Elizabeth Winstead, Antonia Ribero",2016,97,7.1,4.21
+The Expendables 3,"Action,Adventure,Thriller",Patrick Hughes,"Sylvester Stallone, Jason Statham, Jet Li, Antonio Banderas",2014,126,6.1,39.29
+What We Do in the Shadows,"Comedy,Fantasy,Horror",Jemaine Clement,"Jemaine Clement, Taika Waititi,Cori Gonzalez-Macuer, Jonny Brugh",2014,86,7.6,3.33
+Southpaw,"Drama,Sport",Antoine Fuqua,"Jake Gyllenhaal, Rachel McAdams, Oona Laurence,Forest Whitaker",2015,124,7.4,52.42
+Hush,"Horror,Thriller",Mike Flanagan,"John Gallagher Jr., Kate Siegel, Michael Trucco,Samantha Sloyan",2016,81,6.6,0
+Bridge of Spies,"Drama,History,Thriller",Steven Spielberg,"Tom Hanks, Mark Rylance, Alan Alda, Amy Ryan",2015,142,7.6,72.31
+The Lego Movie,"Animation,Action,Adventure",Phil Lord,"Chris Pratt, Will Ferrell, Elizabeth Banks, Will Arnett",2014,100,7.8,257.76
+Everest,"Action,Adventure,Drama",Baltasar Kormákur,"Jason Clarke, Ang Phula Sherpa, Thomas M. Wright, Martin Henderson",2015,121,7.1,43.25
+Pixels,"Action,Comedy,Family",Chris Columbus,"Adam Sandler, Kevin James, Michelle Monaghan,Peter Dinklage",2015,105,5.6,78.75
+Robin Hood,"Action,Adventure,Drama",Ridley Scott,"Russell Crowe, Cate Blanchett, Matthew Macfadyen,Max von Sydow",2010,140,6.7,105.22M
+The Wolverine,"Action,Adventure,Sci-Fi",James Mangold,"Hugh Jackman, Will Yun Lee, Tao Okamoto, Rila Fukushima",2013,126,6.7,132.55M
+John Carter,"Action,Adventure,Sci-Fi",Andrew Stanton,"Taylor Kitsch, Lynn Collins, Willem Dafoe,Samantha Morton",2012,132,6.6,73.06
+Keanu,"Action,Comedy",Peter Atencio,"Keegan-Michael Key, Jordan Peele, Tiffany Haddish,Method Man",2016,100,6.3,20.57
+The Gunman,"Action,Crime,Drama",Pierre Morel,"Sean Penn, Idris Elba, Jasmine Trinca, Javier Bardem",2015,115,5.8,10.64
+Steve Jobs,"Biography,Drama",Danny Boyle,"Michael   Fassbender, Kate Winslet, Seth Rogen, Jeff Daniels",2015,122,7.2,17.75
+Whisky Galore,"Comedy,Romance",Gillies MacKinnon,"Tim Pigott-Smith, Naomi Battrick, Ellie Kendrick,James Cosmo",2016,98,5.0,0
+Grown Ups 2,Comedy,Dennis Dugan,"Adam Sandler, Kevin James, Chris Rock, David Spade",2013,101,5.4,133.67M
+The Age of Adaline,"Drama,Fantasy,Romance",Lee Toland Krieger,"Blake Lively, Michiel Huisman, Harrison Ford,Kathy Baker",2015,112,7.2,42.48
+The Incredible Hulk,"Action,Adventure,Sci-Fi",Louis Leterrier,"Edward Norton, Liv Tyler, Tim Roth, William Hurt",2008,112,6.8,134.52M
+Couples Retreat,Comedy,Peter Billingsley,"Vince Vaughn, Malin Akerman, Jon Favreau, Jason Bateman",2009,113,5.5,109.18M
+Absolutely Anything,"Comedy,Sci-Fi",Terry Jones,"Simon Pegg, Kate Beckinsale, Sanjeev Bhaskar, Rob Riggle",2015,85,6.0,0
+Magic Mike,"Comedy,Drama",Steven Soderbergh,"Channing Tatum, Alex Pettyfer, Olivia Munn,Matthew McConaughey",2012,110,6.1,113.71M
+Minions,"Animation,Action,Adventure",Kyle Balda,"Sandra Bullock, Jon Hamm, Michael Keaton, Pierre Coffin",2015,91,6.4,336.03
+The Black Room,Horror,Rolfe Kanefsky,"Natasha Henstridge, Lukas Hassel, Lin Shaye,Dominique Swain",2016,91,3.9,0
+Bronson,"Action,Biography,Crime",Nicolas Winding Refn,"Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker",2008,92,7.1,0.1
+Despicable Me,"Animation,Adventure,Comedy",Pierre Coffin,"Steve Carell, Jason Segel, Russell Brand, Julie Andrews",2010,95,7.7,251.5
+The Best of Me,"Drama,Romance",Michael Hoffman,"James Marsden, Michelle Monaghan, Luke Bracey,Liana Liberato",2014,118,6.7,26.76
+The Invitation,"Drama,Mystery,Thriller",Karyn Kusama,"Logan Marshall-Green, Emayatzy Corinealdi, Michiel Huisman, Tammy Blanchard",2015,100,6.7,0.23
+Zero Dark Thirty,"Drama,History,Thriller",Kathryn Bigelow,"Jessica Chastain, Joel Edgerton, Chris Pratt, Mark Strong",2012,157,7.4,95.72
+Tangled,"Animation,Adventure,Comedy",Nathan Greno,"Mandy Moore, Zachary Levi, Donna Murphy, Ron Perlman",2010,100,7.8,200.81
+The Hunger Games: Mockingjay - Part 2,"Action,Adventure,Sci-Fi",Francis Lawrence,"Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth, Woody Harrelson",2015,137,6.6,281.67
+Vacation,"Adventure,Comedy",John Francis Daley,"Ed Helms, Christina Applegate, Skyler Gisondo, Steele Stebbins",2015,99,6.1,58.88
+Taken,"Action,Thriller",Pierre Morel,"Liam Neeson, Maggie Grace, Famke Janssen, Leland Orser",2008,93,7.8,145M
+Pitch Perfect 2,"Comedy,Music",Elizabeth Banks,"Anna Kendrick, Rebel Wilson, Hailee Steinfeld,Brittany Snow",2015,115,6.5,183.44M
+Monsters University,"Animation,Adventure,Comedy",Dan Scanlon,"Billy Crystal, John Goodman, Steve Buscemi, Helen Mirren",2013,104,7.3,268.49
+Elle,"Crime,Drama,Thriller",Paul Verhoeven,"Isabelle Huppert, Laurent Lafitte, Anne Consigny,Charles Berling",2016,130,7.2,0
+Mechanic: Resurrection,"Action,Adventure,Crime",Dennis Gansel,"Jason Statham, Jessica Alba, Tommy Lee Jones,Michelle Yeoh",2016,98,5.6,21.2
+Tusk,"Comedy,Drama,Horror",Kevin Smith,"Justin Long, Michael Parks, Haley Joel Osment,Genesis Rodriguez",2014,102,5.4,1.82
+The Headhunter's Calling,Drama,Mark Williams,"Alison Brie, Gerard Butler, Willem Dafoe, Gretchen Mol",2016,108,6.9,0
+Atonement,"Drama,Mystery,Romance",Joe Wright,"Keira Knightley, James McAvoy, Brenda Blethyn,Saoirse Ronan",2007,123,7.8,50.92
+Harry Potter and the Deathly Hallows: Part 1,"Adventure,Family,Fantasy",David Yates,"Daniel Radcliffe, Emma Watson, Rupert Grint, Bill Nighy",2010,146,7.7,294.98
+Shame,Drama,Steve McQueen,"Michael        Fassbender, Carey Mulligan, James Badge Dale, Lucy Walters",2011,101,7.2,4
+Hanna,"Action,Drama,Thriller",Joe Wright,"Saoirse Ronan, Cate Blanchett, Eric Bana, Vicky Krieps",2011,111,6.8,40.25
+The Babysitters,Drama,David Ross,"Lauren Birkell, Paul Borghese, Chira Cassel, Anthony Cirillo",2007,88,5.7,0.04
+Pride and Prejudice and Zombies,"Action,Horror,Romance",Burr Steers,"Lily James, Sam Riley, Jack Huston, Bella Heathcote",2016,108,5.8,10.91
+300: Rise of an Empire,"Action,Drama,Fantasy",Noam Murro,"Sullivan Stapleton, Eva Green, Lena Headey, Hans Matheson",2014,102,6.2,106.37M
+London Has Fallen,"Action,Crime,Drama",Babak Najafi,"Gerard Butler, Aaron Eckhart, Morgan Freeman,Angela Bassett",2016,99,5.9,62.4
+The Curious Case of Benjamin Button,"Drama,Fantasy,Romance",David Fincher,"Brad Pitt, Cate Blanchett, Tilda Swinton, Julia Ormond",2008,166,7.8,127.49M
+Sin City: A Dame to Kill For,"Action,Crime,Thriller",Frank Miller,"Mickey Rourke, Jessica Alba, Josh Brolin, Joseph Gordon-Levitt",2014,102,6.5,13.75
+The Bourne Ultimatum,"Action,Mystery,Thriller",Paul Greengrass,"Matt Damon, Edgar Ramírez, Joan Allen, Julia Stiles",2007,115,8.1,227.14
+Srpski film,"Horror,Mystery,Thriller",Srdjan Spasojevic,"Srdjan 'Zika' Todorovic, Sergej Trifunovic,Jelena Gavrilovic, Slobodan Bestic",2010,104,5.2,0
+The Purge: Election Year,"Action,Horror,Sci-Fi",James DeMonaco,"Frank Grillo, Elizabeth Mitchell, Mykelti Williamson, Joseph Julian Soria",2016,109,6.0,79
+3 Idiots,"Comedy,Drama",Rajkumar Hirani,"Aamir Khan, Madhavan, Mona Singh, Sharman Joshi",2009,170,8.4,6.52
+Zoolander 2,Comedy,Ben Stiller,"Ben Stiller, Owen Wilson, Penélope Cruz, Will Ferrell",2016,102,4.7,28.84
+World War Z,"Action,Adventure,Horror",Marc Forster,"Brad Pitt, Mireille Enos, Daniella Kertesz, James Badge Dale",2013,116,7.0,202.35
+Mission: Impossible - Ghost Protocol,"Action,Adventure,Thriller",Brad Bird,"Tom Cruise, Jeremy Renner, Simon Pegg, Paula Patton",2011,132,7.4,209.36
+Let Me Make You a Martyr,"Action,Crime,Drama",Corey Asraf,"Marilyn Manson, Mark Boone Junior, Sam Quartin, Niko Nicotera",2016,102,6.4,0
+Filth,"Comedy,Crime,Drama",Jon S. Baird,"James McAvoy, Jamie Bell, Eddie Marsan, Imogen Poots",2013,97,7.1,0.03
+The Longest Ride,"Drama,Romance",George Tillman Jr.,"Scott Eastwood, Britt Robertson, Alan Alda, Jack Huston",2015,123,7.1,37.43
+The imposible,"Drama,Thriller",J.A. Bayona,"Naomi Watts, Ewan McGregor, Tom Holland, Oaklee Pendergast",2012,114,7.6,19
+Kick-Ass 2,"Action,Comedy,Crime",Jeff Wadlow,"Aaron Taylor-Johnson, Chloë Grace Moretz,Christopher Mintz-Plasse, Jim Carrey",2013,103,6.6,28.75
+Folk Hero & Funny Guy,Comedy,Jeff Grace,"Alex Karpovsky, Wyatt Russell, Meredith Hagner,Melanie Lynskey",2016,88,5.6,0
+Oz the Great and Powerful,"Adventure,Family,Fantasy",Sam Raimi,"James Franco, Michelle Williams, Rachel Weisz, Mila Kunis",2013,130,6.3,234.9
+Brooklyn,"Drama,Romance",John Crowley,"Saoirse Ronan, Emory Cohen, Domhnall Gleeson,Jim Broadbent",2015,117,7.5,38.32
+Coraline,"Animation,Family,Fantasy",Henry Selick,"Dakota Fanning, Teri Hatcher, John Hodgman, Jennifer Saunders",2009,100,7.7,75.28
+Blue Valentine,"Drama,Romance",Derek Cianfrance,"Ryan Gosling, Michelle Williams, John Doman,Faith Wladyka",2010,112,7.4,9.7
+The Thinning,Thriller,Michael J. Gallagher,"Logan Paul, Peyton List, Lia Marie Johnson,Calum Worthy",2016,81,6.0,0
+Silent Hill,"Adventure,Horror,Mystery",Christophe Gans,"Radha Mitchell, Laurie Holden, Sean Bean,Deborah Kara Unger",2006,125,6.6,46.98
+Dredd,"Action,Sci-Fi",Pete Travis,"Karl Urban, Olivia Thirlby, Lena Headey, Rachel Wood",2012,95,7.1,13.4
+Hunt for the Wilderpeople,"Adventure,Comedy,Drama",Taika Waititi,"Sam Neill, Julian Dennison, Rima Te Wiata, Rachel House",2016,101,7.9,5.2
+Big Hero 6,"Animation,Action,Adventure",Don Hall,"Ryan Potter, Scott Adsit, Jamie Chung,T.J. Miller",2014,102,7.8,222.49
+Carrie,"Drama,Horror",Kimberly Peirce,"Chloë Grace Moretz, Julianne Moore, Gabriella Wilde, Portia Doubleday",2013,100,5.9,35.27
+Iron Man 2,"Action,Adventure,Sci-Fi",Jon Favreau,"Robert Downey Jr., Mickey Rourke, Gwyneth Paltrow,Don Cheadle",2010,124,7.0,312.06
+Demolition,"Comedy,Drama",Jean-Marc Vallée,"Jake Gyllenhaal, Naomi Watts, Chris Cooper,Judah Lewis",2015,101,7.0,1.82
+Pandorum,"Action,Horror,Mystery",Christian Alvart,"Dennis Quaid, Ben Foster, Cam Gigandet, Antje Traue",2009,108,6.8,10.33
+Olympus Has Fallen,"Action,Thriller",Antoine Fuqua,"Gerard Butler, Aaron Eckhart, Morgan Freeman,Angela Bassett",2013,119,6.5,98.9
+I Am Number Four,"Action,Adventure,Sci-Fi",D.J. Caruso,"Alex Pettyfer, Timothy Olyphant, Dianna Agron, Teresa Palmer",2011,109,6.1,55.09
+Jagten,Drama,Thomas Vinterberg,"Mads Mikkelsen, Thomas Bo Larsen, Annika Wedderkopp, Lasse Fogelstrøm",2012,115,8.3,0.61
+The Proposal,"Comedy,Drama,Romance",Anne Fletcher,"Sandra Bullock, Ryan Reynolds, Mary Steenburgen,Craig T. Nelson",2009,108,6.7,163.95M
+Get Hard,"Comedy,Crime",Etan Cohen,"Will Ferrell, Kevin Hart, Alison Brie, T.I.",2015,100,6.0,90.35
+Just Go with It,"Comedy,Romance",Dennis Dugan,"Adam Sandler, Jennifer Aniston, Brooklyn Decker,Nicole Kidman",2011,117,6.4,103.03M
+Revolutionary Road,"Drama,Romance",Sam Mendes,"Leonardo DiCaprio, Kate Winslet, Christopher Fitzgerald, Jonathan Roumie",2008,119,7.3,22.88
+The Town,"Crime,Drama,Thriller",Ben Affleck,"Ben Affleck, Rebecca Hall, Jon Hamm, Jeremy Renner",2010,125,7.6,92.17
+The Boy,"Horror,Mystery,Thriller",William Brent Bell,"Lauren Cohan, Rupert Evans, James Russell, Jim Norton",2016,97,6.0,35.79
+Denial,"Biography,Drama",Mick Jackson,"Rachel Weisz, Tom Wilkinson, Timothy Spall, Andrew Scott",2016,109,6.6,4.07
+Predestination,"Drama,Mystery,Sci-Fi",Michael Spierig,"Ethan Hawke, Sarah Snook, Noah Taylor, Madeleine West",2014,97,7.5,0
+Goosebumps,"Adventure,Comedy,Family",Rob Letterman,"Jack Black, Dylan Minnette, Odeya Rush, Ryan Lee",2015,103,6.3,80.02
+Sherlock Holmes: A Game of Shadows,"Action,Adventure,Crime",Guy Ritchie,"Robert Downey Jr., Jude Law, Jared Harris, Rachel McAdams",2011,129,7.5,186.83M
+Salt,"Action,Crime,Mystery",Phillip Noyce,"Angelina Jolie, Liev Schreiber, Chiwetel Ejiofor, Daniel Olbrychski",2010,100,6.4,118.31M
+Enemy,"Mystery,Thriller",Denis Villeneuve,"Jake Gyllenhaal, Mélanie Laurent, Sarah Gadon,Isabella Rossellini",2013,91,6.9,1.01
+District 9,"Action,Sci-Fi,Thriller",Neill Blomkamp,"Sharlto Copley, David James, Jason Cope, Nathalie Boltt",2009,112,8.0,115.65M
+The Other Guys,"Action,Comedy,Crime",Adam McKay,"Will Ferrell, Mark Wahlberg, Derek Jeter, Eva Mendes",2010,107,6.7,119.22M
+American Gangster,"Biography,Crime,Drama",Ridley Scott,"denzel Washington, Russell Crowe, Chiwetel Ejiofor,Josh Brolin",2007,157,7.8,130.13M
+Marie Antoinette,"Biography,Drama,History",Sofia Coppola,"Kirsten Dunst, Jason Schwartzman, Rip Torn, Judy Davis",2006,123,6.4,15.96
+2012,"Action,Adventure,Sci-Fi",Roland Emmerich,"John Cusack, Thandie Newton, Chiwetel Ejiofor,Amanda Peet",2009,158,5.8,166.11M
+Harry Potter and the Half-Blood Prince,"Adventure,Family,Fantasy",David Yates,"Daniel Radcliffe, Emma Watson, Rupert Grint, Michael Gambon",2009,153,7.5,301.96
+Argo,"Biography,Drama,History",Ben Affleck,"Ben Affleck, Bryan Cranston, John Goodman, Alan Arkin",2012,120,7.7,136.02M
+Eddie the Eagle,"Biography,Comedy,Drama",Dexter Fletcher,"Taron Egerton, Hugh Jackman, Tom Costello, Jo Hartley",2016,106,7.4,15.79
+The Lives of Others,"Drama,Thriller",Florian Henckel von Donnersmarck,"Ulrich Mühe, Martina Gedeck,Sebastian Koch, Ulrich Tukur",2006,137,8.5,11.28
+Pet,"Horror,Thriller",Carles Torrens,"Dominic Monaghan, Ksenia Solo, Jennette McCurdy,Da'Vone McDonald",2016,94,5.7,0
+Paint It Black,Drama,Amber Tamblyn,"Alia Shawkat, Nancy Kwan, Annabelle Attanasio,Alfred Molina",2016,96,8.3,0
+Macbeth,"Drama,War",Justin Kurzel,"Michael        Fassbender, Marion Cotillard, Jack Madigan,Frank Madigan",2015,113,6.7,0
+Forgetting Sarah Marshall,"Comedy,Drama,Romance",Nicholas Stoller,"Kristen Bell, Jason Segel, Paul Rudd, Mila Kunis",2008,111,7.2,62.88
+The Giver,"Drama,Romance,Sci-Fi",Phillip Noyce,"Brenton Thwaites, Jeff Bridges, Meryl Streep, Taylor Swift",2014,97,6.5,45.09
+Triple 9,"Action,Crime,Drama",John Hillcoat,"Casey Affleck, Chiwetel Ejiofor, Anthony Mackie,Aaron Paul",2016,115,6.3,12.63
+Perfetti sconosciuti,"Comedy,Drama",Paolo Genovese,"Giuseppe Battiston, Anna Foglietta, Marco Giallini,Edoardo Leo",2016,97,7.7,0
+Angry Birds,"Animation,Action,Adventure",Clay Kaytis,"Jason Sudeikis, Josh Gad, Danny McBride, Maya Rudolph",2016,97,6.3,107.51M
+Moonrise Kingdom,"Adventure,Comedy,Drama",Wes Anderson,"Jared Gilman, Kara Hayward, Bruce Willis, Bill Murray",2012,94,7.8,45.51
+Hairspray,"Comedy,Drama,Family",Adam Shankman,"John Travolta, Queen Latifah, Nikki Blonsky,Michelle Pfeiffer",2007,117,6.7,118.82M
+Safe Haven,"Drama,Romance,Thriller",Lasse Hallström,"Julianne Hough, Josh Duhamel, Cobie Smulders,David Lyons",2013,115,6.7,71.35
+Focus,"Comedy,Crime,Drama",Glenn Ficarra,"Will Smith, Margot Robbie, Rodrigo Santoro, Adrian Martinez",2015,105,6.6,53.85
+Ratatouille,"Animation,Comedy,Family",Brad Bird,"Brad Garrett, Lou Romano, Patton Oswalt,Ian Holm",2007,111,8.0,206.44
+Stake Land,"Drama,Horror,Sci-Fi",Jim Mickle,"Connor Paolo, Nick Damici, Kelly McGillis, Gregory Jones",2010,98,6.5,0.02
+The Book of Eli,"Action,Adventure,Drama",Albert Hughes,"Denzel       Washington, Mila Kunis, Ray Stevenson, Gary Oldman",2010,118,6.9,94.82
+Cloverfield,"Action,Horror,Sci-Fi",Matt Reeves,"Mike Vogel, Jessica Lucas, Lizzy Caplan, T.J. Miller",2008,85,7.0,80.03
+Point Break,"Action,Crime,Sport",Ericson Core,"Edgar Ramírez, Luke Bracey, Ray Winstone, Teresa Palmer",2015,114,5.3,28.77
+Under the Skin,"Drama,Horror,Sci-Fi",Jonathan Glazer,"Scarlett Johansson, Jeremy McWilliams, Lynsey Taylor Mackay, Dougie McConnell",2013,108,6.3,2.61
+I Am Legend,"Drama,Horror,Sci-Fi",Francis Lawrence,"Will Smith, Alice Braga, Charlie Tahan, Salli Richardson-Whitfield",2007,101,7.2,256.39
+Men in Black 3,"Action,Adventure,Comedy",Barry Sonnenfeld,"Will Smith, Tommy Lee Jones, Josh Brolin,Jemaine Clement",2012,106,6.8,179.02M
+Super 8,"Mystery,Sci-Fi,Thriller",J.J. Abrams,"Elle Fanning, AJ Michalka, Kyle Chandler, Joel Courtney",2011,112,7.1,126.98M
+Law Abiding Citizen,"Crime,Drama,Thriller",F. Gary Gray,"Gerard Butler, Jamie Foxx, Leslie Bibb, Colm Meaney",2009,109,7.4,73.34
+Up,"Animation,Adventure,Comedy",Pete Docter,"Edward Asner, Jordan Nagai, John Ratzenberger, Christopher Plummer",2009,96,8.3,292.98
+Maze Runner: The Scorch Trials,"Action,Sci-Fi,Thriller",Wes Ball,"Dylan O'Brien, Kaya Scodelario, Thomas Brodie-Sangster,Giancarlo Esposito",2015,131,6.3,81.69
+Carol,"Drama,Romance",Todd Haynes,"Cate Blanchett, Rooney Mara, Sarah Paulson, Kyle Chandler",2015,118,7.2,0.25
+Imperium,"Crime,Drama,Thriller",Daniel Ragussis,"Daniel Radcliffe, Toni Collette, Tracy Letts, Sam Trammell",2016,109,6.5,0
+Youth,"Comedy,Drama,Music",Paolo Sorrentino,"Michael Caine, Harvey Keitel, Rachel Weisz, Jane Fonda",2015,124,7.3,2.7
+Mr. Nobody,"Drama,Fantasy,Romance",Jaco Van Dormael,"Jared Leto, Sarah Polley, Diane Kruger, Linh Dan Pham",2009,141,7.9,0
+City of Tiny Lights,"Crime,Drama,Thriller",Pete Travis,"Riz Ahmed, Billie Piper, James Floyd, Cush Jumbo",2016,110,5.7,0
+Savages,"Crime,Drama,Thriller",Oliver Stone,"Aaron Taylor-Johnson, Taylor Kitsch, Blake Lively,Benicio Del Toro",2012,131,6.5,47.31
+(500) Days of Summer,"Comedy,Drama,Romance",Marc Webb,"Zooey Deschanel, Joseph Gordon-Levitt, Geoffrey Arend, Chloë Grace Moretz",2009,95,7.7,32.39
+Movie 43,"Comedy,Romance",Elizabeth Banks,"Emma Stone, Stephen Merchant, Richard Gere, Liev Schreiber",2013,94,4.3,8.83
+Gravity,"Drama,Sci-Fi,Thriller",Alfonso Cuarón,"Sandra Bullock, George Clooney, Ed Harris, Orto Ignatiussen",2013,91,7.8,274.08
+The Boy in the Striped Pyjamas,"Drama,War",Mark Herman,"Asa Butterfield, David Thewlis, Rupert Friend, Zac Mattoon O'Brien",2008,94,7.8,9.03
+Shooter,"Action,Crime,Drama",Antoine Fuqua,"Mark Wahlberg, Michael Peña, Rhona Mitra, Danny Glover",2007,124,7.2,46.98
+The Happening,"Sci-Fi,Thriller",M. Night Shyamalan,"Mark Wahlberg, Zooey Deschanel, John Leguizamo, Ashlyn Sanchez",2008,91,5.0,64.51
+Bone Tomahawk,"Adventure,Drama,Horror",S. Craig Zahler,"Kurt Russell, Patrick Wilson, Matthew Fox, Richard Jenkins",2015,132,7.1,66.01
+Magic Mike XXL,"Comedy,Drama,Music",Gregory Jacobs,"Channing Tatum, Joe Manganiello, Matt Bomer,Adam Rodriguez",2015,115,5.7,0
+Easy A,"Comedy,Drama,Romance",Will Gluck,"Emma Stone, Amanda Bynes, Penn Badgley, Dan Byrd",2010,92,7.1,58.4
+Exodus: Gods and Kings,"Action,Adventure,Drama",Ridley Scott,"Christian Bale, Joel Edgerton, Ben Kingsley, Sigourney Weaver",2014,150,6.0,65.01
+Chappie,"Action,Crime,Drama",Neill Blomkamp,"Sharlto Copley, Dev Patel, Hugh Jackman,Sigourney Weaver",2015,120,6.9,31.57
+The Hobbit: The Desolation of Smaug,"Adventure,Fantasy",Peter Jackson,"Ian McKellen, Martin Freeman, Richard Armitage,Ken Stott",2013,161,7.9,258.36
+Half of a Yellow Sun,"Drama,Romance",Biyi Bandele,"Chiwetel Ejiofor, Thandie Newton, Anika Noni Rose,Joseph Mawle",2013,111,6.2,0.05
+Anthropoid,"Biography,History,Thriller",Sean Ellis,"Jamie Dornan, Cillian Murphy, Brian Caspe, Karel Hermánek Jr.",2016,120,7.2,2.96
+The Counselor,"Crime,Drama,Thriller",Ridley Scott,"Michael   fassbender, Penélope Cruz, Cameron Diaz,Javier Bardem",2013,117,5.3,16.97
+Viking,"Action,Drama,History",Andrey Kravchuk,"Anton Adasinsky, Aleksandr Armer, Vilen Babichev, Rostislav Bershauer",2016,133,4.7,23.05
+Whiskey Tango Foxtrot,"Biography,Comedy,Drama",Glenn Ficarra,"Tina Fey, Margot Robbie, Martin Freeman, Alfred Molina",2016,112,6.6,0
+Trust,"Crime,Drama,Thriller",David Schwimmer,"Clive Owen, Catherine Keener, Liana Liberato,Jason Clarke",2010,106,7.0,0.06
+Birth of the Dragon,"Action,Biography,Drama",George Nolfi,"Billy Magnussen, Terry Chen, Teresa Navarro,Vanessa Ross",2016,103,3.9,93.05
+Elysium,"Action,Drama,Sci-Fi",Neill Blomkamp,"Matt Damon, Jodie Foster, Sharlto Copley, Alice Braga",2013,109,6.6,0
+The Green Inferno,"Adventure,Horror",Eli Roth,"Lorenza Izzo, Ariel Levy, Aaron Burns, Kirby Bliss Blanton",2013,100,5.4,7.19
+Godzilla,"Action,Adventure,Sci-Fi",Gareth Edwards,"Aaron Taylor-Johnson, Elizabeth Olsen, Bryan Cranston, Ken Watanabe",2014,123,6.4,200.66
+The Bourne Legacy,"Action,Adventure,Mystery",Tony Gilroy,"Jeremy Renner, Rachel Weisz, Edward Norton, Scott Glenn",2012,135,6.7,113.17M
+A Good Year,"Comedy,Drama,Romance",Ridley Scott,"Russell Crowe, Abbie Cornish, Albert Finney, Marion Cotillard",2006,117,6.9,7.46
+Friend Request,"Horror,Thriller",Simon Verhoeven,"Alycia Debnam-Carey, William Moseley, Connor Paolo, Brit Morgan",2016,92,5.4,64.03
+Deja Vu,"Action,Sci-Fi,Thriller",Tony Scott,"Denzel Washington, Paula Patton, Jim Caviezel, Val Kilmer",2006,126,7.0,0
+Lucy,"Action,Sci-Fi,Thriller",Luc Besson,"Scarlett Johansson, Morgan Freeman, Min-sik Choi,Amr Waked",2014,89,6.4,126.55M
+A Quiet Passion,"Biography,Drama",Terence Davies,"Cynthia Nixon, Jennifer Ehle, Duncan Duff, Keith Carradine",2016,125,7.2,1.08
+Need for Speed,"Action,Crime,Drama",Scott Waugh,"Aaron Paul, Dominic Cooper, Imogen Poots, Scott Mescudi",2014,132,6.5,43.57
+Jack Reacher,"Action,Crime,Mystery",Christopher McQuarrie,"Tom Cruise, Rosamund Pike, Richard Jenkins, Werner Herzog",2012,130,7.0,58.68
+The Do-Over,"Action,Adventure,Comedy",Steven Brill,"Adam Sandler, David Spade, Paula Patton, Kathryn Hahn",2016,108,5.7,0.54
+True Crimes,"Crime,Drama,Thriller",Alexandros Avranas,"Jim Carrey, Charlotte Gainsbourg, Marton Csokas, Kati Outinen",2016,92,7.3,0
+American Pastoral,"Crime,Drama",Ewan McGregor,"Ewan McGregor, Jennifer Connelly, Dakota Fanning, Peter Riegert",2016,108,6.1,0
+The Ghost Writer,"Mystery,Thriller",Roman Polanski,"Ewan McGregor, Pierce Brosnan, Olivia Williams,Jon Bernthal",2010,128,7.2,15.52
+Limitless,"Mystery,Sci-Fi,Thriller",Neil Burger,"Bradley Cooper, Anna Friel, Abbie Cornish, Robert De Niro",2011,105,7.4,79.24
+Spectral,"Action,Mystery,Sci-Fi",Nic Mathieu,"James Badge Dale, Emily Mortimer, Bruce Greenwood,Max Martini",2016,107,6.3,0
+P.S. I Love You,"Drama,Romance",Richard LaGravenese,"Hilary Swank, Gerard Butler, Harry Connick Jr., Lisa Kudrow",2007,126,7.1,53.68
+Zipper,"Drama,Thriller",Mora Stephens,"Patrick Wilson, Lena Headey, Ray Winstone,Richard Dreyfuss",2015,103,5.7,0
+Midnight Special,"Drama,Mystery,Sci-Fi",Jeff Nichols,"Michael Shannon, Joel Edgerton, Kirsten Dunst, Adam Driver",2016,112,6.7,3.71
+Don't Think Twice,"Comedy,Drama",Mike Birbiglia,"Keegan-Michael Key, Gillian Jacobs, Mike Birbiglia,Chris Gethard",2016,92,6.8,4.42
+Alice in Wonderland,"Adventure,Family,Fantasy",Tim Burton,"Mia Wasikowska, Johnny Depp, Helena Bonham Carter,Anne Hathaway",2010,108,6.5,334.19
+Chuck,"Biography,Drama,Sport",Philippe Falardeau,"Elisabeth Moss, Naomi Watts, Ron Perlman, Liev Schreiber",2016,98,6.8,0.11
+"I, Daniel Blake",Drama,Ken Loach,"Dave Johns, Hayley Squires, Sharon Percy, Briana Shann",2016,100,7.9,0
+The Break-Up,"Comedy,Drama,Romance",Peyton Reed,"Jennifer Aniston, Vince Vaughn, Jon Favreau, Joey Lauren Adams",2006,106,5.8,118.68M
+Loving,"Biography,Drama,Romance",Jeff Nichols,"Ruth Negga, Joel Edgerton, Will Dalton, Dean Mumford",2016,123,7.1,7.7
+Fantastic Four,"Action,Adventure,Sci-Fi",Josh Trank,"Miles Teller, Kate Mara, Michael B. Jordan, Jamie Bell",2015,100,4.3,56.11
+The Survivalist,"Drama,Sci-Fi,Thriller",Stephen Fingleton,"Mia Goth, Martin McCann, Barry Ward, Andrew Simpson",2015,104,6.3,0
+Colonia,"Drama,Romance,Thriller",Florian Gallenberger,"Emma Watson, Daniel Brühl, Michael Nyqvist,Richenda Carey",2015,106,7.1,0
+The Boy Next Door,"Mystery,Thriller",Rob Cohen,"Jennifer Lopez, Ryan Guzman, Kristin Chenoweth, John Corbett",2015,91,4.6,35.39
+The Gift,"Mystery,Thriller",Joel Edgerton,"Jason Bateman, Rebecca Hall, Joel Edgerton, Allison Tolman",2015,108,7.1,43.77
+Dracula Untold,"Action,Drama,Fantasy",Gary Shore,"Luke Evans, Dominic Cooper, Sarah Gadon, Art Parkinson",2014,92,6.3,55.94
+In the Heart of the Sea,"Action,Adventure,Biography",Ron Howard,"Chris Hemsworth, Cillian Murphy, Brendan Gleeson,Ben Whishaw",2015,122,6.9,24.99
+Idiocracy,"Adventure,Comedy,Sci-Fi",Mike Judge,"Luke Wilson, Maya Rudolph, Dax Shepard, Terry Crews",2006,84,6.6,0.44
+The Expendables,"Action,Adventure,Thriller",Sylvester Stallone,"Sylvester Stallone, Jason Statham, Jet Li, Dolph Lundgren",2010,103,6.5,102.98M
+Evil Dead,"Fantasy,Horror",Fede Alvarez,"Jane Levy, Shiloh Fernandez, Jessica Lucas, Lou Taylor Pucci",2013,91,6.5,54.24
+Sinister,"Horror,Mystery",Scott Derrickson,"Ethan Hawke, Juliet Rylance, James Ransone,Fred Dalton Thompson",2012,110,6.8,48.06
+Wreck-It Ralph,"Animation,Adventure,Comedy",Rich Moore,"John C. Reilly, Jack McBrayer, Jane Lynch, Sarah Silverman",2012,101,7.8,189.41M
+Snow White and the Huntsman,"Action,Adventure,Drama",Rupert Sanders,"Kristen Stewart, Chris Hemsworth, Charlize Theron, Sam Claflin",2012,127,6.1,155.11M
+Pan,"Adventure,Family,Fantasy",Joe Wright,"Levi Miller, Hugh Jackman, Garrett Hedlund, Rooney Mara",2015,111,5.8,34.96
+Transformers: Dark of the Moon,"Action,Adventure,Sci-Fi",Michael Bay,"Shia LaBeouf, Rosie Huntington-Whiteley, Tyrese Gibson, Josh Duhamel",2011,154,6.3,352.36
+Juno,"Comedy,Drama",Jason Reitman,"Ellen Page, Michael Cera, Jennifer Garner, Jason Bateman",2007,96,7.5,143.49M
+A Hologram for the King,"Comedy,Drama",Tom Tykwer,"Tom Hanks, Sarita Choudhury, Ben Whishaw,Alexander Black",2016,98,6.1,4.2
+Money Monster,"Crime,Drama,Thriller",Jodie Foster,"George Clooney, Julia Roberts, Jack O'Connell,Dominic West",2016,98,6.5,41.01
+The Other Woman,"Comedy,Romance",Nick Cassavetes,"Cameron Diaz, Leslie Mann, Kate Upton, Nikolaj Coster-Waldau",2014,109,6.0,83.91
+Enchanted,"Animation,Comedy,Family",Kevin Lima,"Amy Adams, Susan Sarandon, James Marsden, Patrick Dempsey",2007,107,7.1,127.71M
+The Intern,"Comedy,Drama",Nancy Meyers,"Robert De Niro, Anne Hathaway, Rene Russo,Anders Holm",2015,121,7.1,75.27
+Little Miss Sunshine,"Comedy,Drama",Jonathan Dayton,"Steve Carell, Toni Collette, Greg Kinnear, Abigail Breslin",2006,101,7.8,59.89
+Bleed for This,"Biography,Drama,Sport",Ben Younger,"Miles Teller, Aaron Eckhart, Katey Sagal, Ciarán Hinds",2016,117,6.8,4.85
+Clash of the Titans,"Action,Adventure,Fantasy",Louis Leterrier,"Sam Worthington, Liam Neeson, Ralph Fiennes,Jason Flemyng",2010,106,5.8,163.19M
+The Finest Hours,"Action,Drama,History",Craig Gillespie,"Chris Pine, Casey Affleck, Ben Foster, Eric Bana",2016,117,6.8,27.55
+Tron,"Action,Adventure,Sci-Fi",Joseph Kosinski,"Jeff Bridges, Garrett Hedlund, Olivia Wilde, Bruce Boxleitner",2010,125,6.8,172.05M
+The Hunger Games: Catching Fire,"Action,Adventure,Mystery",Francis Lawrence,"Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth, Philip Seymour Hoffman",2013,146,7.6,424.65
+All Good Things,"Crime,Drama,Mystery",Andrew Jarecki,"Ryan Gosling, Kirsten Dunst, Frank Langella, Lily Rabe",2010,101,6.3,0.58
+Kickboxer: Vengeance,Action,John Stockwell,"Dave Bautista, Alain Moussi, Gina Carano, Jean-Claude Van Damme",2016,90,4.9,131.56M
+The Last Airbender,"Action,Adventure,Family",M. Night Shyamalan,"Noah Ringer, Nicola Peltz, Jackson Rathbone,Dev Patel",2010,103,4.2,0
+Sex Tape,"Comedy,Romance",Jake Kasdan,"Jason Segel, Cameron Diaz, Rob Corddry, Ellie Kemper",2014,94,5.1,38.54
+What to Expect When You're Expecting,"Comedy,Drama,Romance",Kirk Jones,"Cameron Diaz, Matthew Morrison, J. Todd Smith, Dennis Quaid",2012,110,5.7,41.1
+Moneyball,"Biography,Drama,Sport",Bennett Miller,"Brad Pitt, Robin Wright, Jonah Hill, Philip Seymour Hoffman",2011,133,7.6,75.61
+Ghost Rider,"Action,Fantasy,Thriller",Mark Steven Johnson,"Nicolas Cage, Eva Mendes, Sam Elliott, Matt Long",2007,114,5.2,115.8M
+Unbroken,"Biography,Drama,Sport",Angelina Jolie,"Jack O'Connell, Miyavi, Domhnall Gleeson, Garrett Hedlund",2014,137,7.2,115.6M
+Immortals,"Action,Drama,Fantasy",Tarsem Singh,"Henry Cavill, Mickey Rourke, John Hurt, Stephen Dorff",2011,110,6.0,83.5
+Sunshine,"Adventure,Sci-Fi,Thriller",Danny Boyle,"Cillian Murphy, Rose Byrne, Chris Evans, Michelle Yeoh",2007,107,7.3,3.68
+Brave,"Animation,Adventure,Comedy",Mark Andrews,"Kelly Macdonald,Billy Connolly, Emma Thompson, Julie Walters",2012,93,7.2,237.28
+Män som hatar kvinnor,"Drama,Mystery,Thriller",Niels Arden Oplev,"Michael Nyqvist, Noomi Rapace, Ewa Fröling,Lena Endre",2009,152,7.8,10.1
+Adoration,"Drama,Romance",Anne Fontaine,"Naomi Watts, Robin Wright, Xavier Samuel, James Frecheville",2013,112,6.2,0.32
+The Drop,"Crime,Drama,Mystery",Michaël R. Roskam,"Tom Hardy, Noomi Rapace, James Gandolfini,Matthias Schoenaerts",2014,106,7.1,10.72
+She's the Man,"Comedy,Romance,Sport",Andy Fickman,"Amanda Bynes, Laura Ramsey, Channing Tatum,Vinnie Jones",2006,105,6.4,2.34
+Daddy's Home,"Comedy,Family",Sean Anders,"Will Ferrell, Mark Wahlberg, Linda Cardellini, Thomas Haden Church",2015,96,6.1,150.32M
+Let Me In,"Drama,Horror,Mystery",Matt Reeves,"Kodi Smit-McPhee, Chloë Grace Moretz, Richard Jenkins, Cara Buono",2010,116,7.2,12.13
+Never Back Down,"Action,Drama,Sport",Jeff Wadlow,"Sean Faris, Djimon Hounsou, Amber Heard, Cam Gigandet",2008,110,6.6,24.85
+Grimsby,"Action,Adventure,Comedy",Louis Leterrier,"Sacha Baron Cohen, Mark Strong, Rebel Wilson,Freddie Crowder",2016,83,6.2,6.86
+Moon,"Drama,Mystery,Sci-Fi",Duncan Jones,"Sam Rockwell, Kevin Spacey, Dominique McElligott,Rosie Shaw",2009,97,7.9,5.01
+Megamind,"Animation,Action,Comedy",Tom McGrath,"Will Ferrell, Jonah Hill, Brad Pitt, Tina Fey",2010,95,7.3,148.34M
+Gangster Squad,"Action,Crime,Drama",Ruben Fleischer,"Sean Penn, Ryan Gosling, Emma Stone, Giovanni Ribisi",2013,113,6.7,46
+Blood Father,"Action,Crime,Drama",Jean-François Richet,"Mel Gibson, Erin Moriarty, Diego Luna, Michael Parks",2016,88,6.4,93.95
+He's Just Not That Into You,"Comedy,Drama,Romance",Ken Kwapis,"Jennifer Aniston, Jennifer Connelly, Morgan Lily,Trenton Rogers",2009,129,6.4,0
+Kung Fu Panda 3,"Animation,Action,Adventure",Alessandro Carloni,"Jack Black, Bryan Cranston, Dustin Hoffman, Angelina Jolie",2016,95,7.2,143.52M
+The Rise of the Krays,"Crime,Drama",Zackary Adler,"Matt Vael, Simon Cotton, Kevin Leslie, Olivia Moyles",2015,110,5.1,6.53
+Handsome Devil,Drama,John Butler,"Fionn O'Shea, Nicholas Galitzine, Andrew Scott, Moe Dunford",2016,95,7.4,0
+Winter's Bone,Drama,Debra Granik,"Jennifer Lawrence, John Hawkes, Garret Dillahunt,Isaiah Stone",2010,100,7.2,0
+Horrible Bosses,"Comedy,Crime",Seth Gordon,"Jason Bateman, Charlie Day, Jason Sudeikis, Steve Wiebe",2011,98,6.9,117.53M
+Mommy,Drama,Xavier Dolan,"Anne Dorval, Antoine-Olivier Pilon, Suzanne Clément,Patrick Huard",2014,139,8.1,3.49
+Hellboy II: The Golden Army,"Action,Adventure,Fantasy",Guillermo del Toro,"Ron Perlman, Selma Blair, Doug Jones, John Alexander",2008,120,7.0,75.75
+Beautiful Creatures,"Drama,Fantasy,Romance",Richard LaGravenese,"Alice Englert, Viola Davis, Emma Thompson,Alden Ehrenreich",2013,124,6.2,19.45
+Toni Erdmann,"Comedy,Drama",Maren Ade,"Sandra Hüller, Peter Simonischek, Michael Wittenborn,Thomas Loibl",2016,162,7.6,1.48
+The Lovely Bones,"Drama,Fantasy,Thriller",Peter Jackson,"Rachel Weisz, Mark Wahlberg, Saoirse Ronan, Susan Sarandon",2009,135,6.7,43.98
+The Assassination of Jesse James by the Coward Robert Ford,"Biography,Crime,Drama",Andrew Dominik,"Brad Pitt, Casey Affleck, Sam Shepard, Mary-Louise Parker",2007,160,7.5,3.9
+Don Jon,"Comedy,Drama,Romance",Joseph Gordon-Levitt,"Joseph Gordon-Levitt, Scarlett Johansson,Julianne Moore, Tony Danza",2013,90,6.6,24.48
+Bastille Day,"Action,Crime,Drama",James Watkins,"Idris Elba, Richard Madden, Charlotte Le Bon, Kelly Reilly",2016,92,6.3,0.04
+2307: Winter's Dream,Sci-Fi,Joey Curtis,"Paul Sidhu, Branden Coles, Arielle Holmes, Kelcey Watson",2016,101,4.0,20.76
+Free State of Jones,"Action,Biography,Drama",Gary Ross,"Matthew McConaughey, Gugu Mbatha-Raw, Mahershala Ali, Keri Russell",2016,139,6.9,0
+Mr. Right,"Action,Comedy,Romance",Paco Cabezas,"Anna Kendrick, Sam Rockwell, Tim Roth, James Ransone",2015,95,6.3,0.03
+The Secret Life of Walter Mitty,"Adventure,Comedy,Drama",Ben Stiller,"Ben Stiller, Kristen Wiig, Jon Daly, Kathryn Hahn",2013,114,7.3,58.23
+Dope,"Comedy,Crime,Drama",Rick Famuyiwa,"Shameik Moore, Tony Revolori, Kiersey Clemons,Kimberly Elise",2015,103,7.3,17.47
+Underworld Awakening,"Action,Fantasy,Horror",Måns Mårlind,"Kate Beckinsale, Michael Ealy, India Eisley, Stephen Rea",2012,88,6.4,62.32
+Antichrist,"Drama,Horror",Lars von Trier,"Willem Dafoe, Charlotte Gainsbourg, Storm Acheche Sahlstrøm",2009,108,6.6,0.4
+Friday the 13th,Horror,Marcus Nispel,"Jared Padalecki, Amanda Righetti, Derek Mears,Danielle Panabaker",2009,97,5.6,65
+Taken 3,"Action,Thriller",Olivier Megaton,"Liam Neeson, Forest Whitaker, Maggie Grace,Famke Janssen",2014,109,6.0,89.25
+Total Recall,"Action,Adventure,Mystery",Len Wiseman,"Colin Farrell, Bokeem Woodbine, Bryan Cranston,Kate Beckinsale",2012,118,6.3,58.88
+X-Men: The Last Stand,"Action,Adventure,Fantasy",Brett Ratner,"Patrick Stewart, Hugh Jackman, Halle Berry, Famke Janssen",2006,104,6.7,234.36
+The Escort,"Comedy,Drama,Romance",Will Slocombe,"Lyndsy Fonseca, Michael Doneger, Tommy Dewey,Bruce Campbell",2016,88,6.0,0
+The Whole Truth,"Crime,Drama,Mystery",Courtney Hunt,"Keanu Reeves, Renée Zellweger, Gugu Mbatha-Raw, Gabriel Basso",2016,93,6.1,0
+Night at the Museum: Secret of the Tomb,"Adventure,Comedy,Family",Shawn Levy,"Ben Stiller, Robin Williams, Owen Wilson, Dick Van Dyke",2014,98,6.2,113.73M
+Love & Other Drugs,"Comedy,Drama,Romance",Edward Zwick,"Jake Gyllenhaal, Anne Hathaway, Judy Greer, Oliver Platt",2010,112,6.7,32.36
+The Interview,Comedy,Evan Goldberg,"James Franco, Seth Rogen, Randall Park, Lizzy Caplan",2014,112,6.6,6.11
+The Host,"Comedy,Drama,Horror",Bong Joon Ho,"Kang-ho Song, Hee-Bong Byun, Hae-il Park, Doona Bae",2006,120,7.0,2.2
+Megan Is Missing,"Drama,Horror,Thriller",Michael Goi,"Amber Perkins, Rachel Quinn, Dean Waite, Jael Elizabeth Steinmeyer",2011,85,4.9,0
+WALL·E,"Animation,Adventure,Family",Andrew Stanton,"Ben Burtt, Elissa Knight, Jeff Garlin, Fred Willard",2008,98,8.4,223.81
+Knocked Up,"Comedy,Romance",Judd Apatow,"Seth Rogen, Katherine Heigl, Paul Rudd, Leslie Mann",2007,129,7.0,148.73M
+Source Code,"Mystery,Romance,Sci-Fi",Duncan Jones,"Jake Gyllenhaal, Michelle Monaghan, Vera Farmiga,Jeffrey Wright",2011,93,7.5,54.7
+Lawless,"Crime,Drama",John Hillcoat,"Tom Hardy, Shia LaBeouf, Guy Pearce, Jason Clarke",2012,116,7.3,37.4
+Unfriended,"Drama,Horror,Mystery",Levan Gabriadze,"Heather Sossaman, Matthew Bohrer, Courtney Halverson, Shelley Hennig",2014,83,5.6,31.54
+American Reunion,Comedy,Jon Hurwitz,"Jason Biggs, Alyson Hannigan,Seann William Scott, Chris Klein",2012,113,6.7,56.72
+The Pursuit of Happyness,"Biography,Drama",Gabriele Muccino,"Will Smith, Thandie Newton, Jaden Smith, Brian Howe",2006,117,8.0,162.59M
+Relatos salvajes,"Comedy,Drama,Thriller",Damián Szifron,"Darío Grandinetti, María Marull, Mónica Villa, Rita Cortese",2014,122,8.1,3.08
+The Ridiculous 6,"Comedy,Western",Frank Coraci,"Adam Sandler, Terry Crews, Jorge Garcia, Taylor Lautner",2015,119,4.8,0
+Frantz,"Drama,History,War",François Ozon,"Pierre Niney, Paula Beer, Ernst Stötzner, Marie Gruber",2016,113,7.5,0.86
+Viral,"Drama,Horror,Sci-Fi",Henry Joost,"Sofia Black-D'Elia, Analeigh Tipton,Travis Tope, Michael Kelly",2016,85,5.5,0
+Gran Torino,Drama,Clint Eastwood,"Clint Eastwood, Bee Vang, Christopher Carley,Ahney Her",2008,116,8.2,148.09M
+Burnt,"Comedy,Drama",John Wells,"Bradley Cooper, Sienna Miller, Daniel Brühl, Riccardo Scamarcio",2015,101,6.6,13.65
+Tall Men,"Fantasy,Horror,Thriller",Jonathan Holbrook,"Dan Crisafulli, Kay Whitney, Richard Garcia, Pat Cashman",2016,133,3.2,0
+Sleeping Beauty,"Drama,Romance",Julia Leigh,"Emily Browning, Rachael Blake, Ewen Leslie, Bridgette Barrett",2011,101,5.3,0.03
+Vampire Academy,"Action,Comedy,Fantasy",Mark Waters,"Zoey Deutch, Lucy Fry, Danila Kozlovsky, Gabriel Byrne",2014,104,5.6,7.79
+Sweeney Todd: The Demon Barber of Fleet Street,"Drama,Horror,Musical",Tim Burton,"Johnny Depp, Helena Bonham Carter, Alan Rickman,Timothy Spall",2007,116,7.4,52.88
+Solace,"Crime,Drama,Mystery",Afonso Poyart,"Anthony Hopkins, Jeffrey Dean Morgan, Abbie Cornish, Colin Farrell",2015,101,6.4,0
+Insidious,"Horror,Mystery,Thriller",James Wan,"Patrick Wilson, Rose Byrne, Ty Simpkins, Lin Shaye",2010,103,6.8,53.99
+Popstar: Never Stop Never Stopping,"Comedy,Music",Akiva Schaffer,"Andy Samberg, Jorma Taccone,Akiva Schaffer, Sarah Silverman",2016,87,6.7,9.39
+The Levelling,Drama,Hope Dickson Leach,"Ellie Kendrick, David Troughton, Jack Holden,Joe Blakemore",2016,83,6.4,0
+Public Enemies,"Biography,Crime,Drama",Michael Mann,"Christian Bale, Johnny Depp, Christian Stolte, Jason Clarke",2009,140,7.0,97.03
+Boyhood,Drama,Richard Linklater,"Ellar Coltrane, Patricia Arquette, Ethan Hawke,Elijah Smith",2014,165,7.9,25.36
+Teenage Mutant Ninja Turtles,"Action,Adventure,Comedy",Jonathan Liebesman,"Megan Fox, Will Arnett, William Fichtner, Noel Fisher",2014,101,5.9,190.87M
+Eastern Promises,"Crime,Drama,Mystery",David Cronenberg,"Naomi Watts, Viggo Mortensen, Armin Mueller-Stahl, Josef Altin",2007,100,7.7,17.11
+The Daughter,Drama,Simon Stone,"Geoffrey Rush, Nicholas Hope, Sam Neill, Ewen Leslie",2015,96,6.7,0.03
+Pineapple Express,"Action,Comedy,Crime",David Gordon Green,"Seth Rogen, James Franco, Gary Cole, Danny McBride",2008,111,7.0,87.34
+The First Time,"Comedy,Drama,Romance",Jon Kasdan,"Dylan O'Brien, Britt Robertson, Victoria Justice, James Frecheville",2012,95,6.9,0.02
+Gone Baby Gone,"Crime,Drama,Mystery",Ben Affleck,"Morgan Freeman, Ed Harris, Casey Affleck, Michelle Monaghan",2007,114,7.7,20.3
+The Heat,"Action,Comedy,Crime",Paul Feig,"Sandra Bullock, Michael McDonald, Melissa McCarthy,Demián Bichir",2013,117,6.6,159.58M
+L'avenir,Drama,Mia Hansen-Løve,"Isabelle Huppert, André Marcon, Roman Kolinka,Edith Scob",2016,102,7.1,0.28
+Anna Karenina,"Drama,Romance",Joe Wright,"Keira Knightley, Jude Law, Aaron Taylor-Johnson,Matthew Macfadyen",2012,129,6.6,12.8
+Regression,"Crime,Drama,Mystery",Alejandro Amenábar,"Ethan Hawke, David Thewlis, Emma Watson,Dale Dickey",2015,106,5.7,0.05
+Ted 2,"Adventure,Comedy,Romance",Seth MacFarlane,"Mark Wahlberg, Seth MacFarlane, Amanda Seyfried, Jessica Barth",2015,115,6.3,81.26
+Pain & Gain,"Comedy,Crime,Drama",Michael Bay,"Mark Wahlberg, Dwayne Johnson, Anthony Mackie,Tony Shalhoub",2013,129,6.5,49.87
+Blood Diamond,"Adventure,Drama,Thriller",Edward Zwick,"Leonardo DiCaprio, Djimon Hounsou, Jennifer Connelly, Kagiso Kuypers",2006,143,8.0,57.37
+Devil's Knot,"Biography,Crime,Drama",Atom Egoyan,"Colin Firth, Reese Witherspoon, Alessandro Nivola,James Hamrick",2013,114,6.1,0
+Child 44,"Crime,Drama,Thriller",Daniel Espinosa,"Tom Hardy, Gary Oldman, Noomi Rapace, Joel Kinnaman",2015,137,6.5,1.21
+The Hurt Locker,"Drama,History,Thriller",Kathryn Bigelow,"Jeremy Renner, Anthony Mackie, Brian Geraghty,Guy Pearce",2008,131,7.6,15.7
+Green Lantern,"Action,Adventure,Sci-Fi",Martin Campbell,"Ryan Reynolds, Blake Lively, Peter Sarsgaard,Mark Strong",2011,114,5.6,116.59M
+War on Everyone,"Action,Comedy",John Michael McDonagh,"Alexander Skarsgård, Michael Peña, Theo James, Tessa Thompson",2016,98,5.9,0
+The Mist,Horror,Frank Darabont,"Thomas Jane, Marcia Gay Harden, Laurie Holden,Andre Braugher",2007,126,7.2,25.59
+Escape Plan,"Action,Crime,Mystery",Mikael Håfström,"Sylvester Stallone, Arnold Schwarzenegger, 50 Cent, Vincent D'Onofrio",2013,115,6.7,25.12
+"Love, Rosie","Comedy,Romance",Christian Ditter,"Lily Collins, Sam Claflin, Christian Cooke, Jaime Winstone",2014,102,7.2,0.01
+The DUFF,Comedy,Ari Sandel,"Mae Whitman, Bella Thorne, Robbie Amell, Allison Janney",2015,101,6.5,34.02
+The Age of Shadows,"Action,Drama,Thriller",Jee-woon Kim,"Byung-hun Lee, Yoo Gong, Kang-ho Song, Ji-min Han",2016,140,7.2,0.54
+The Hunger Games: Mockingjay - Part 1,"Action,Adventure,Sci-Fi",Francis Lawrence,"Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth, Woody Harrelson",2014,123,6.7,337.1
+We Need to Talk About Kevin,"Drama,Mystery,Thriller",Lynne Ramsay,"Tilda Swinton, John C. Reilly, Ezra Miller, Jasper Newell",2011,112,7.5,1.74
+Love & Friendship,"Comedy,Drama,Romance",Whit Stillman,"Kate Beckinsale, Chloë Sevigny, Xavier Samuel,Emma Greenwell",2016,90,6.5,14.01
+The Mortal Instruments: City of Bones,"Action,Fantasy,Horror",Harald Zwart,"Lily Collins, Jamie Campbell Bower, Robert Sheehan,Jemima West",2013,130,5.9,31.17
+Seven Pounds,"Drama,Romance",Gabriele Muccino,"Will Smith, Rosario Dawson, Woody Harrelson,Michael Ealy",2008,123,7.7,69.95
+The King's Speech,"Biography,Drama",Tom Hooper,"Colin Firth, Geoffrey Rush, Helena Bonham Carter,Derek Jacobi",2010,118,8.0,138.8M
+Hunger,"Biography,Drama",Steve McQueen,"Stuart Graham, Laine Megaw, Brian Milligan, Liam McMahon",2008,96,7.6,0.15
+Jumper,"Action,Adventure,Sci-Fi",Doug Liman,"Hayden Christensen, Samuel L. Jackson, Jamie Bell,Rachel Bilson",2008,88,6.1,80.17
+Toy Story 3,"Animation,Adventure,Comedy",Lee Unkrich,"Tom Hanks, Tim Allen, Joan Cusack, Ned Beatty",2010,103,8.3,414.98
+Tinker Tailor Soldier Spy,"Drama,Mystery,Thriller",Tomas Alfredson,"Gary Oldman, Colin Firth, Tom Hardy, Mark Strong",2011,122,7.1,24.1
+Resident Evil: Retribution,"Action,Horror,Sci-Fi",Paul W.S. Anderson,"Milla Jovovich, Sienna Guillory, Michelle Rodriguez, Aryana Engineer",2012,96,5.4,42.35
+Dear Zindagi,"Drama,Romance",Gauri Shinde,"Alia Bhatt, Shah Rukh Khan, Kunal Kapoor, Priyanka Moodley",2016,151,7.8,1.4
+Genius,"Biography,Drama",Michael Grandage,"Colin Firth, Jude Law, Nicole Kidman, Laura Linney",2016,104,6.5,1.36
+Pompeii,"Action,Adventure,Drama",Paul W.S. Anderson,"Kit Harington, Emily Browning, Kiefer Sutherland, Adewale Akinnuoye-Agbaje",2014,105,5.5,23.22
+Life of Pi,"Adventure,Drama,Fantasy",Ang Lee,"Suraj Sharma, Irrfan Khan, Adil Hussain, Tabu",2012,127,7.9,124.98M
+Hachi: A Dog's Tale,"Drama,Family",Lasse Hallström,"Richard Gere, Joan Allen, Cary-Hiroyuki Tagawa,Sarah Roemer",2009,93,8.1,0
+10 Years,"Comedy,Drama,Romance",Jamie Linden,"Channing Tatum, Rosario Dawson, Chris Pratt, Jenna Dewan Tatum",2011,100,6.1,0.2
+I Origins,"Drama,Romance,Sci-Fi",Mike Cahill,"Michael Pitt, Steven Yeun, Astrid Bergès-Frisbey, Brit Marling",2014,106,7.3,0.33
+Live Free or Die Hard,"Action,Adventure,Thriller",Len Wiseman,"Bruce Willis, Justin Long, Timothy Olyphant, Maggie Q",2007,128,7.2,134.52M
+The Matchbreaker,"Comedy,Romance",Caleb Vetter,"Wesley Elder, Christina Grimmie, Osric Chau, Olan Rogers",2016,94,5.5,0
+Funny Games,"Crime,Drama,Horror",Michael Haneke,"Naomi Watts, Tim Roth, Michael Pitt, Brady Corbet",2007,111,6.5,1.29
+Ted,"Comedy,Fantasy",Seth MacFarlane,"Mark Wahlberg, Mila Kunis, Seth MacFarlane, Joel McHale",2012,106,7.0,218.63
+RED,"Action,Comedy,Crime",Robert Schwentke,"Bruce Willis, Helen Mirren, Morgan Freeman,Mary-Louise Parker",2010,111,7.1,90.36
+Australia,"Adventure,Drama,Romance",Baz Luhrmann,"Nicole Kidman, Hugh Jackman, Shea Adams, Eddie Baroo",2008,165,6.6,49.55
+Faster,"Action,Crime,Drama",George Tillman Jr.,"Dwayne Johnson, Billy Bob Thornton, Maggie Grace, Mauricio Lopez",2010,98,6.5,23.23
+The Neighbor,"Crime,Horror,Thriller",Marcus Dunstan,"Josh Stewart, Bill Engvall, Alex Essoe, Ronnie Gene Blevins",2016,87,5.8,0
+The Adjustment Bureau,"Romance,Sci-Fi,Thriller",George Nolfi,"Matt Damon, Emily Blunt, Lisa Thoreson, Florence Kastriner",2011,106,7.1,62.45
+The Hollars,"Comedy,Drama,Romance",John Krasinski,"Sharlto Copley, Charlie Day, Richard Jenkins, Anna Kendrick",2016,88,6.5,1.02
+The Judge,"Crime,Drama",David Dobkin,"Robert Downey Jr., Robert Duvall, Vera Farmiga, Billy Bob Thornton",2014,141,7.4,47.11
+Closed Circuit,"Crime,Drama,Mystery",John Crowley,"Eric Bana, Rebecca Hall, Jim Broadbent, Ciarán Hinds",2013,96,6.2,5.73
+Transformers: Revenge of the Fallen,"Action,Adventure,Sci-Fi",Michael Bay,"Shia LaBeouf, Megan Fox, Josh Duhamel, Tyrese Gibson",2009,150,6.0,402.08
+La tortue rouge,"Animation,Fantasy",Michael Dudok de Wit,"Emmanuel Garijo, Tom Hudson, Baptiste Goy, Axel Devillers",2016,80,7.6,0.92
+The Book of Life,"Animation,Adventure,Comedy",Jorge R. Gutiérrez,"Diego Luna, Zoe Saldana, Channing Tatum, Ron Perlman",2014,95,7.3,50.15
+Incendies,"Drama,Mystery,War",Denis Villeneuve,"Lubna Azabal, Mélissa Désormeaux-Poulin, Maxim Gaudette, Mustafa Kamel",2010,131,8.2,6.86
+The Heartbreak Kid,"Comedy,Romance",Bobby Farrelly,"Ben Stiller, Michelle Monaghan,Malin Akerman, Jerry Stiller",2007,116,5.8,36.77
+Happy Feet,"Animation,Comedy,Family",George Miller,"Elijah Wood, Brittany Murphy, Hugh Jackman, Robin Williams",2006,108,6.5,197.99M
+Entourage,Comedy,Doug Ellin,"Adrian Grenier, Kevin Connolly, Jerry Ferrara, Kevin Dillon",2015,104,6.6,32.36
+The Strangers,"Horror,Mystery,Thriller",Bryan Bertino,"Scott Speedman, Liv Tyler, Gemma Ward, Alex Fisher",2008,86,6.2,52.53
+Noah,"Action,Adventure,Drama",Darren Aronofsky,"Russell Crowe, Jennifer Connelly, Anthony Hopkins, Emma Watson",2014,138,5.8,101.16M
+Neighbors,Comedy,Nicholas Stoller,"Seth Rogen, Rose Byrne, Zac Efron, Lisa Kudrow",2014,97,6.4,150.06M
+Nymphomaniac: Vol. II,Drama,Lars von Trier,"Charlotte Gainsbourg, Stellan Skarsgård, Willem Dafoe, Jamie Bell",2013,123,6.7,0.33
+Wild,"Adventure,Biography,Drama",Jean-Marc Vallée,"Reese Witherspoon, Laura Dern, Gaby Hoffmann,Michiel Huisman",2014,115,7.1,37.88
+Grown Ups,Comedy,Dennis Dugan,"Adam Sandler, Salma Hayek, Kevin James, Chris Rock",2010,102,6.0,162M
+Blair Witch,"Horror,Thriller",Adam Wingard,"James Allen McCune, Callie Hernandez, Corbin Reid, Brandon Scott",2016,89,5.1,20.75
+The Karate Kid,"Action,Drama,Family",Harald Zwart,"Jackie Chan, Jaden Smith, Taraji P. Henson, Wenwen Han",2010,140,6.2,176.59M
+Dark Shadows,"Comedy,Fantasy,Horror",Tim Burton,"Johnny Depp, Michelle Pfeiffer, Eva Green, Helena Bonham Carter",2012,113,6.2,79.71
+Friends with Benefits,"Comedy,Romance",Will Gluck,"Mila Kunis, Justin Timberlake, Patricia Clarkson, Jenna Elfman",2011,109,6.6,55.8
+The Illusionist,"Drama,Mystery,Romance",Neil Burger,"Edward Norton, Jessica Biel, Paul Giamatti, Rufus Sewell",2006,110,7.6,39.83
+The A-Team,"Action,Adventure,Comedy",Joe Carnahan,"Liam Neeson, Bradley Cooper, Sharlto Copley,Jessica Biel",2010,117,6.8,77.21
+The Guest,Thriller,Adam Wingard,"Dan Stevens, Sheila Kelley, Maika Monroe, Joel David Moore",2014,100,6.7,0.32
+The Internship,Comedy,Shawn Levy,"Vince Vaughn, Owen Wilson, Rose Byrne, Aasif Mandvi",2013,119,6.3,44.67
+Paul,"Adventure,Comedy,Sci-Fi",Greg Mottola,"Simon Pegg, Nick Frost, Seth Rogen, Mia Stallard",2011,104,7.0,37.37
+This Beautiful Fantastic,"Comedy,Drama,Fantasy",Simon Aboud,"Jessica Brown Findlay, Andrew Scott, Jeremy Irvine,Tom Wilkinson",2016,100,6.9,0
+The Da Vinci Code,"Mystery,Thriller",Ron Howard,"Tom Hanks, Audrey Tautou, Jean Reno, Ian McKellen",2006,149,6.6,217.54
+Mr. Church,"Comedy,Drama",Bruce Beresford,"Eddie Murphy, Britt Robertson, Natascha McElhone, Xavier Samuel",2016,104,7.7,0.69
+Hugo,"Adventure,Drama,Family",Martin Scorsese,"Asa Butterfield, Chloë Grace Moretz, Christopher Lee, Ben Kingsley",2011,126,7.5,73.82
+The Blackcoat's Daughter,"Horror,Thriller",Oz Perkins,"Emma Roberts, Kiernan Shipka, Lauren Holly, Lucy Boynton",2015,93,5.6,0.02
+Body of Lies,"Action,Drama,Romance",Ridley Scott,"Leonardo DiCaprio, Russell Crowe, Mark Strong,Golshifteh Farahani",2008,128,7.1,39.38
+Knight of Cups,"Drama,Romance",Terrence Malick,"Christian Bale, Cate Blanchett, Natalie Portman,Brian Dennehy",2015,118,5.7,0.56
+The Mummy: Tomb of the Dragon Emperor,"Action,Adventure,Fantasy",Rob Cohen,"Brendan Fraser, Jet Li, Maria Bello, Michelle Yeoh",2008,112,5.2,102.18M
+The Boss,Comedy,Ben Falcone,"Melissa McCarthy, Kristen Bell, Peter Dinklage, Ella Anderson",2016,99,5.4,63.03
+Hands of Stone,"Action,Biography,Drama",Jonathan Jakubowicz,"Edgar Ramírez, Usher Raymond, Robert De Niro, Rubén Blades",2016,111,6.6,4.71
+El secreto de sus ojos,"Drama,Mystery,Romance",Juan José Campanella,"Ricardo Darín, Soledad Villamil, Pablo Rago,Carla Quevedo",2009,129,8.2,20.17
+True Grit,"Adventure,Drama,Western",Ethan Coen,"Jeff Bridges, Matt Damon, Hailee Steinfeld,Josh Brolin",2010,110,7.6,171.03M
+We Are Your Friends,"Drama,Music,Romance",Max Joseph,"Zac Efron, Wes Bentley, Emily Ratajkowski, Jonny Weston",2015,96,6.2,3.59
+A Million Ways to Die in the West,"Comedy,Romance,Western",Seth MacFarlane,"Seth MacFarlane, Charlize Theron, Liam Neeson,Amanda Seyfried",2014,116,6.1,42.62
+Only for One Night,Thriller,Chris Stokes,"Brian White, Karrueche Tran, Angelique Pereira,Jessica Vanessa DeLeon",2016,86,4.6,0
+Rules Don't Apply,"Comedy,Drama,Romance",Warren Beatty,"Lily Collins, Haley Bennett, Taissa Farmiga, Steve Tom",2016,127,5.7,3.65
+Ouija: Origin of Evil,"Horror,Thriller",Mike Flanagan,"Elizabeth Reaser, Lulu Wilson, Annalise Basso,Henry Thomas",2016,99,6.1,34.9
+Percy Jackson: Sea of Monsters,"Adventure,Family,Fantasy",Thor Freudenthal,"Logan Lerman, Alexandra Daddario, Brandon T. Jackson, Nathan Fillion",2013,106,5.9,68.56
+Fracture,"Crime,Drama,Mystery",Gregory Hoblit,"Anthony Hopkins, Ryan Gosling, David Strathairn,Rosamund Pike",2007,113,7.2,39
+Oculus,"Horror,Mystery",Mike Flanagan,"Karen Gillan, Brenton Thwaites, Katee Sackhoff,Rory Cochrane",2013,104,6.5,27.69
+In Bruges,"Comedy,Crime,Drama",Martin McDonagh,"Colin Farrell, Brendan Gleeson, Ciarán Hinds,Elizabeth Berrington",2008,107,7.9,7.76
+This Means War,"Action,Comedy,Romance",McG,"Reese Witherspoon, Chris Pine, Tom Hardy, Til Schweiger",2012,103,6.3,54.76
+Lída Baarová,"Biography,Drama,History",Filip Renc,"Tatiana Pauhofová, Karl Markovics, Gedeon Burkhard,Simona Stasová",2016,106,5.0,0
+The Road,"Adventure,Drama",John Hillcoat,"Viggo Mortensen, Charlize Theron, Kodi Smit-McPhee,Robert Duvall",2009,111,7.3,0.06
+Lavender,"Drama,Thriller",Ed Gass-Donnelly,"Abbie Cornish, Dermot Mulroney, Justin Long,Diego Klattenhoff",2016,92,5.2,0
+Deuces,Drama,Jamal Hill,"Larenz Tate, Meagan Good, Rotimi, Rick Gonzalez",2016,87,6.6,0
+Conan the Barbarian,"Action,Adventure,Fantasy",Marcus Nispel,"Jason Momoa, Ron Perlman, Rose McGowan,Stephen Lang",2011,113,5.2,21.27
+The Fighter,"Action,Biography,Drama",David O. Russell,"Mark Wahlberg, Christian Bale, Amy Adams,Melissa Leo",2010,116,7.8,93.57
+August Rush,"Drama,Music",Kirsten Sheridan,"Freddie Highmore, Keri Russell, Jonathan Rhys Meyers, Terrence Howard",2007,114,7.5,31.66
+Chef,"Comedy,Drama",Jon Favreau,"Jon Favreau, Robert Downey Jr., Scarlett Johansson,Dustin Hoffman",2014,114,7.3,31.24
+Eye in the Sky,"Drama,Thriller,War",Gavin Hood,"Helen Mirren, Aaron Paul, Alan Rickman, Barkhad Abdi",2015,102,7.3,18.7
+Eagle Eye,"Action,Mystery,Thriller",D.J. Caruso,"Shia LaBeouf, Michelle Monaghan, Rosario Dawson,Michael Chiklis",2008,118,6.6,101.11M
+The Purge,"Horror,Sci-Fi,Thriller",James DeMonaco,"Ethan Hawke, Lena Headey, Max Burkholder,Adelaide Kane",2013,85,5.7,64.42
+PK,"Comedy,Drama,Romance",Rajkumar Hirani,"Aamir Khan, Anushka Sharma, Sanjay Dutt,Boman Irani",2014,153,8.2,10.57
+Ender's Game,"Action,Sci-Fi",Gavin Hood,"Harrison Ford, Asa Butterfield, Hailee Steinfeld, Abigail Breslin",2013,114,6.7,61.66
+Indiana Jones and the Kingdom of the Crystal Skull,"Action,Adventure,Fantasy",Steven Spielberg,"Harrison Ford, Cate Blanchett, Shia LaBeouf,Karen Allen",2008,122,6.2,317.01
+Paper Towns,"Drama,Mystery,Romance",Jake Schreier,"Nat Wolff, Cara Delevingne, Austin Abrams, Justice Smith",2015,109,6.3,31.99
+High-Rise,Drama,Ben Wheatley,"Tom Hiddleston, Jeremy Irons, Sienna Miller, Luke Evans",2015,119,5.7,0.34
+Quantum of Solace,"Action,Adventure,Thriller",Marc Forster,"Daniel Craig, Olga Kurylenko, Mathieu Amalric, Judi Dench",2008,106,6.6,168.37M
+The Assignment,"Action,Crime,Thriller",Walter Hill,"Sigourney Weaver, Michelle Rodriguez, Tony Shalhoub,Anthony LaPaglia",2016,95,4.5,0
+How to Train Your Dragon,"Animation,Action,Adventure",Dean DeBlois,"Jay Baruchel, Gerard Butler,Christopher Mintz-Plasse, Craig Ferguson",2010,98,8.1,217.39
+Lady in the Water,"Drama,Fantasy,Mystery",M. Night Shyamalan,"Paul Giamatti, Bryce Dallas Howard, Jeffrey Wright, Bob Balaban",2006,110,5.6,42.27
+The Fountain,"Drama,Sci-Fi",Darren Aronofsky,"Hugh Jackman, Rachel Weisz, Sean Patrick Thomas, Ellen Burstyn",2006,96,7.3,10.14
+Cars 2,"Animation,Adventure,Comedy",John Lasseter,"Owen Wilson, Larry the Cable Guy,Michael Caine, Emily Mortimer",2011,106,6.2,191.45M
+31,"Horror,Thriller",Rob Zombie,"Malcolm McDowell, Richard Brake, Jeff Daniel Phillips,Sheri Moon Zombie",2016,102,5.1,0.78
+Final Girl,"Action,Thriller",Tyler Shields,"Abigail Breslin, Wes Bentley, Logan Huffman,Alexander Ludwig",2015,90,4.7,0
+Chalk It Up,Comedy,Hisonni Johnson,"Maddy Curley, John DeLuca, Nikki SooHoo, Drew Seeley",2016,90,4.8,0
+The Man Who Knew Infinity,"Biography,Drama",Matt Brown,"Dev Patel, Jeremy Irons, Malcolm Sinclair, Raghuvir Joshi",2015,108,7.2,3.86
+Unknown,"Action,Mystery,Thriller",Jaume Collet-Serra,"Liam Neeson, Diane Kruger, January Jones,Aidan Quinn",2011,113,6.9,61.09
+Self/less,"Action,Mystery,Sci-Fi",Tarsem Singh,"Ryan Reynolds, Natalie Martinez, Matthew Goode,Ben Kingsley",2015,117,6.5,12.28
+Mr. Brooks,"Crime,Drama,Thriller",Bruce A. Evans,"Kevin Costner, Demi Moore, William Hurt, Dane Cook",2007,120,7.3,28.48
+Tramps,"Comedy,Romance",Adam Leon,"Callum Turner, Grace Van Patten, Michal Vondel, Mike Birbiglia",2016,82,6.5,0
+Before We Go,"Comedy,Drama,Romance",Chris Evans,"Chris Evans, Alice Eve, Emma Fitzpatrick, John Cullum",2014,95,6.9,0.04
+Captain Phillips,"Biography,Drama,Thriller",Paul Greengrass,"Tom Hanks, Barkhad Abdi, Barkhad Abdirahman,Catherine Keener",2013,134,7.8,107.1M
+The Secret Scripture,Drama,Jim Sheridan,"Rooney Mara, Eric Bana, Theo James, Aidan Turner",2016,108,6.8,0
+Max Steel,"Action,Adventure,Family",Stewart Hendler,"Ben Winchell, Josh Brener, Maria Bello, Andy Garcia",2016,92,4.6,3.77
+Hotel Transylvania 2,"Animation,Comedy,Family",Genndy Tartakovsky,"Adam Sandler, Andy Samberg, Selena Gomez, Kevin James",2015,89,6.7,169.69M
+Hancock,"Action,Crime,Drama",Peter Berg,"Will Smith, Charlize Theron, Jason Bateman, Jae Head",2008,92,6.4,227.95
+Sisters,Comedy,Jason Moore,"Amy Poehler, Tina Fey, Maya Rudolph, Ike Barinholtz",2015,118,6.0,87.03
+The Family,"Comedy,Crime,Thriller",Luc Besson,"Robert De Niro, Michelle Pfeiffer, Dianna Agron, John D'Leo",2013,111,6.3,36.92
+Zack and Miri Make a Porno,"Comedy,Romance",Kevin Smith,"Seth Rogen, Elizabeth Banks, Craig Robinson, Gerry Bednob",2008,101,6.6,31.45
+Ma vie de Courgette,"Animation,Comedy,Drama",Claude Barras,"Gaspard Schlatter, Sixtine Murat, Paulin Jaccoud,Michel Vuillermoz",2016,66,7.8,0.29
+Man on a Ledge,"Action,Crime,Thriller",Asger Leth,"Sam Worthington, Elizabeth Banks, Jamie Bell, Mandy Gonzalez",2012,102,6.6,18.6
+No Strings Attached,"Comedy,Romance",Ivan Reitman,"Natalie Portman, Ashton Kutcher, Kevin Kline, Cary Elwes",2011,108,6.2,70.63
+Rescue Dawn,"Adventure,Biography,Drama",Werner Herzog,"Christian Bale, Steve Zahn, Jeremy Davies, Zach Grenier",2006,120,7.3,5.48
+Despicable Me 2,"Animation,Adventure,Comedy",Pierre Coffin,"Steve Carell, Kristen Wiig, Benjamin Bratt, Miranda Cosgrove",2013,98,7.4,368.05
+A Walk Among the Tombstones,"Crime,Drama,Mystery",Scott Frank,"Liam Neeson, Dan Stevens, David Harbour, Boyd Holbrook",2014,114,6.5,25.98
+The World's End,"Action,Comedy,Sci-Fi",Edgar Wright,"Simon Pegg, Nick Frost, Martin Freeman, Rosamund Pike",2013,109,7.0,26
+Yoga Hosers,"Comedy,Fantasy,Horror",Kevin Smith,"Lily-Rose Depp, Harley Quinn Smith, Johnny Depp,Adam Brody",2016,88,4.3,0
+Seven Psychopaths,"Comedy,Crime",Martin McDonagh,"Colin Farrell, Woody Harrelson, Sam Rockwell,Christopher Walken",2012,110,7.2,14.99
+Beowulf,"Animation,Action,Adventure",Robert Zemeckis,"Ray Winstone, Crispin Glover, Angelina Jolie,Robin Wright",2007,115,6.2,82.16
+Jack Ryan: Shadow Recruit,"Action,Drama,Thriller",Kenneth Branagh,"Chris Pine, Kevin Costner, Keira Knightley,Kenneth Branagh",2014,105,6.2,50.55
+1408,"Fantasy,Horror",Mikael Håfström,"John Cusack, Samuel L. Jackson, Mary McCormack, Paul Birchard",2007,104,6.8,71.98
+The Gambler,"Crime,Drama,Thriller",Rupert Wyatt,"Mark Wahlberg, Jessica Lange, John Goodman, Brie Larson",2014,111,6.0,33.63
+Prince of Persia: The Sands of Time,"Action,Adventure,Fantasy",Mike Newell,"Jake Gyllenhaal, Gemma Arterton, Ben Kingsley,Alfred Molina",2010,116,6.6,90.76
+The Spectacular Now,"Comedy,Drama,Romance",James Ponsoldt,"Miles Teller, Shailene Woodley, Kyle Chandler,Jennifer Jason Leigh",2013,95,7.1,6.85
+A United Kingdom,"Biography,Drama,Romance",Amma Asante,"David Oyelowo, Rosamund Pike, Tom Felton, Jack Davenport",2016,111,6.8,3.9
+USS Indianapolis: Men of Courage,"Action,Drama,History",Mario Van Peebles,"Nicolas Cage, Tom Sizemore, Thomas Jane,Matt Lanter",2016,128,5.2,0
+Turbo Kid,"Action,Adventure,Comedy",François Simard,"Munro Chambers, Laurence Leboeuf, Michael Ironside, Edwin Wright",2015,93,6.7,0.05
+Mama,"Horror,Thriller",Andrés Muschietti,"Jessica Chastain, Nikolaj Coster-Waldau, Megan Charpentier, Isabelle Nélisse",2013,100,6.2,71.59
+Orphan,"Horror,Mystery,Thriller",Jaume Collet-Serra,"Vera Farmiga, Peter Sarsgaard, Isabelle Fuhrman, CCH Pounder",2009,123,7.0,41.57
+To Rome with Love,"Comedy,Romance",Woody Allen,"Woody Allen, Penélope Cruz, Jesse Eisenberg, Ellen Page",2012,112,6.3,16.68
+Fantastic Mr. Fox,"Animation,Adventure,Comedy",Wes Anderson,"George Clooney, Meryl Streep, Bill Murray, Jason Schwartzman",2009,87,7.8,21
+Inside Man,"Crime,Drama,Mystery",Spike Lee,"Denzel Washington, Clive Owen, Jodie Foster,Christopher Plummer",2006,129,7.6,88.5
+I.T.,"Crime,Drama,Mystery",John Moore,"Pierce Brosnan, Jason Barry, Karen Moskow, Kai Ryssdal",2016,95,5.4,0
+127 Hours,"Adventure,Biography,Drama",Danny Boyle,"James Franco, Amber Tamblyn, Kate Mara, Sean Bott",2010,94,7.6,18.33
+Annabelle,"Horror,Mystery,Thriller",John R. Leonetti,"Ward Horton, Annabelle Wallis, Alfre Woodard,Tony Amendola",2014,99,5.4,84.26
+Wolves at the Door,"Horror,Thriller",John R. Leonetti,"Katie Cassidy, Elizabeth Henstridge, Adam Campbell, Miles Fisher",2016,73,4.6,0
+Suite Française,"Drama,Romance,War",Saul Dibb,"Michelle Williams, Kristin Scott Thomas, Margot Robbie,Eric Godon",2014,107,6.9,0
+The Imaginarium of Doctor Parnassus,"Adventure,Fantasy,Mystery",Terry Gilliam,"Christopher Plummer, Lily Cole, Heath Ledger,Andrew Garfield",2009,123,6.8,7.69
+G.I. Joe: The Rise of Cobra,"Action,Adventure,Sci-Fi",Stephen Sommers,"Dennis Quaid, Channing Tatum, Marlon Wayans,Adewale Akinnuoye-Agbaje",2009,118,5.8,150.17M
+Christine,"Biography,Drama",Antonio Campos,"Rebecca Hall, Michael C. Hall, Tracy Letts, Maria Dizzia",2016,119,7.0,0.3
+Man Down,"Drama,Thriller",Dito Montiel,"Shia LaBeouf, Jai Courtney, Gary Oldman, Kate Mara",2015,90,5.8,0
+Crawlspace,"Horror,Thriller",Phil Claydon,"Michael Vartan, Erin Moriarty, Nadine Velazquez,Ronnie Gene Blevins",2016,88,5.3,0
+Shut In,"Drama,Horror,Thriller",Farren Blackburn,"Naomi Watts, Charlie Heaton, Jacob Tremblay,Oliver Platt",2016,91,4.6,6.88
+The Warriors Gate,"Action,Adventure,Fantasy",Matthias Hoene,"Mark Chao, Ni Ni, Dave Bautista, Sienna Guillory",2016,108,5.3,0
+Grindhouse,"Action,Horror,Thriller",Robert Rodriguez,"Kurt Russell, Rose McGowan, Danny Trejo, Zoë Bell",2007,191,7.6,25.03
+Disaster Movie,Comedy,Jason Friedberg,"Carmen Electra, Vanessa Lachey,Nicole Parker, Matt Lanter",2008,87,1.9,14.17
+Rocky Balboa,"Drama,Sport",Sylvester Stallone,"Sylvester Stallone, Antonio Tarver, Milo Ventimiglia, Burt Young",2006,102,7.2,70.27
+Diary of a Wimpy Kid: Dog Days,"Comedy,Family",David Bowers,"Zachary Gordon, Robert Capron, Devon Bostick,Steve Zahn",2012,94,6.4,49
+Jane Eyre,"Drama,Romance",Cary Joji Fukunaga,"Mia Wasikowska, Michael Fassbender, Jamie Bell, Su Elliot",2011,120,7.4,11.23
+Fool's Gold,"Action,Adventure,Comedy",Andy Tennant,"Matthew McConaughey, Kate Hudson, Donald Sutherland, Alexis Dziena",2008,112,5.7,70.22
+The Dictator,Comedy,Larry Charles,"Sacha Baron Cohen, Anna Faris, John C. Reilly, Ben Kingsley",2012,83,6.4,59.62
+The Loft,"Mystery,Romance,Thriller",Erik Van Looy,"Karl Urban, James Marsden, Wentworth Miller, Eric Stonestreet",2014,108,6.3,5.98
+Bacalaureat,"Crime,Drama",Cristian Mungiu,"Adrian Titieni, Maria-Victoria Dragus, Lia Bugnar,Malina Manovici",2016,128,7.5,0.13
+You Don't Mess with the Zohan,"Action,Comedy",Dennis Dugan,"Adam Sandler, John Turturro, Emmanuelle Chriqui,Nick Swardson",2008,113,5.5,100.02M
+Exposed,"Crime,Drama,Mystery",Gee Malik Linton,"Ana de Armas, Keanu Reeves, Christopher McDonald, Mira Sorvino",2016,102,4.2,0
+Maudie,"Biography,Drama,Romance",Aisling Walsh,"Ethan Hawke, Sally Hawkins, Kari Matchett, Zachary Bennett",2016,115,7.8,0
+Horrible Bosses 2,"Comedy,Crime",Sean Anders,"Jason Bateman, Jason Sudeikis, Charlie Day, Jennifer Aniston",2014,108,6.3,54.41
+A Bigger Splash,"Drama,Thriller",Luca Guadagnino,"Tilda Swinton, Matthias Schoenaerts, Ralph Fiennes, Dakota Johnson",2015,125,6.4,1.98
+Melancholia,Drama,Lars von Trier,"Kirsten Dunst, Charlotte Gainsbourg, Kiefer Sutherland, Alexander Skarsgård",2011,135,7.1,3.03
+The Princess and the Frog,"Animation,Adventure,Comedy",Ron Clements,"Anika Noni Rose, Keith David, Oprah Winfrey, Bruno Campos",2009,97,7.1,104.37M
+Unstoppable,"Action,Thriller",Tony Scott,"Denzel Washington, Chris Pine, Rosario Dawson, Ethan Suplee",2010,98,6.8,81.56
+Flight,"Drama,Thriller",Robert Zemeckis,"Denzel           Washington, Nadine Velazquez, Don Cheadle, John Goodman",2012,138,7.3,93.75
+Home,"Animation,Adventure,Comedy",Tim Johnson,"Jim Parsons, Rihanna, Steve Martin, Jennifer Lopez",2015,94,6.7,177.34M
+La migliore offerta,"Crime,Drama,Mystery",Giuseppe Tornatore,"Geoffrey Rush, Jim Sturgess, Sylvia Hoeks,Donald Sutherland",2013,131,7.8,0.09
+Mean Dreams,Thriller,Nathan Morlando,"Sophie Nélisse, Josh Wiggins, Joe Cobden, Bill Paxton",2016,108,6.3,0
+42,"Biography,Drama,Sport",Brian Helgeland,"Chadwick Boseman, T.R. Knight, Harrison Ford,Nicole Beharie",2013,128,7.5,95
+21,"Crime,Drama,Thriller",Robert Luketic,"Jim Sturgess, Kate Bosworth, Kevin Spacey, Aaron Yoo",2008,123,6.8,81.16
+Begin Again,"Drama,Music",John Carney,"Keira Knightley, Mark Ruffalo, Adam Levine, Hailee Steinfeld",2013,104,7.4,16.17
+Out of the Furnace,"Crime,Drama,Thriller",Scott Cooper,"Christian Bale, Casey Affleck, Zoe Saldana, Woody Harrelson",2013,116,6.8,11.33
+Vicky Cristina Barcelona,"Drama,Romance",Woody Allen,"Rebecca Hall, Scarlett Johansson, Javier Bardem,Christopher Evan Welch",2008,96,7.1,23.21
+Kung Fu Panda,"Animation,Action,Adventure",Mark Osborne,"Jack Black, Ian McShane,Angelina Jolie, Dustin Hoffman",2008,92,7.6,215.4
+Barbershop: The Next Cut,"Comedy,Drama",Malcolm D. Lee,"Ice Cube, Regina Hall, Anthony Anderson, Eve",2016,111,5.9,54.01
+Terminator Salvation,"Action,Adventure,Drama",McG,"Christian Bale, Sam Worthington, Anton Yelchin, Moon Bloodgood",2009,115,6.6,125.32M
+Freedom Writers,"Biography,Crime,Drama",Richard LaGravenese,"Hilary Swank, Imelda Staunton, Patrick Dempsey, Scott Glenn",2007,123,7.5,36.58
+The Hills Have Eyes,Horror,Alexandre Aja,"Ted Levine, Kathleen Quinlan, Dan Byrd, Emilie de Ravin",2006,107,6.4,41.78
+Changeling,"Biography,Drama,Mystery",Clint Eastwood,"Angelina Jolie, Colm Feore, Amy Ryan, Gattlin Griffith",2008,141,7.8,35.71
+Remember Me,"Drama,Romance",Allen Coulter,"Robert Pattinson, Emilie de Ravin, Caitlyn Rund,Moisés Acevedo",2010,113,7.2,19.06
+Koe no katachi,"Animation,Drama,Romance",Naoko Yamada,"Miyu Irino, Saori Hayami, Aoi Yuki, Kenshô Ono",2016,129,8.4,0
+"Alexander and the Terrible, Horrible, No Good, Very Bad Day","Comedy,Family",Miguel Arteta,"Steve Carell, Jennifer Garner, Ed Oxenbould, Dylan Minnette",2014,81,6.2,66.95
+Locke,Drama,Steven Knight,"Tom Hardy, Olivia Colman, Ruth Wilson, Andrew Scott",2013,85,7.1,1.36
+The 9th Life of Louis Drax,"Mystery,Thriller",Alexandre Aja,"Jamie Dornan, Aiden Longworth, Sarah Gadon,Aaron Paul",2016,108,6.3,0
+Horns,"Drama,Fantasy,Horror",Alexandre Aja,"Daniel Radcliffe, Juno Temple, Max Minghella, Joe Anderson",2013,120,6.5,0.16
+Indignation,"Drama,Romance",James Schamus,"Logan Lerman, Sarah Gadon, Tijuana Ricks, Sue Dahlman",2016,110,6.9,3.4
+The Stanford Prison Experiment,"Biography,Drama,History",Kyle Patrick Alvarez,"Ezra Miller, Tye Sheridan, Billy Crudup, Olivia Thirlby",2015,122,6.9,0.64
+Diary of a Wimpy Kid: Rodrick Rules,"Comedy,Family",David Bowers,"Zachary Gordon, Devon Bostick, Robert Capron,Rachael Harris",2011,99,6.6,52.69
+Mission: Impossible III,"Action,Adventure,Thriller",J.J. Abrams,"Tom Cruise, Michelle Monaghan, Ving Rhames, Philip Seymour Hoffman",2006,126,6.9,133.38M
+En man som heter Ove,"Comedy,Drama",Hannes Holm,"Rolf Lassgård, Bahar Pars, Filip Berg, Ida Engvoll",2015,116,7.7,3.36
+Dragonball Evolution,"Action,Adventure,Fantasy",James Wong,"Justin Chatwin, James Marsters, Yun-Fat Chow, Emmy Rossum",2009,85,2.7,9.35
+Red Dawn,"Action,Thriller",Dan Bradley,"Chris Hemsworth, Isabel Lucas, Josh Hutcherson, Josh Peck",2012,93,5.4,44.8
+One Day,"Drama,Romance",Lone Scherfig,"Anne Hathaway, Jim Sturgess, Patricia Clarkson,Tom Mison",2011,107,7.0,13.77
+Life as We Know It,"Comedy,Drama,Romance",Greg Berlanti,"Katherine Heigl, Josh Duhamel, Josh Lucas, Alexis Clagett",2010,114,6.6,53.36
+28 Weeks Later,"Drama,Horror,Sci-Fi",Juan Carlos Fresnadillo,"Jeremy Renner, Rose Byrne, Robert Carlyle, Harold Perrineau",2007,100,7.0,28.64
+Warm Bodies,"Comedy,Horror,Romance",Jonathan Levine,"Nicholas Hoult, Teresa Palmer, John Malkovich,Analeigh Tipton",2013,98,6.9,66.36
+Blue Jasmine,Drama,Woody Allen,"Cate Blanchett, Alec Baldwin, Peter Sarsgaard, Sally Hawkins",2013,98,7.3,33.4
+Wrath of the Titans,"Action,Adventure,Fantasy",Jonathan Liebesman,"Sam Worthington, Liam Neeson, Rosamund Pike, Ralph Fiennes",2012,99,5.8,83.64
+Shin Gojira,"Action,Adventure,Drama",Hideaki Anno,"Hiroki Hasegawa, Yutaka Takenouchi,Satomi Ishihara, Ren Ôsugi",2016,120,6.9,1.91
+Saving Mr. Banks,"Biography,Comedy,Drama",John Lee Hancock,"Emma Thompson, Tom Hanks, Annie Rose Buckley, Colin Farrell",2013,125,7.5,83.3
+Transcendence,"Drama,Mystery,Romance",Wally Pfister,"Johnny Depp, Rebecca Hall, Morgan Freeman, Cillian Murphy",2014,119,6.3,23.01
+Rio,"Animation,Adventure,Comedy",Carlos Saldanha,"Jesse Eisenberg, Anne Hathaway, George Lopez,Karen Disher",2011,96,6.9,143.62M
+Equals,"Drama,Romance,Sci-Fi",Drake Doremus,"Nicholas Hoult, Kristen Stewart, Vernetta Lopez,Scott Lawrence",2015,101,6.1,0.03
+Babel,Drama,Alejandro González Iñárritu,"Brad Pitt, Cate Blanchett, Gael García Bernal, Mohamed Akhzam",2006,143,7.5,34.3
+The Tree of Life,"Drama,Fantasy",Terrence Malick,"Brad Pitt, Sean Penn, Jessica Chastain, Hunter McCracken",2011,139,6.8,13.3
+The Lucky One,"Drama,Romance",Scott Hicks,"Zac Efron, Taylor Schilling, Blythe Danner, Riley Thomas Stewart",2012,101,6.5,60.44
+Piranha 3D,"Comedy,Horror,Thriller",Alexandre Aja,"Elisabeth Shue, Jerry O'Connell, Richard Dreyfuss,Ving Rhames",2010,88,5.5,25
+50/50,"Comedy,Drama,Romance",Jonathan Levine,"Joseph Gordon-Levitt, Seth Rogen, Anna Kendrick, Bryce Dallas Howard",2011,100,7.7,34.96
+The Intent,"Crime,Drama",Femi Oyeniran,"Dylan Duffus, Scorcher,Shone Romulus, Jade Asha",2016,104,3.5,0
+This Is 40,"Comedy,Romance",Judd Apatow,"Paul Rudd, Leslie Mann, Maude Apatow, Iris Apatow",2012,134,6.2,67.52
+Real Steel,"Action,Drama,Family",Shawn Levy,"Hugh Jackman, Evangeline Lilly, Dakota Goyo,Anthony Mackie",2011,127,7.1,85.46
+Sex and the City,"Comedy,Drama,Romance",Michael Patrick King,"Sarah Jessica Parker, Kim Cattrall, Cynthia Nixon, Kristin Davis",2008,145,5.5,152.64M
+Rambo,"Action,Thriller,War",Sylvester Stallone,"Sylvester Stallone, Julie Benz, Matthew Marsden, Graham McTavish",2008,92,7.1,42.72
+Planet Terror,"Action,Comedy,Horror",Robert Rodriguez,"Rose McGowan, Freddy Rodríguez, Josh Brolin,Marley Shelton",2007,105,7.1,0
+Concussion,"Biography,Drama,Sport",Peter Landesman,"Will Smith, Alec Baldwin, Albert Brooks, David Morse",2015,123,7.1,34.53
+The Fall,"Adventure,Comedy,Drama",Tarsem Singh,"Lee Pace, Catinca Untaru, Justine Waddell, Kim Uylenbroek",2006,117,7.9,2.28
+The Ugly Truth,"Comedy,Romance",Robert Luketic,"Katherine Heigl, Gerard Butler, Bree Turner, Eric Winter",2009,96,6.5,88.92
+Bride Wars,"Comedy,Romance",Gary Winick,"Kate Hudson, Anne Hathaway, Candice Bergen, Bryan Greenberg",2009,89,5.5,58.72
+Sleeping with Other People,"Comedy,Drama,Romance",Leslye Headland,"Jason Sudeikis, Alison Brie, Jordan Carlos,Margarita Levieva",2015,101,6.5,0.81
+Snakes on a Plane,"Action,Adventure,Crime",David R. Ellis,"Samuel L. Jackson, Julianna Margulies, Nathan Phillips, Rachel Blanchard",2006,105,5.6,34.01
+What If,"Comedy,Romance",Michael Dowse,"Daniel Radcliffe, Zoe Kazan, Megan Park, Adam Driver",2013,98,6.8,3.45
+How to Train Your Dragon 2,"Animation,Action,Adventure",Dean DeBlois,"Jay Baruchel, Cate Blanchett, Gerard Butler, Craig Ferguson",2014,102,7.9,177M
+RoboCop,"Action,Crime,Sci-Fi",José Padilha,"Joel Kinnaman, Gary Oldman, Michael Keaton, Abbie Cornish",2014,117,6.2,58.61
+In Dubious Battle,Drama,James Franco,"Nat Wolff, James Franco, Vincent D'Onofrio, Selena Gomez",2016,110,6.2,0
+"Hello, My Name Is Doris","Comedy,Drama,Romance",Michael Showalter,"Sally Field, Max Greenfield, Tyne Daly, Wendi McLendon-Covey",2015,95,6.7,14.44
+Ocean's Thirteen,"Crime,Thriller",Steven Soderbergh,"George Clooney, Brad Pitt, Matt Damon,Michael Mantell",2007,122,6.9,117.14M
+Slither,"Comedy,Horror,Sci-Fi",James Gunn,"Nathan Fillion, Elizabeth Banks, Michael Rooker, Don Thompson",2006,95,6.5,7.77
+Contagion,"Drama,Thriller",Steven Soderbergh,"Matt Damon, Kate Winslet, Jude Law, Gwyneth Paltrow",2011,106,6.6,75.64
+Il racconto dei racconti - Tale of Tales,"Drama,Fantasy,Horror",Matteo Garrone,"Salma Hayek, Vincent Cassel, Toby Jones, John C. Reilly",2015,133,6.4,0.08
+I Am the Pretty Thing That Lives in the House,Thriller,Oz Perkins,"Ruth Wilson, Paula Prentiss, Lucy Boynton, Bob Balaban",2016,87,4.7,0
+Bridge to Terabithia,"Adventure,Drama,Family",Gabor Csupo,"Josh Hutcherson, AnnaSophia Robb, Zooey Deschanel, Robert Patrick",2007,96,7.2,82.23
+Coherence,"Mystery,Sci-Fi,Thriller",James Ward Byrkit,"Emily Baldoni, Maury Sterling, Nicholas Brendon, Elizabeth Gracen",2013,89,7.2,0.07
+Notorious,"Biography,Crime,Drama",George Tillman Jr.,"Jamal Woolard, Anthony Mackie, Derek Luke,Momo Dione",2009,122,6.7,36.84
+Goksung,"Drama,Fantasy,Horror",Hong-jin Na,"Jun Kunimura, Jung-min Hwang, Do-won Kwak, Woo-hee Chun",2016,156,7.5,0.79
+The Expendables 2,"Action,Adventure,Thriller",Simon West,"Sylvester Stallone, Liam Hemsworth, Randy Couture,Jean-Claude Van Damme",2012,103,6.6,85.02
+The Girl Next Door,"Crime,Drama,Horror",Gregory Wilson,"William Atherton, Blythe Auffarth, Blanche Baker,Kevin Chamberlin",2007,91,6.7,0
+Perfume: The Story of a Murderer,"Crime,Drama,Fantasy",Tom Tykwer,"Ben Whishaw, Dustin Hoffman, Alan Rickman,Francesc Albiol",2006,147,7.5,2.21
+The Golden Compass,"Adventure,Family,Fantasy",Chris Weitz,"Nicole Kidman, Daniel Craig, Dakota Blue Richards, Ben Walker",2007,113,6.1,70.08
+Centurion,"Action,Adventure,Drama",Neil Marshall,"Michael      fassbender, Dominic West, Olga Kurylenko,Andreas Wisniewski",2010,97,6.4,0.12
+Scouts Guide to the Zombie Apocalypse,"Action,Comedy,Horror",Christopher Landon,"Tye Sheridan, Logan Miller, Joey Morgan,Sarah Dumont",2015,93,6.3,3.64
+17 Again,"Comedy,Drama,Family",Burr Steers,"Zac Efron, Matthew Perry, Leslie Mann, Thomas Lennon",2009,102,6.4,64.15
+No Escape,"Action,Thriller",John Erick Dowdle,"Lake Bell, Pierce Brosnan, Owen Wilson,Chatchawai Kamonsakpitak",2015,103,6.8,27.29
+Superman Returns,"Action,Adventure,Sci-Fi",Bryan Singer,"Brandon Routh, Kevin Spacey, Kate Bosworth, James Marsden",2006,154,6.1,200.07
+The Twilight Saga: Breaking Dawn - Part 1,"Adventure,Drama,Fantasy",Bill Condon,"Kristen Stewart, Robert Pattinson, Taylor Lautner, Gil Birmingham",2011,117,4.9,281.28
+Precious,Drama,Lee Daniels,"Gabourey Sidibe, Mo'Nique, Paula Patton, Mariah Carey",2009,110,7.3,47.54
+The Sea of Trees,Drama,Gus Van Sant,"Matthew McConaughey, Naomi Watts, Ken Watanabe,Ryoko Seta",2015,110,5.9,0.02
+Good Kids,Comedy,Chris McCoy,"Zoey Deutch, Nicholas Braun, Mateo Arias, Israel Broussard",2016,86,6.1,0
+The Master,Drama,Paul Thomas Anderson,"Philip Seymour Hoffman, Joaquin Phoenix,Amy Adams, Jesse Plemons",2012,144,7.1,16.38
+Footloose,"Comedy,Drama,Music",Craig Brewer,"Kenny Wormald, Julianne Hough, Dennis Quaid,Andie MacDowell",2011,113,5.9,51.78
+If I Stay,"Drama,Fantasy,Music",R.J. Cutler,"Chloë Grace Moretz, Mireille Enos, Jamie Blackley,Joshua Leonard",2014,107,6.8,50.46
+The Ticket,Drama,Ido Fluk,"Dan Stevens, Malin Akerman, Oliver Platt, Kerry Bishé",2016,97,5.4,0
+Detour,Thriller,Christopher Smith,"Tye Sheridan, Emory Cohen, Bel Powley,Stephen Moyer",2016,97,6.3,0
+The Love Witch,"Comedy,Horror",Anna Biller,"Samantha Robinson, Jeffrey Vincent Parise, Laura Waddell, Gian Keys",2016,120,6.2,0.22
+Talladega Nights: The Ballad of Ricky Bobby,"Action,Comedy,Sport",Adam McKay,"Will Ferrell, John C. Reilly, Sacha Baron Cohen, Gary Cole",2006,108,6.6,148.21M
+The Human Centipede (First Sequence),Horror,Tom Six,"Dieter Laser, Ashley C. Williams, Ashlynn Yennie, Akihiro Kitamura",2009,92,4.4,0.18
+Super,"Comedy,Drama",James Gunn,"Rainn Wilson, Ellen Page, Liv Tyler, Kevin Bacon",2010,96,6.8,0.32
+The Siege of Jadotville,"Action,Drama,Thriller",Richie Smyth,"Jamie Dornan, Mark Strong, Jason O'Mara, Michael McElhatton",2016,108,7.3,0
+Up in the Air,"Drama,Romance",Jason Reitman,"George Clooney, Vera Farmiga, Anna Kendrick,Jason Bateman",2009,109,7.4,83.81
+The Midnight Meat Train,"Horror,Mystery",Ryûhei Kitamura,"Vinnie Jones, Bradley Cooper, Leslie Bibb, Brooke Shields",2008,98,6.1,0.07
+The Twilight Saga: Eclipse,"Adventure,Drama,Fantasy",David Slade,"Kristen Stewart, Robert Pattinson, Taylor Lautner,Xavier Samuel",2010,124,4.9,300.52
+Transpecos,Thriller,Greg Kwedar,"Johnny Simmons, Gabriel Luna, Clifton Collins Jr.,David Acord",2016,86,5.8,0
+What's Your Number?,"Comedy,Romance",Mark Mylod,"Anna Faris, Chris Evans, Ari Graynor, Blythe Danner",2011,106,6.1,13.99
+Riddick,"Action,Sci-Fi,Thriller",David Twohy,"Vin Diesel, Karl Urban, Katee Sackhoff, Jordi Mollà",2013,119,6.4,42
+Triangle,"Fantasy,Mystery,Thriller",Christopher Smith,"Melissa George, Joshua McIvor, Jack Taylor,Michael Dorman",2009,99,6.9,0
+The Butler,"Biography,Drama",Lee Daniels,"Forest Whitaker, Oprah Winfrey, John Cusack, Jane Fonda",2013,132,7.2,116.63M
+King Cobra,"Crime,Drama",Justin Kelly,"Garrett Clayton, Christian Slater, Molly Ringwald,James Kelley",2016,91,5.6,0.03
+After Earth,"Action,Adventure,Sci-Fi",M. Night Shyamalan,"Jaden Smith, David Denman, Will Smith,Sophie Okonedo",2013,100,4.9,60.52
+Kicks,Adventure,Justin Tipping,"Jahking Guillory, Christopher Jordan Wallace,Christopher Meyer, Kofi Siriboe",2016,80,6.1,0.15
+Me and Earl and the Dying Girl,"Comedy,Drama",Alfonso Gomez-Rejon,"Thomas Mann, RJ Cyler, Olivia Cooke, Nick Offerman",2015,105,7.8,6.74
+The Descendants,"Comedy,Drama",Alexander Payne,"George Clooney, Shailene Woodley, Amara Miller, Nick Krause",2011,115,7.3,82.62
+Sex and the City 2,"Comedy,Drama,Romance",Michael Patrick King,"Sarah Jessica Parker, Kim Cattrall, Kristin Davis, Cynthia Nixon",2010,146,4.3,95.33
+The Kings of Summer,"Adventure,Comedy,Drama",Jordan Vogt-Roberts,"Nick Robinson, Gabriel Basso, Moises Arias,Nick Offerman",2013,95,7.2,1.29
+Death Race,"Action,Sci-Fi,Thriller",Paul W.S. Anderson,"Jason Statham, Joan Allen, Tyrese Gibson, Ian McShane",2008,105,6.4,36.06
+That Awkward Moment,"Comedy,Romance",Tom Gormican,"Zac Efron, Michael B. Jordan, Miles Teller, Imogen Poots",2014,94,6.2,26.05
+Legion,"Action,Fantasy,Horror",Scott Stewart,"Paul Bettany, Dennis Quaid, Charles S. Dutton, Lucas Black",2010,100,5.2,40.17
+End of Watch,"Crime,Drama,Thriller",David Ayer,"Jake Gyllenhaal, Michael Peña, Anna Kendrick, America Ferrera",2012,109,7.7,40.98
+3 Days to Kill,"Action,Drama,Thriller",McG,"Kevin Costner, Hailee Steinfeld, Connie Nielsen, Amber Heard",2014,117,6.2,30.69
+Lucky Number Slevin,"Crime,Drama,Mystery",Paul McGuigan,"Josh Hartnett, Ben Kingsley, Morgan Freeman, Lucy Liu",2006,110,7.8,22.49
+Trance,"Crime,Drama,Mystery",Danny Boyle,"James McAvoy, Rosario Dawson, Vincent Cassel,Danny Sapani",2013,101,7.0,2.32
+Into the Forest,"Drama,Sci-Fi,Thriller",Patricia Rozema,"Ellen Page, Evan Rachel Wood, Max Minghella,Callum Keith Rennie",2015,101,5.9,0.01
+The Other Boleyn Girl,"Biography,Drama,History",Justin Chadwick,"Natalie Portman, Scarlett Johansson, Eric Bana,Jim Sturgess",2008,115,6.7,26.81
+I Spit on Your Grave,"Crime,Horror,Thriller",Steven R. Monroe,"Sarah Butler, Jeff Branson, Andrew Howard,Daniel Franzese",2010,108,6.3,0.09
+Custody,Drama,James Lapine,"Viola Davis, Hayden Panettiere, Catalina Sandino Moreno, Ellen Burstyn",2016,104,6.9,0
+Inland Empire,"Drama,Mystery,Thriller",David Lynch,"Laura Dern, Jeremy Irons, Justin Theroux, Karolina Gruszka",2006,180,7.0,0
+L'odyssée,"Adventure,Biography",Jérôme Salle,"Lambert Wilson, Pierre Niney, Audrey Tautou,Laurent Lucas",2016,122,6.7,0
+The Walk,"Adventure,Biography,Crime",Robert Zemeckis,"Joseph Gordon-Levitt, Charlotte Le Bon,Guillaume Baillargeon, Émilie Leclerc",2015,123,7.3,10.14
+Wrecker,"Action,Horror,Thriller",Micheal Bafaro,"Anna Hutchison, Andrea Whitburn, Jennifer Koenig,Michael Dickson",2015,83,3.5,0
+The Lone Ranger,"Action,Adventure,Western",Gore Verbinski,"Johnny Depp, Armie Hammer, William Fichtner,Tom Wilkinson",2013,150,6.5,89.29
+Texas Chainsaw 3D,"Horror,Thriller",John Luessenhop,"Alexandra Daddario, Tania Raymonde, Scott Eastwood, Trey Songz",2013,92,4.8,34.33M
+Disturbia,"Drama,Mystery,Thriller",D.J. Caruso,"Shia LaBeouf, David Morse, Carrie-Anne Moss, Sarah Roemer",2007,105,6.9,80.05
+Rock of Ages,"Comedy,Drama,Musical",Adam Shankman,"Julianne Hough, Diego Boneta, Tom Cruise, Alec Baldwin",2012,123,5.9,38.51
+Scream 4,"Horror,Mystery",Wes Craven,"Neve Campbell, Courteney Cox, David Arquette, Lucy Hale",2011,111,6.2,38.18
+Queen of Katwe,"Biography,Drama,Sport",Mira Nair,"Madina Nalwanga, David Oyelowo, Lupita Nyong'o, Martin Kabanza",2016,124,7.4,8.81
+My Big Fat Greek Wedding 2,"Comedy,Family,Romance",Kirk Jones,"Nia Vardalos, John Corbett, Michael Constantine, Lainie Kazan",2016,94,6.0,59.57
+Dark Places,"Drama,Mystery,Thriller",Gilles Paquet-Brenner,"Charlize Theron, Nicholas Hoult, Christina Hendricks, Chloë Grace Moretz",2015,113,6.2,0
+Amateur Night,Comedy,Lisa Addario,"Jason Biggs, Janet Montgomery,Ashley Tisdale, Bria L. Murphy",2016,92,5.0,0
+It's Only the End of the World,Drama,Xavier Dolan,"Nathalie Baye, Vincent Cassel, Marion Cotillard, Léa Seydoux",2016,97,7.0,0
+The Skin I Live In,"Drama,Thriller",Pedro Almodóvar,"Antonio Banderas, Elena Anaya, Jan Cornet,Marisa Paredes",2011,120,7.6,3.19
+Miracles from Heaven,"Biography,Drama,Family",Patricia Riggen,"Jennifer Garner, Kylie Rogers, Martin Henderson,Brighton Sharbino",2016,109,7.0,61.69
+Annie,"Comedy,Drama,Family",Will Gluck,"Quvenzhané Wallis, Cameron Diaz, Jamie Foxx, Rose Byrne",2014,118,5.3,85.91
+Across the Universe,"Drama,Fantasy,Musical",Julie Taymor,"Evan Rachel Wood, Jim Sturgess, Joe Anderson, Dana Fuchs",2007,133,7.4,24.34
+Let's Be Cops,Comedy,Luke Greenfield,"Jake Johnson, Damon Wayans Jr., Rob Riggle, Nina Dobrev",2014,104,6.5,82.39
+Max,"Adventure,Family",Boaz Yakin,"Thomas Haden Church, Josh Wiggins, Luke Kleintank,Lauren Graham",2015,111,6.8,42.65
+Your Highness,"Adventure,Comedy,Fantasy",David Gordon Green,"Danny McBride, Natalie Portman, James Franco, Rasmus Hardiker",2011,102,5.6,21.56
+Final Destination 5,"Horror,Thriller",Steven Quale,"Nicholas D'Agosto, Emma Bell, Arlen Escarpeta, Miles Fisher",2011,92,5.9,42.58
+Endless Love,"Drama,Romance",Shana Feste,"Gabriella Wilde, Alex Pettyfer, Bruce Greenwood,Robert Patrick",2014,104,6.3,23.39
+Martyrs,Horror,Pascal Laugier,"Morjana Alaoui, Mylène Jampanoï, Catherine Bégin,Robert Toupin",2008,99,7.1,0
+Selma,"Biography,Drama,History",Ava DuVernay,"David Oyelowo, Carmen Ejogo, Tim Roth, Lorraine Toussaint",2014,128,7.5,52.07
+Underworld: Rise of the Lycans,"Action,Adventure,Fantasy",Patrick Tatopoulos,"Rhona Mitra, Michael Sheen, Bill Nighy, Steven Mackintosh",2009,92,6.6,45.8
+Taare Zameen Par,"Drama,Family,Music",Aamir Khan,"Darsheel Safary, Aamir Khan, Tanay Chheda, Sachet Engineer",2007,165,8.5,1.2
+Take Me Home Tonight,"Comedy,Drama,Romance",Michael Dowse,"Topher Grace, Anna Faris, Dan Fogler, Teresa Palmer",2011,97,6.3,6.92
+Resident Evil: Afterlife,"Action,Adventure,Horror",Paul W.S. Anderson,"Milla Jovovich, Ali Larter, Wentworth Miller,Kim Coates",2010,97,5.9,60.13
+Project X,Comedy,Nima Nourizadeh,"Thomas Mann, Oliver Cooper, Jonathan Daniel Brown, Dax Flame",2012,88,6.7,54.72
+Secret in Their Eyes,"Crime,Drama,Mystery",Billy Ray,"Chiwetel Ejiofor, Nicole Kidman, Julia Roberts, Dean Norris",2015,111,6.2,0
+Hostel: Part II,Horror,Eli Roth,"Lauren German, Heather Matarazzo, Bijou Phillips, Roger Bart",2007,94,5.5,17.54
+Step Up 2: The Streets,"Drama,Music,Romance",Jon M. Chu,"Robert Hoffman, Briana Evigan, Cassie Ventura, Adam G. Sevani",2008,98,6.2,58.01
+Search Party,"Adventure,Comedy",Scot Armstrong,"Adam Pally, T.J. Miller, Thomas Middleditch,Shannon Woodward",2014,93,5.6,0
+Nine Lives,"Comedy,Family,Fantasy",Barry Sonnenfeld,"Kevin Spacey, Jennifer Garner, Robbie Amell,Cheryl Hines",2016,87,5.3,19.64