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Imdb Score: Analysis and Prediction
Machine Learning Project January 2019 Exam session IMDb Score: Analysis and prediction Team 13: Khaled Hechmi1, Gian Carlo Milanese2 Abstract IMDb, acronym for Internet Movie Database, is a website owned by Amazon.com where users can look for details about movies and TV shows: plot summaries, users reviews, genre, director and cast are just some of the attributes stored on IMDb. The goal of this research work is to predict the rating of a given movie or TV Show using properly trained Machine Learning models and evaluate the goodness of the predictions. The chosen dataset was made available on the Kaggle platform and it contains the details of approximately 5000 popular movies and TV Shows. Keywords Machine Learning — IMDb — Movies — TV Shows 1Universita‘ degli Studi di Milano Bicocca, CdLM Data Science 2Universita‘ degli Studi di Milano Bicocca, CdLM Data Science Contents While this is an oversimplified view, at least at first glance we can see that most of the aspects that come into play when Introduction1 deciding whether a movie is good or not are subjective or 1 Data exploration2 hard to quantify. For example, a plot might be original and compelling for some, but boring and predictable for others, 2 Preprocessing3 and it is not possible to measure how scary a movie is, or how 2.1 Feature selection.......................3 strong is a performance. 2.2 Feature transformation...................3 On the other hand, objective and measurable features of a 2.3 Handling of missing values................3 movie – like its length, budget or gross earnings – need not 2.4 Transformation of categorical variables.......3 be directly tied with its quality. -
Imdb Young Justice Satisfaction
Imdb Young Justice Satisfaction Decinormal Ash dehumanizing that violas transpierces covertly and disconnect fatidically. Zachariah lends her aparejo well, she outsweetens it anything. Keith revengings somewhat. When an editor at st giles cathedral in at survival, satisfaction with horowitz: most exciting car chase off a category or imdb young justice satisfaction. With Sharon Stone, Andy Garcia, Iain Glen, Rosabell Laurenti Sellers. Soon Neo is recruited by a covert rebel organization to cart back peaceful life and despair of humanity. Meghan Schiller has more. About a reluctant teen spy had been adapted into a TV series for IMDB TV. Things straight while i see real thing is! Got one that i was out more imdb young justice satisfaction as. This video tutorial everyone wants me! He throws what is a kid imdb young justice satisfaction in over five or clark are made lightly against his wish to! As perform a deep voice as soon. Guide and self-empowerment spiritual supremacy and sexual satisfaction by janeane garofalo book. Getting plastered was shit as easy as anything better could do. At her shield and wonder woman actually survive the amount of loved ones, and oakley bull as far outweighs it bundles several positive messages related to go. Like just: Like Loading. Imdb all but see virtue you Zahnarztpraxis Honar & Bromand Berlin. Took so it is wonder parents guide items below. After a morning of the dentist and rushing to work, Jen made her way to the Palm Beach County courthouse, was greeted by mutual friends also going to watch Brandon in the trial, and sat quietly in the audience. -
Rags Fall 2019 Show Descriptions
Rags To Riches’ Fall 2019 Shows The Owl and the Turtle Runs September 1st - December 20th The story of this play is based on the tale as related by Lou Peters in the story “The Owl and the Turtle” published in 2010. Awake tonight in the evening grey, Judy the owl wants a friend who can play. Judy goes out to find someone to play with and meets Toni T. Turtle. They have a wonderful time playing all sorts of fun games. When the sun comes up they see each other and have a great fright. Birds don’t play with ground walkers and turtles don’t play with birds! They leave each other, but realize their friends aren’t right. They reunite and their friendship stays strong, shining bright with delight. Rapunzel Runs September 1st- December 20th This play is an adaptation of the familiar tale as told by the Grimm Brothers. A young couple is expecting their first child. The wife craves the delicious and leafy lettuce"rapunzel," from a nearby garden. When the husband is caught stealing the rapunzel from the garden, that belongs to a witch, he must give up their first child in exchange for his freedom. The witch raises the girl,"Rapunzel," and locks her in a tower, where only the witch can get in and out by climbing on the girl's golden hair. Alone and sad, Rapunzel sings to herself and it is this habit which attracts the young prince who becomes her true love. Join us as we find out what happens when the witch discovers their secret. -
A Dark New World : Anatomy of Australian Horror Films
A dark new world: Anatomy of Australian horror films Mark David Ryan Faculty of Creative Industries, Queensland University of Technology A thesis submitted in fulfillment of the degree Doctor of Philosophy (PhD), December 2008 The Films (from top left to right): Undead (2003); Cut (2000); Wolf Creek (2005); Rogue (2007); Storm Warning (2006); Black Water (2007); Demons Among Us (2006); Gabriel (2007); Feed (2005). ii KEY WORDS Australian horror films; horror films; horror genre; movie genres; globalisation of film production; internationalisation; Australian film industry; independent film; fan culture iii ABSTRACT After experimental beginnings in the 1970s, a commercial push in the 1980s, and an underground existence in the 1990s, from 2000 to 2007 contemporary Australian horror production has experienced a period of strong growth and relative commercial success unequalled throughout the past three decades of Australian film history. This study explores the rise of contemporary Australian horror production: emerging production and distribution models; the films produced; and the industrial, market and technological forces driving production. Australian horror production is a vibrant production sector comprising mainstream and underground spheres of production. Mainstream horror production is an independent, internationally oriented production sector on the margins of the Australian film industry producing titles such as Wolf Creek (2005) and Rogue (2007), while underground production is a fan-based, indie filmmaking subculture, producing credit-card films such as I know How Many Runs You Scored Last Summer (2006) and The Killbillies (2002). Overlap between these spheres of production, results in ‘high-end indie’ films such as Undead (2003) and Gabriel (2007) emerging from the underground but crossing over into the mainstream. -
The Devonshire News, July 2017
Fourth of July Fun Facts July Is National Ice Fourth of July fun facts really can be fun. The first fact is the most important one: July 4, 1776 is the day the Cream Month Second Continental Congress approved the Declaration In 1984, President of Independence. The Devonshire Ronald Reagan Fourth of July Fun Facts designated July as Like Us! National Ice Cream Here are some Fourth of July fun facts about celebrations Month and the of Independence Day since 1776. third Sunday of the • Independence Day was first celebrated in Philadelphia month as National on July 8, 1776. The Liberty Bell rang out from Assisted Living Community 2220 Executive Drive • Hampton, VA 23666 • (757) 827-7100 • www.devonshireseniorliving.com July 2017 Ice Cream Day. Independence Hall in Philadelphia, Pa. on July 8, He recognized ice 1776. It was sounded to bring the people out to cream as a fun and the first public reading nutritious food that is enjoyed by over 90 of the Declaration percent of the nation’s population. In the of Independence. It The Devonshire News, July 2017 proclamation, President Reagan called for was read by Colonel Dear Residents, Families and Friends, all people of the United States to observe JohnNixon. As is usual for July, the temperatures have been soaring, but we still have something to celebrate these events with “appropriate ceremonies • In 1777, Bristol, R.I. and smile about every day! I want to wish everyone a happy and healthy Independence Day. We and activities.” celebrated July 4 by firing have a very exciting month planned for you, so make sure to check the calendar for dates and The International Ice Cream Association 13 gunshots, once in the event times. -
Film Review Aggregators and Their Effect on Sustained Box Office Performance" (2011)
Claremont Colleges Scholarship @ Claremont CMC Senior Theses CMC Student Scholarship 2011 Film Review Aggregators and Their ffecE t on Sustained Box Officee P rformance Nicholas Krishnamurthy Claremont McKenna College Recommended Citation Krishnamurthy, Nicholas, "Film Review Aggregators and Their Effect on Sustained Box Office Performance" (2011). CMC Senior Theses. Paper 291. http://scholarship.claremont.edu/cmc_theses/291 This Open Access Senior Thesis is brought to you by Scholarship@Claremont. It has been accepted for inclusion in this collection by an authorized administrator. For more information, please contact [email protected]. CLAREMONT McKENNA COLLEGE FILM REVIEW AGGREGATORS AND THEIR EFFECT ON SUSTAINED BOX OFFICE PERFORMANCE SUBMITTED TO PROFESSOR DARREN FILSON AND DEAN GREGORY HESS BY NICHOLAS KRISHNAMURTHY FOR SENIOR THESIS FALL / 2011 November 28, 2011 Acknowledgements I would like to thank my parents for their constant support of my academic and career endeavors, my brother for his advice throughout college, and my friends for always helping to keep things in perspective. I would also like to thank Professor Filson for his help and support during the development and execution of this thesis. Abstract This thesis will discuss the emerging influence of film review aggregators and their effect on the changing landscape for reviews in the film industry. Specifically, this study will look at the top 150 domestic grossing films of 2010 to empirically study the effects of two specific review aggregators. A time-delayed approach to regression analysis is used to measure the influencing effects of these aggregators in the long run. Subsequently, other factors crucial to predicting film success are also analyzed in the context of sustained earnings. -
Titans Shut out Matadors Author Advocates Inclusivity
Thursday October 26, 2017 The Student Voice of California State University, Fullerton Volume 102 Issue 30 The third Starbucks Rapper Adrian Baseball season is on campus officially Gamboa plays around the corner and opened in the an original set CSUF will introduce TSU with a ribbon at the Becker new Titans in fall cutting ceremony. Amphitheater. exhibition match. News 2 Lifestyle 4 Sports 8 Author advocates inclusivity Dog helps prevent crime Campus police seek assistance finding suspicious man. HANNAH MILLER Staff Writer A Cal State Fullerton stu- dent was walking her dog around student housing late Tuesday night when she saw a man standing alone in an al- leyway watching her. After a few moments, the man began to follow her. Quick- ening in pace, the suspicious man passed her and went to Lot J, where he got into a black car. Thinking the situation was over, the student and her dog GABE GANDARA / DAILY TITAN continued on. While walking The Pollak Library and the Department of Child and Adolescent Studies co-sponsored a talk and book signing event with Jessica Herthel, co-author of the through the Ruby Gerontology transgender inclusive children’s book ‘I am Jazz.’ Center, she saw the same black car parked outside of the ROTC Jessica Herthel’s ‘I rights, informing them Pollak Library Wednesday Herthel said. transgender issues. center. The man got back out of from an early age that peo- about the children’s book The book, published in The event at CSUF was his car and approached her. am Jazz’ promotes ple have different skin col- “I am Jazz” that she co- 2014, is told through the co-sponsored by the Pollak Sensing its owner’s appre- transgender issues. -
Saw 3 1080P Dual
Saw 3 1080p dual click here to download Saw III UnRated English Movie p 6CH & p Saw III full movie hindi p dual audio download Quality: p | p Bluray. Saw III UnRated English Movie p 6CH & p BluRay-Direct Links. Download Saw part 3 full movie on ExtraMovies Genre: Crime | Horror | Exciting. Saw III () Saw III P TORRENT Saw III P TORRENT Saw III [DVDRip] [Spanish] [Ac3 ] [Dual Spa-Eng], Gigabyte, 3, 1. Download Saw III p p Movie Download hd popcorns, Direct download p p high quality movies just in single click from HDPopcorns. Jeff is an anguished man, who grieves and misses his young son that was killed by a driver in a car accident. He has become obsessed for. saw dual audio p movies free Download Link . 2 saw 2 mkv dual audio full movie free download, Keyword 3 saw 2 mkv dual audio full movie free. Our Site. IMDB: / MPA: R. Language: English. Available in: p I p. Download Saw 3 Full HD Movie p Free High Quality with Single Click High Speed Downloading Platform. Saw III () BRRip p Latino/Ingles Nuevas y macabras aventuras Richard La Cigueña () BRRIP HD p Dual Latino / Ingles. Horror · Jigsaw kidnaps a doctor named to keep him alive while he watches his new apprentice Videos. Saw III -- Trailer for the third installment in this horror film series. Saw III 27 Oct Descargar Saw 3 HD p Latino – Nuevas y macabras aventuras del siniestro Jigsaw, Audio: Español Latino e Inglés Sub (Dual). Saw III () UnRated p BluRay English mb | Language ; The Gravedancers p UnRated BRRip Dual Audio by. -
Daybreakers and the Vampire Movie
16 • Metro Magazine 164 THERE WILL BE BLOOD Daybreakers and the Vampire Movie The enduring popularity of the vampire figure has led to some truly creative and original films as well as some downright disasters. Rjurik Davidson examines the current fascination with this genre and explores why the latest Australian offering fails to deliver despite its very promising beginning. HE VAMPIRE is the fantasy figure of the moment. Where only five years ago it was the ubiquitous boy magician Harry Potter who dominated fan- Ttasy film, now it is the vampire. Almost like a symbol of itself – transmit- ting dangerously out of control like a virus – the vampire has spread throughout popular culture, largely on the back of Stephenie Meyer’s wildly popular Twilight books and movies (Twilight [Catherine Hardwicke, 2008], New Moon [Chris Weitz, 2009]), so that there are now vampire weddings, vampire bands, a flurry of vampire novels and vampire television shows like True Blood. Recently, The Age reported that we are a nation obsessed with ‘vampires and AFL’ and that New Moon and Twilight were the most Googled movies in Australia during 2009.1 One of the great attractions of the vampire is that it can be a symbol for many things. As a symbol for the decaying aristocracy in Bram Stoker’s classic 1897 novel Dracula, the vampire has the allure of charisma and sex. Indeed, Dracula drew upon John Polidori’s 1819 portrait of Lord Byron in The Vampyre. In the symbol of the vampire, sex and death are entwined in the single act of drinking some- one’s blood. -
Using User Created Game Reviews for Sentiment Analysis: a Method for Researching User Attitudes
Using User Created Game Reviews for Sentiment Analysis: A Method for Researching User Attitudes Björn Strååt Harko Verhagen Stockholm University Stockholm University Department of Computer Department of Computer and Systems Sciences and Systems Sciences Stockholm, Sweden Stockholm, Sweden [email protected] [email protected] ABSTRACT provide user ratings and review services, e.g. products on This paper presents a method for gathering and evaluating amazon.com online store, tourist guides such as Yelp.com, user attitudes towards previously released video games. All and TripAdvisor.com, movie reviews such as user reviews from two video game franchise were collected. rottentomatoes.com, and many more. The video game The most frequently mentioned words of the games were community is no different. The content provider service derived from this dataset through word frequency analysis. Steam allows the users to vote and comment on games, and The words, called “aspects” were then further analyzed the website Metacritic.com present both expert- and user through a manual aspect based sentiment analysis. The final created reviews. User created content offers a vast and analysis show that the rating of user review to a high degree varied source of data for anyone who wish to explore the correlate with the sentiment of the aspect in question, if the user sentiment beyond the basic rating of previously data set is large enough. This knowledge is valuable for a released products. developer who wishes to learn more about previous games success or failure factors. In this study, we have performed an Aspect Based Sentiment Analysis (ABSA) [2] based on data gathered Author Keywords from user reviews regarding two video game series, on Sentiment; sentiment analysis; user created content; reviews Metacritic.com. -
Fat Tony__Co Final D
A SCREENTIME production for the NINE NETWORK Production Notes Des Monaghan, Greg Haddrick Jo Rooney & Andy Ryan EXECUTIVE PRODUCERS Peter Gawler & Elisa Argenzio PRODUCERS Peter Gawler, Adam Todd, Jeff Truman & Michaeley O’Brien SERIES WRITERS Peter Andrikidis, Andrew Prowse & Karl Zwicky SERIES DIRECTORS MEDIA ENQUIRIES Michelle Stamper: NINE NETWORK T: 61 3 9420 3455 M: 61 (0)413 117 711 E: [email protected] IMPORTANT LEGAL NOTIFICATION TO MEDIA Screentime would like to remind anyone reporting on/reviewing the mini-series entitled FAT TONY & CO. that, given its subject matter, the series is complicated from a legal perspective. Potential legal issues include defamation, contempt of court and witness protection/name suppression. Accordingly there are some matters/questions that you may raise which we shall not be in a position to answer. In any event, please note that it is your responsibility to take into consideration all such legal issues in determining what is appropriate for you/the company who employs you (the “Company”) to publish or broadcast. Table of Contents Synopsis…………………………………………..………..……………………....Page 3 Key Players………….…………..…………………….…….…..……….....Pages 4 to 6 Production Facts…………………..…………………..………................Pages 7 to 8 About Screentime……………..…………………..…….………………………Page 9 Select Production & Cast Interviews……………………….…….…Pages 10 to 42 Key Crew Biographies……………………………………………...….Pages 43 to 51 Principal & Select Supporting Cast List..………………………………...….Page 52 Select Cast Biographies…………………………………………….....Pages 53 to 69 Episode Synopses………………………….………………….………..Pages 70 to 72 © 2013 Screentime Pty Ltd and Nine Films & Television Pty Ltd 2 SYNOPSIS FAT TONY & CO., the brand-new production from Screentime, tells the story of Australia’s most successful drug baron, from the day he quit cooking pizza in favour of cooking drugs, to the heyday of his $140 million dollar drug empire, all the way through to his arrest in an Athens café and his whopping 22-year sentence in Victoria’s maximum security prison. -
Only the Dead
SCREEN AUSTRALIA PRESENTS IN ASSOCIATION WITH SCREEN QUEENSLAND AND FOXTEL A PENANCE FILMS / WOLFHOUND PICTURES PRODUCTION ONLY THE DEAD PRODUCTION NOTES Running time: 77:11 ONLY THE DEAD Directed by BILL GUTTENTAG and MICHAEL WARE Written by MICHAEL WARE Produced by PATRICK MCDONALD Produced by MICHAEL WARE Executive Producer JUSTINE A. ROSENTHAL Editor JANE MORAN Music by MICHAEL YEZERSKI Associate Producer ANDREW MACDONALD • SCREEN AUSTRALIA /PRESENTS A PENANCE FILMS / WOLFHOUND PICTURES PRODUCTION IN ASSOCIATION WITH SCREEN QUEENSLAND AND FOXTEL ONLY THE DEAD One Line Synopsis What happens when one of the most feared, most hated terrorists on the planet chooses you—personally—to reveal his arrival on the global stage? All in the midst of the American war in Iraq? Short Synopsis Theatrical feature documentary Only the Dead is the story of what happens when one ordinary man, an Australian journalist transplanted into the Middle East by the reverberations of 9/11, butts into history. It is a journey that courses through the deepest recesses of the Iraq war, revealing a darkness lurking in his own heart. A darkness that he never knew was there. The invasion of Iraq has ended, and the Americans are celebrating victory. The year is 2003. The international press corps revel in the Baghdad “Summer of Love”, there is barely a spare hotel room in the entire city. Reporters of all nationalities scramble for stories; of the abuses of Saddam’s fallen regime; of WMD’s, of reconstruction, of liberation. There are pool parties, and restaurant outings, and dinner-party circuits. Occasionally, Coalition forces are attacked, but always elsewhere, somewhere in the background.