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Sentiment Analysis In A Movie Review
Abstract While sentiment analysis provides fantastic insights and has a wide range of real world applications, the overall sentiment of a piece of text won t always pinpoint the root cause of an author s opinion. Certain types of documents, such as movie reviews, may contain fine grained sentiment about different aspects about the service that are mentioned in text. A review about a movie may contain opinionated sentences about its story, cast and direction. This information can help users understand the positive and negative parts of a movie. Aspect based sentiment analysis makes it easier to identify and determine the sentiment towards specific aspects in text. To identify different aspects of a movie, the application needs to determine the context of a particular sentence or group of sentences in the movie review. These contextual groupings can then be mapped to various aspects of a movie, hence enabling us to score aspects based on their sentiment.
Currently there are a large number of systems that are targeted at feature extraction from a set of data, which further helps in opinion mining and frequent feature extraction. ... Show more content on Helpwriting.net ...
One is a simple NaiveBayes classifier for review classification. The other is the implementation of doc2vec model which generates relative vectors of word embeddings. [5] After the infrequent feature extraction is performed on the NYT movie review text, each opinion sentence is sent to this sentiment analysis module. The module deals with one system identifying the classification of the input text. The other system gives a score to the text which denotes how strong the sentiments behind the input text are. The datasets used for training are the IMDB movie reviews for review
Personal
In November 2015, my world was changed because my daughter was born. As a new mom, I had a hard time getting through baby blues due to sleep deprivation, breast engorgement, worrying about insufficient breastmilk and being a good mom. I felt isolated and lack of social support since I was the first one being a mom among my friends, as a racial minority in the U.S. and an international student. At the one month checkup, I did a survey from the pediatrician about postpartum depression, and I got 7 points out of 10. I decided to go out and looked for new mom groups and talked to them; I realized that I was not alone. The experience inspired me to find solutions to benefit new moms and this community and to explore the role of technology in personal... Show more content on Helpwriting.net ... I worked as a user experience/ web designer intern for Illumina, a biotech company based in San Francisco Bay area. My daily work included user interview, finding the right problems, created a scenario, designed wireframes and flow, and developed prototypes rapidly. As a designer, I have to make decisions every day, with a reason. The rationale behind each design decision either comes from the interview data/ field notes while observing or from the design and behavior theories. I also did usability testing with users and based on the result; I modified the design, and finally, I developed a new intranet system in 3 months. Last month, I received an email from my supervisor at Illumina and was glad to know they are still using the website that I designed.
Alongside the growing interest in HCI, I am more concerned about the wellness of people, particularly after becoming a mother. I care about the health of my family and other families like us, and the community. I was particularly interested in human/ computer interaction in the context of personal health, exploring how technology can support the upper stream of health behaviors, including self reflective methods. Also, I was keen on understanding user behavior, and learning how users interact with the
The story of Tony Manero Essay
The term disco often brings to mind, images of polyester suits, coordinated choreography and flashy disco balls. John Badham s 1977 cinematic classic Saturday Night Fever capitalized on those images to help mainstream society relate to this growing subculture. John Travolta s portrayal of Tony Manero, a down on his luck heterosexual male, who uses discoas a means of escape from his everyday life, helps to demonstrate Hollywood s encroachment on this growing cultural phenomenon. What Badham s film fails to explore is the history of disco; the influence that it had on underground society in the United States. The story of Tony Manero lacks the colourful history of this musical tradition. For example, the film does not explore the... Show more content on Helpwriting.net ... After the Stonewall Riots in 1969, gay Americans began to develop a new collective persona and disco offered them a foundation on which they could build that identity upon. This collective identity was most commonly shared in the discothèques themselves. The gay community quickly realized the importance of establishments that serviced gay cliental and while organizations like the Gay Activist Alliance existed to fight for gay equality on a political level, discothèques helped them fight for cultural equality. As the decade progressed, the sophistication of the gay club scene grew tremendously. Disco soon became the most effective tool in the struggle for gay liberation . Soon, the gay community began to move away from brothel style clubs and started to develop a discothèque culture. With this shift, came a change in the way the gay community approached disco music and its lifestyle. By shifting the focus of clubs away from sex to music and dancing, the gay community began to develop a more diverse form of culture. These new clubs that focused on music helped to foster a greater sense of legitimacy which could be seen in the collective resistance of disco music at the time. Artists like Carl Bean, whose cover of Charles Harris s song I Was Born this Way which was one of the first songs to explore gay sexuality in such open terms, helped to unify homosexual men.
Summary Of The Daring Recuse
The Daring Recuse
One sunny day Luke Skywalker and Leia Organa were walking to a park near their house. When out of nowhere a black Suburban pulled up alongside the twins, and the driver asked if they wanted a ride to the park. Luke and Leia both said no , but suddenly the Stormtroopers that were with the driver walked up behind the twins catching them off guard. The Stormtroopers knocked out the twins and catching them before they hit the sidewalk. When they got the twins in the black Suburban they sped down the road (toward an abandoned warehouse). When the twins did not return home at 1:30 p.m. Luke and Leia s parents Anakin and Padmé started to worry, so they called the Miami Dade police. After an hour Lieutenant Horatio Caine came to the Skywalker residence to talk to the parents of Luke and Leia and where they were headed to. (There were several witnesses that said that they saw a black Suburban pull up alongside the twin.) The Miami Dade police department got right to work to find the missing twins. Meanwhile the black Suburban finally came to a stop outside an abandoned warehouse. The Stormtroopers got out of the black Suburban and pick up the twins and took them inside the warehouse. Back at the police station Lieutenant Horatio Caine and his team were working hard trying to find the twins. Meanwhile at the warehouse the twins were just waking up to find that they were tied to a chair. The twins were freighted and they just wanted to go home, but what they don t know is that the Miami Dade police were searching for them. That is when Han Solo stepped out from behind the black Suburban. As he approaches the freighted twins he asks them Do you know why you are here? Luke says No. and Leia says the same thing. Han says let me tell you I work for the Emperor of the Galactic Empire and he wanted Anakin Skywalkers children because they would powerful and would make great Sith lords possibly more powerful than Anakin. That is why you are here. Meanwhile Lieutenant Horatio Caine and the Miami Dade police are investigating the kidnapping of Luke and Leia. Meanwhile at the abandoned warehouse the Stormtroopers were hurting the twins (breaking Luke s left arm, right leg, a few ribs as well as his left
The Hobbit Songs
The mountain smoked beneath the moon; The dwarves, they heard the tramp of doom.(15) The Hobbit by J.R.R. Tolkien is a tale comprised almost solely of mystique and heroics. One facet of this precious story is given through song. The songs are meant to give a picture of the past and also to foreshadow what is to come. In the case of the dwarf party, their songs spoke of a past event, the moving of a wind over the land, and their triumphant return to the halls of their ancestors. Song singing is a great medium for sharing information as well as feelings, and Tolkien used this medium well. First, the first song we hear through the book is Misty Mountain and was sung by the dwarves pining for their ancestral home. Thorin started the song and all joined in the retelling of their greatest defeat. They sing of a return to their home and of the wondrous happenings that once occurred there. Smaug s coming is the solemn climax of this sorrowful song. The mountain smoked beneath the moon; The dwarves, they heard the tramp of doom. They fled their hall to dying fall Beneath his feet, beneath the moon. (15) Grimly Misty Mountain sets up the book as a serious journey of a wronged people to restore their honor and family. The song delves deeper into the dwarves character and shows the determination to get justice and reclaim what is theirs, but in addition it shows them as a sophisticated race that were once kings and craftsmen. Misty Mountain leaves you feeling haunted and in
The Seventh Seal And Wild Strawberriess By Ingmar Bergman
By 1957, Swedish filmmaker Ingmar Bergman had already established himself in the industry with films like The Seventh Seal and Wild Strawberries. These films served as a foundation for his work that would only go deeper into the exploration of the meaning of art film. After being hospitalized for a long period of time, Bergman started writing a new film, which would eventually be his 1966 Persona. Persona serves as Bergman s first film that delved deeper into the process of exposing cinema in a self reflexive way while tackling themes of one s identity. Through techniques of using shadows and intercutting, Bergman helped push a narrative revolving around two women and their identities that went deeper in the realm of self reflexivity than... Show more content on Helpwriting.net ... In Persona, one of the most memorable shots of the whole film is the moment in which Alma is giving Elisabeth the truth about herself. The speech is given from two perspectives; in one instance, we see Alma speaking and the other we see Elisabeth listening and only Alma s voice. Whether there is a universal interpretation of this moment or not, the facts are that the two women s faces blend together at the end of Alma s speech suggesting that maybe the two women are the same person or Elisabeth has projected her conscious into Alma. Bergman didn t know he was going to use this shot when they were shooting, but it became something he and cinematographer Sven Nykvist worked on together. Along with this particular shot, there s also the intercutting of images at the beginning that was done in post to create the white border around the frame, which made the images smaller than the film itself. These elements created a distinction between the introduction and the narrative, although at times the two seemed to run together such as when Alma looks into the camera and the effect of the projection malfunctioning happens. In Fight Club, David Fincher took similar post production actions with intercutting of pornographic images, but most of all the scene in which Tyler Durden looks directly into the camera and delivers a monologue about self actuality and how
Peroxydisulfate And Iodide Clock Reaction
Individual Investigation
Title
Aim
To investigate the effects of changing the concentration of the reactants and catalysts in the peroxydisulfate/iodide clock reaction. The six investigations differ by either changing the concentration of reactants (potassium peroxydisulfate and potassium iodide), changing the concentration of catalyst, changing the catalyst used, and by changing the temperature of the solutions. The clock reaction method was used as a way of measuring the rate of reaction so I could see how the varying concentrations and temperatures affected the rate of reaction.
Introduction
I am investigating the peroxydisulfate/iodide reaction. This is a clock reaction and so involves measuring the rate of reaction, whilst observing how ... Show more content on Helpwriting.net ... The sum of x and y will give the overall reaction order. The orders of reaction are based on the kinetics of the reactants and so can only be found after the experiments have been completed. The can be worked out using the initial rate method, in which experiments are repeated using different concentrations, then the initial rate of the reaction is calculated (using 1/time as shown above). The initial rate is then plotted against the concentration on a graph, showing the order of the reaction. There are four known orders of reaction; zero order, first order, second order, and third order. Zero order reactions have a rate that is not dependent on the concentration of the reactants. Therefore, this is easily identifiable on an initial rate against concentration graph as it is shown as a straight, horizontal line (see Figure 1). So, if the concentration of the reactant/s is increased, the initial rate of reaction will not change, and so the concentration of the reactant is proportional to the time (Rate = k). If the orders of reaction with respect to each reactant used in the peroxydisulfate/iodide clock reaction are zero order, they can be written as the
Building Codes Analysis
The practice of building codes is to ensure the safety, structural stability and health. Through the years many codes have been imposed to fix problems have occurred in the construction of the building or after it been constructed. Building codes are interpenetrated different depending on the location it s being built. This is due to local officials of the area who have the power to change codes or arrange than to meet the requirement for the area. The reason every country, state, and the city have their own way to interpenetrate codes differently is because the buildingmust adapt to the surrounding area. When the architectbeing designing a set of drawing not only does he or she has to meet all the requirement for the building itself but the requirement needed to build in the area. For example, a building in Colorado and a building in Florida will have different codes in place that give the building many characteristics. One code that would be different is frost line this mean how depth the ground doesn t freeze in the winter. Since Colorado tend to be very cold in winter reaching low temperature the frost line will be deeper than Florida that stays warm all most all year. According to Allen, E., Iano, J. (2013). Local code officials regulate accredited laboratories and testing facilities to develop safe, cost effective, timely construction methods. With the help of local official testing new method of construction allow architects to develop a new... Show more content on Helpwriting.net ... If one of the people from the design team fails to follow a building code local officials can suspend the construction or charge the company for not following the required minimum for the building. It s the best interest of the architect, engineer or general contractor to stay up today with building codes and don t interpret the codes in a wrong
The Controversy Over U.S. Domestic Surveillance
Ever since the September 11, 2001 terrorist attack on the World Trade Center, the Pentagon, and an area in Pennsylvania, in which nearly 3,000 helpless individuals were killed, the U.S. Congress began to pass legislation that would strengthen the United State s counterterrorism efforts. Less than a month after the horrific attack, the National Security Agency (NSA) started a special collection program with intentions to track communications among suspected terrorists and Al Qaeda leaders. Then on October 4, 2001, President George W. Bushauthorized the NSA to monitor domestic communications in order to track down suspected terrorists. Two problems shortly arose from Bush s decision: the fact that his authorization to NSA was carried out in secret and also that monitoring the domestic communications was done without a warrant. This proved to be illegal since the 1978 Foreign Intelligence Surveillance Act states that the government is prohibited from eavesdropping inside the United States without first getting a warrant from the Foreign Intelligence Surveillance Court (FISA court). In order to counteract the issues he had caused, on October 26, 2001 Bush signed the Patriot Act; a law that would expand the government s electronic surveillance powers. After signing this law Bush stated, The existing law was written in the era of rotary telephones. This new law that I sign today will allow surveillance of all communications used by terrorists, including emails, the
Impact Of New Orleans On The Orleans
Robert Mayhue
Geography
Mr. Sullivan
October 5, 2014
Katrina
New Orleans as time has progressed has become more susceptible than most cities when it comes to the detrimental power of hurricane force and storm surges. There are two reasons for this. The first is that New Orleans has a very low elevation relative to the surrounding sea level, the second is the lack of Louisiana s natural defense against storm surges; that is the coastal wetlands and its barrier islands. The location of the city has always been very low in relation to the sea level, but the amount of human growth and expansion has caused the city to sink deeper into the landscape. When New Orleans was originally being laid out they were in short supply of good, usable ... Show more content on Helpwriting.net ...
There were many storms that hit the gulf coast, but Katrina was a wakeup call. As Katrina grew stronger and stronger, the warnings were crystal clear. As said by National Hurricane Center Director Max Mayfield Aug. 28 as the storm approached; All signs point to it becoming one of the strongest hurricanes ever to hit the United States.
One Weather Service meteorologist even voiced a very prophetic Katrina announcement, stating that: Most of the area will be uninhabitable for weeks.
Even though the warnings were dire many people it believed as if very few in government had heard their calls for help. Below is a partial transcript of an interview with a resident of New Orleans after the flooding happened;
I can t know I cant get out. How am I [sigh] expected to get out? . I m scared, I m so scared. I don t know what is going to happen,
The main big failure was the levee system. Three hundred fifty miles of levees and floodwalls that were created to protect the city of New Orleans failed and the flooding allowed the entire Ninth Ward and much more to be swept away. A field reporter described it as this after a few days of the flooding; Over 80 percent of the area is under water, the residents are dealing with some of the worst of human conditions in the world, definitely in the United States.
In the beginning, the Army Corps of Engineers insisted it was not at fault for the failure of the levees.As stated by Gen.
Soap Operas Vs Pop Culture
When WGN Radio in Chicago first aired Painted Houses in 1930, a uniquely American form of entertainment came into the world (Allen, 1985). In the eighty seven years since its birth, the American daytime soap opera has entertained the masses through a great depression, two World Wars, and 15 Presidents. The programs go by the moniker soap operas because the first producers and sponsor of the programs were soap manufacturers such as Proctor and Gamble (Allen, 1985). Since their introduction, the soap genre has captured the imaginations of millions and frequently influenced other forms of entertainment. Sadly, today this beloved and persuasive pop culture pioneer is at risk. At the present time, the number of American soap operas... Show more content on Helpwriting.net ... Such celebrities include; Demi Moore, Meg Ryan, and Brad Pitt, just to name a few (Barnes, B., Instyle.com). Furthermore, some established A list actors and actresses seek out roles on soaps as fans of the show themselves. One example is the case of Elizabeth Taylor seeking out a role on General Hospital in the 1980 s. Naturally, Gloria Monte, General Hospital head writer at that time, honored Taylor s wish and cast her in the role of Helena Cassadine (Ford, 2010). Similarly, General Hospital again created a role for James Franco in 2009 when he took on the part of Robert Franco an artist/serial killer. Finally, celebrities aside, soap operas, as an undeniable pop culture phenomenon, have been relevant and thus significant to countless everyday Americans and American households over the past eight plus decades. Soaps, originally designed to appeal to the average American, normally have at least one viewer in the midst of most families, while some families have several soap watchers, who make viewing a daily family ritual (Healy, 2012). Stay at home wives and mothers, the first target demographic of the daytime drama, historically felt the influence of soap operas first, then shared that influence with the rest of the family, often times without the rest of the family even realizing. One example of this is the number of children who share the name
