Street Art Legalization

â€Å"Imagine a city where graffiti wasn't illegal, a city where everybody drew whatever they liked. Where every street was awash with a million colours and little phrases. Where standing at a bus stop was never boring. A city that felt like a party where everyone was invited, not just the estate agents and barons of big business. Imagine a city like that and stop leaning against the wall – it's wet. † (Banksy 85) Graffiti is a global form of expression that is untamed but uses similar methods as advertisements, yet is illegal in most cities.Street art is a way of spreading your name or message, just like a company puts up billboards to get their product to their demographics. Graffiti and Street art in general are just terms for the urban art form of scribing or painting on public space with a message or name. The culture of graffiti is very hard to control since all of the tools needed are in the average person’s home already. Street-Art should be legalized bec ause it is less destructive than advertisements and they are displayed in the same methods.Tagging is the first step in becoming a graffiti writer, It is an artist’s baby steps in to the urban art form known as graffiti. A tag in graffiti is an artist’s signature. It represents who you are, where you’re from, and why you write. As the graffiti writer â€Å"Earsnot† said, â€Å"Tagging is like a timeline† you can follow the tags and see where the person has been that day just by the color of their ink (‘Infamy’) â€Å"The term ‘graffiti’ derives from the greek graphien which means to write† The current meaning of graffiti came to being because that is what the drawings and â€Å"marks found on ancient Roman architecture†(Phillips Par 1).Writers for the majority will not sign their real names; they instead use nicknames, codes, or symbols within complicated lettering systems† (Phillips Par 4). Graffiti us ually gets a bad reputation because people see the beautiful murals and wonder why the same artists create ugly scrawl. Graffiti comes in many forms and people really need to understand that. Since there aren’t any two writers at the same level, and all writers are at different steps in the art form. You cannot simply pick up a paint can and created perfect typography and detailed illustrations, no matter what your level of art is in any medium. The grimy, dirty, dripping tag signature comes from the same hands as the enormous multicolored murals† (Gastman 127). Many people say why do graffiti artists tag when they can just do murals. â€Å"Some people want to make the world a better place. I just want to make the world a better-looking place. If you don’t like it, you can paint over it! † (Banksy par 15), in this quote the London street-artist Banksy is stating that he doesn’t care if you paint over or buff his work since he is just going to keep d oing it. So the government is just wasting paint and money.Street Art is a form of graffiti that uses the same way of portraying the artists work but with different tools and mediums. One of the most common means of getting street-art up is with the use of stencils. Where the artist will take cardboard or plastic and make a cutout into the material, usually displaying and icon or figure. Another common method of street-art is wheat pasting which where you create a poster sketched or printed on larger paper and then create a glue like substance using cornstarch and some form of an epoxy.Some street-artists and graffiti artists alike will â€Å"sticker-bomb† which is where the either print stickers with a message or use shipping labels with a hand drawn character or tag and they will put them on walls, signs, windows, etc. Since it is a much quicker way than using a marker or a can of spray paint where you might get caught in the act if you are not very quick or in a rather cro wded place. Graffiti is a cultural phenomenon that cannot be controlled. Every culture that currently exists or has existed has had its own form of graffiti.Modern graffiti is thought to have originated during the Greek empire with political ideas and criticism that people would scribe onto the walls since it would be a definite way that the government would see it. Graffiti cannot be pure vandalism because it can be traced to almost every known society. Also graffiti writers cannot be classified as a single type of person, people who write come from every background. â€Å"Graffiti is a cross-cultural phenomena common to every literate society.Within the variable contexts of their production, graffiti personalize de-personalized space, construct landscapes of identity, make public space into private space, and act as promoters of ethnic unity as well as diversity. Graffiti can be understood as concrete manifestations of personal and communal ideologies which are visually striking, insistent, and provocative; as such, they are worthy of the continued attention of art historians, social scientists, and policy makers alike. † (Phillips 9) Graffiti is going to occur whether it’s legal or not.If government legalized graffiti in public space, the overall crime rate would go down because it would not be added into the statistic of crimes that occurred and governments would not have to pay people to buff out the graffiti. Advertisers capitalized on graffiti strategies. Strategies that started to flourish in the early 1980’s in the New York where innovative writers such as â€Å"Cornbread† would do graffiti on subways and later busses. â€Å"You owe the companies nothing. You especially don't owe them any courtesy.They have re-arranged the world to put themselves in front of you. They never asked for your permission, don't even start asking for theirs. † (Banksy 160) As said by Claw â€Å"Im making my stamp and I want it everywhereà ¢â‚¬ ¦ † (‘Infamy') this is exactly what companies are saying when they purchase advertisement space. Advertising and graffiti function on a phenomenological element to arouse the viewer's curiosity. They rely on the sheer amount of coverage and penetration, just as brands do to grow.If you look into a crowd of people on almost every person you see you can recognize the company that created their clothing. They rely on the quality of the delivery to embed themselves into the viewer’s perception. â€Å"Brandalism; Any advertisement in public space that gives you no choice whether you see it or not is yours. It belongs to you. It's yours to take, rearrange and re-use. Asking for permission is like asking to keep a rock someone just threw at your head† (Banksy 160). Society has an impact on artists.In popular culture where advertising is seen thousands of times a day it evokes a desire in people to make there mark on this world. The empty promises of ads get f lipped upside down when a writer realizes they possessed his or her own ‘brand'. The effect of advertising on young children may have been the catalyst for this global art movement. â€Å"The people who run the cities† do not recognize graffiti because they believe nothing has the right to exist unless it makes revenue. But if you just value capital then your belief is insignificant (Banksy 7). 1 year old Coda Explains, â€Å"Basically, when I look around, I see us living in a modern day Babylon, full of temptation, sin, distraction, corruption, injustice, and misguided fools being mentally enslaved. It seems to me the only way to wake people up from this kind of numbness is to destroy what they know: Their business, their places of commerce and their biggest place of gathering, the cities! Put it on their trains, on the lines they take to work, on their rooftops, on their highways, on anything just to make some people realize that culture isn't ost and that, at the ve ry least, a small group of kids is fighting to keep it alive† (Tucker 1). Graffiti should be legal because it is less destructive to people than advertisements and they are displayed in the very similar methods, yet people are shocked to see it. Graffiti approaching them not in a gallery, but on the streets.. One of the main point that I am trying to prove through this paper even though it isn’t mentioned is, why is the government persecuting people trying to create art and shape the way that modern history is unfolding.

Microbiology: Bacteria and Fresh Yogurt Slide

Bacterial Morphology Demonica Britt Microbiology DL1 March 23, 2013 Abstract This lab was performed to identify and familiarize with a microscope while precisely observing various bacterial shapes and their arrangements in different types of specimens of bacteria. The microscope parts and capabilities were clearly identified and used successfully and the bacteria were clearly illustrated showing the bacterial shapes and arrangements with all the appropriate magnification being utilized.Through various magnifications using 10x, 40x and 100x oil immersion lenses, the bacteria specimens, along with fresh and prepared yogurt, demonstrated full visual optical views of their shapes and how the different types were displayed at different levels of magnification. Purpose The purpose of the experiment was to gain full knowledge and experience of operating a microscope while being able to successfully visualize different types of bacterial and yogurt specimen’s shapes and arrangements u sing several magnification techniques by way of 10x, 40x,100x oil immersion lenses and a light source.The main purpose was to observe the shapes and arrangements of microbial bacteria and yogurt. Procedure The lab involved self-provided and labpaq materials to perform several exercises to obtain the purpose of the lab. The lab began with the proper identification of all components of the microscope and their functions. This allowed for preparation of the objective of being able to view specimens at various magnification levels and recognizing their different shapes and how they are arranged contingent upon those identified within the lab itself and the microbiology textbook.Several different slides were observed under 10x and 40x lens magnification: Paramecium conjugation, Yeast, Amoeba Proteus, Ascaris eggs, Anabaena, and Penicillium. This allowed vivid illustrations of the specimens notating their shapes and how they are arranged. The bacteria were observed through the eyepiece at the appropriate focus, resolution, and contrast for maximum visibility. The next part of the lab exercise was observance under an 100x oil immersion lens for more prepared slides: Bacteria Coccus form, Bacteria spirillum, and Bacteria Bacillus form while still maintaining to observe the shapes and arrangements.Additionally, the fresh yogurt slide that was sitting for 24 hours in a dark, warm location was obtained for the next part of the lab experiment. The fresh yogurt slide was prepared by using a toothpick to place a small amount onto a fresh, clean slide with a slide cover placed on top. This was observed for comparison to the prepared yogurt slide included in the lab for any variations in forms. Upon completion of performing the lab, the prepared slides were safely put away, fresh slide washed carefully, fresh yogurt specimen safely discarded, and the microscope cleaned and returned to be stored with the protective cover.Data/Observations – (Data Tables & Photos of Labe led Pics & Observations) The bacteria slides clearly displayed the various types of bacteria shapes and showed how each follow a specified arrangement. Under the lowest magnification the object is relatively smaller and not as easy to see the full format. Whereas the higher the magnification, the bigger and more enhanced the view of the bacteria becomes making the shapes and arrangements relatively obvious. It appeared to become clearer the bigger the object projected to my eye.It became life size in a sense where as it was an image that could be clearly defined, described and duplicated if necessary. The fresh yogurt slide that was set for 24 hours was a more enhanced feature for observing bacteria in yogurt. Its view was very detailed and its shape more recognizable. While the prepared yogurt slide was a more faint view and the color appearing duller. It was visible to me that bacteria in yogurt was more spherical in shape, cocci. Results A. What are the advantages of using bleach as a disinfectant? The disadvantages? The advantages of using 70% alcohol?The disadvantages? Bleach is a common household disinfectant that kills 99. 9 percent of germs whereas others cannot approach this effectiveness. It can be used to sanitize. It can be a disadvantage as it can be inactivated by presence of an organic matter and it has a strong odor and it has a short life in the liquid form that can be sensitive to heat and sunlight. The advantages of using 70% bleach is that it can be capable of killing most bacteria which is safe for skin contact and it prevents dehydration and the alcohol part of it affect the cells in various ways.Some disadvantages are that they are hazardous which contain compounds that are not safe and toxic to human form. B. List three reasons why you might choose to stain a particular slide rather than view it as a wet mount. C. Define the following terms: Chromophore: Acidic Dye: Basic Dye: D. What is the difference between direct and indirect staini ng? E. What is heat fixing? F. Why is it necessary to ensure that your specimens are completely air dried prior to heat fixing? G.Describe what you observed in your plaque smear wet mount, direct stained slide, and indirectly stained slide. What were the similarities? What were the differences? H. Describe what you observed in your cheek smear wet mount, direct stained slide, and indirectly stained slide. What were the similarities? What were the differences? I. Describe what you observed in your yeast wet mount, direct stained slide, and indirectly stained slide. What were the similarities? What were the differences? J. Were the cell types the same in all three specimen sets:Â   yeast, laque, and cheek? How were they similar? How were they different? Conclusion/Discussion Upon performing and completing the experiment I learned that the microscope is a very delicate tool that allows the capability of viewing specimens too small for the human eye. With adjusting the focus, contrast, and resolution, the bacteria become more visible to the eye. On top of that, viewing the specifications at different magnifications the bacteria shapes and arrangements become more present within the specimen.Bacteria comes in different forms and shapes and just by arrangement alone, they can be classified morphologically. It was also visual that there are differences in a fresh slide containing bacteria compared with a slide already prepared. I did not expect to see the differences so vividly displayed, but after using the microscope it was determined that anything not visible to the naked eye still has the capability to be seen and the microscope is the perfect tool to use to be able to do so.

Southwest Airlines Case Essay Example | Topics and Well Written Essays - 1500 words

Southwest Airlines Case - Essay Example The essay "Southwest Airlines Case" discusses the Southwest's Human Resource Policy, its Organizational Culture and their Human Resource Management practices in terms of ensuring the success of their business model. The real reason for Southwest's success is its remarkable Human Resource Policy and its Organizational Culture. Southwest believes, and practices, that its employees are family and the culture is entirely informal. Teamwork is the watchword and practiced from the top down. The entire strength of 14000 plus employees work with each other, help out each other, indeed reach out to comfort and support co-workers facing difficult times even in private lives. The company has nine labor unions but they are nowhere like their counterparts in other airlines. In the last decade, there has been only one strike lasting six days by machinists. It has dominated the Californian skies for over two decades and now in 1994 controls 45% of the market share of the aviation sector. It has the lowest cost per available seat mile in the industry at 7.1 cents that is 30% lower compared to its nearest rivals United and Continental. It is a lone operator that has no code sharing arrangement with any other airline. People management has always fascinated everyone and various theories have been expounded to explain how people act and react in different situations. The primary image of an organization is akin to family, clan or tribe where relationships, needs, feelings, and skills are the characteristics of its members.

Critique of British Foreign Policy in Regard of Libyan Revolution 2011 Essay

Critique of British Foreign Policy in Regard of Libyan Revolution 2011 - Essay Example It also involves the analysis of the influence implied by the International community and the British Government. The Economy One of the interesting policies implored include the two primary sources of revenue for Libya’s transitional government being unfrozen assets and revenues from the oil industry. The role of the British Government and the international community become helping the Libyan authorities to develop the transparency and accountability mechanism necessary to ensure that the public finances in Libya are spent equally and in a rational manner.1 Another priority going forwards will be the development of Libya’s economy beyond its oil industry. In addition to creating employment, economic diversification is pertinent to ameliorating democratic accountability which is realized when a government is incapable of solely drawing on revenues accrued from natural resources for its income, but must also rely on the enterprise of its citizens. 2 Security Rival militi as continue to operate beyond the control of the National Transitional Council (NTC), in multiple areas including in the capital Tripoli. The holistic make-up of the nouveau transitional cabinet has unequivocally channeled it efforts towards ameliorating the sentiments of militia which gravitate towards their community/area being adequately represented at the decision-making table. The NTC’s declare interest in integrating militia into the defense forces of the state is indisputable in tandem with security concerns of the state. Concurrently, this will result in accomplishing the twin objectives of availing militiamen with opportunities for employment and bolstering the country’s underdeveloped security capabilities.3 The role for the British Government and the international community in Libya’s Domain is split in two. The assisting in the equipping and training of the Libyan security and the police force regardless of the fact that the NTC remains reticent to i nclude outsiders in its security affairs at the present state. The second part is assisting the Libyan authorities to secure the huge number of weapons including chemical weapons, which are unsecured.4 The Tripoli authorities are trying effortlessly to get the situation in the nation’s capital under control. An ultimatum has been issued to the brigades that insist that they should leave by 20th December. This was done in conjunction with the Tripoli Military council insisting that the streets would be barricaded if the external militias had not conceded by then. The NTC’s interim prime minister contradicted to the councils implying that confrontations were not the best way around the situation. Regardless of this, an announcement was made that a major militia group of freedom fighters alien to Tripoli had agreed to leave. He decided not to mention the identity of the militia group though leading to slight speculation on the validity of the statement.5 Others members of the interim government further portrayed their support for believing that militias could be persuaded to leave or disarm from the capital though this was made with no profound deadline. Future Role of Islamist movements in Libya The function of Islam in Libya’s public and political life is highly likely in its future structure. However, the aspiration for democracy in Libya is legit and almost no Libyan is interested in the entrenchment of a theocratic state.

Ethics in Cyberspace Essay Example | Topics and Well Written Essays - 750 words - 4

Ethics in Cyberspace - Essay Example he clause â€Å"coding HTML or a computer graphic.† Therefore when a copyrighted material is uploaded on the internet it is still supported by the copyright law and should not be published publicly without consent from the owner or the author of the material. This is the most overlooked information on the net. Uploading a copyrighted work is like selling a pirated copy of it without paying the author, publisher or producer of the material. There might be servers or webhosts who would say that they should not be held responsible for the uploaded materials of its clients or users. This should not be the case. BT has let its users upload data and information protected by copyright in their system. Though they are not the so-called culprits themselves they should be responsible in ensuring that no legal laws would be infringed during their money making process. In the UK, it is the responsibility of the British Computer Society (BCS) to set the guidelines and protocols in regulating the behaviour of the society members towards professional affairs. The guidelines set by the BCS are considered a notch higher compared to the general law. As a member of a more restricted organization, since it is handling a very wide area of responsibility which is the cyberspace, one should assure adherence as non-compliance to the guidelines and protocols can result to either suspension or expulsion from the organization depending on the action done. The BCS Code of Conduct somehow seems to be the censor who regulates how IT professionals should act. There are notes on what and what should not be done by members as it can jeopardize its membership. One thing that can take as an example is the clause â€Å"seek to improve professional standards through participation in their development, use and enforcement.† However with the widespread piracy and the ft in cyberspace, it can be questioned as to how much integrity is there left for IT professionals who are upholding the ethics and conducts

Institute for Regenerative Medicine (CIRM) Essay

Institute for Regenerative Medicine (CIRM) - Essay Example This, therefore, has resulted to an open innovation concept where organizations discover that all the components of innovation do not have to originate from within the institution. However, they can increase or accelerate their efforts by obtaining the required technology from external sources. Sources, that is of the same minds with them but use a different method in producing their goods and services. Henry in his book, ‘The New Imperative for Creating and Profiting from Technology’, describes external innovation as the â€Å"act of allowing external information derived from sources such as cooperation with universities or (corporate) venture capital efforts to be part of a company’s innovation process and permeating the company`s boundaries from outside to inside† (Henry, 2006). The concept of outdoor innovation is one of many pathways shaped in the company. This is to allow new product thoughts to tour inside and outside the firm’s borders and to be bundled with exterior skills and knowledge. One of the organizations that have undergone enormous innovation due to the external thoughts is the California Institute for Regenerative Medicine (CIRM). California Institute for Regenerative Medicine is an organization that improved the development of therapies and potential cures based on the stem cell science (Michael & Panetta, 2005). In November 2004, voters provided three billion dollars for the stem research. California has a massive biotech industry that spreads around San Diego and San Francisco, this pool of funds is used for innovation. The funds also helped in enhancing research and creating job at the university level and in confidential sectors. The California Institute for Regenerating Medicine created an oversight that determined how and where grants were to be made and the organization. The California institute for regenerating medicine also defined on the allocation of funds in order to meet the set mission. The org anization had to focus on innovations both internal and external by carrying out research on product development and clinical trials. The California Institute for Regenerative Medicine later specially made an external evaluation of its strategy procedures and policies that they afterward implemented. The main purpose of employing an external review was to come up with ways of evaluating CIRM`s precedent performance. The review also provided a recommendation on what to be put in place for long term success. CIRM conducted a public meeting on different days with Governing Board`s heads and those who took part in the Review. This helped them to understand fully what CIRM entails, and what is needed for CIRM to achieve its goals. Towards the end of the year 2006, the CIRM published the first magazine to define its scientific strategic plan. This plan served as an outline for the procedures and programs implementations. This plan has helped the institute in its progress thus, being able to register a remarkable progress in the subsequent years. The institute has progressed much in areas of management or leadership, industry appointments, product growth and group prioritization. The institute achieves this while it continues to look after the people and science that will drive them forward CIRM’s first objective has been to support research at the uppermost level of scientific merit. These objectives have been achieved and in return, significantly improved

Hyundai Auto company and GM Auto company Research Paper

Hyundai Auto company and GM Auto company - Research Paper Example With these, the company embarked on restructuring its brands in a manner that they were responsive to market needs yet still competitive. It has focused on restructuring its brands while still focusing on their core business: that is they have focused on strengthening the core businesses which are Buick, Cadillac and Chevrolet, while reducing focus on other lesser brands which are not the core of the business (GM Company 2010 Annual Report, 2010; Norton, 2008). Hence, while focusing on high quality and exciting vehicles, they have also focused on affordability and fuel efficiency. The key focus is mainly providing high quality and affordable vehicles to the market (General Motors Corporation, 2008). Over the past decade, GM has weathered a dip its US market share, with the key reason for this for this being that most of the company’s vehicles did not seem to appeal to younger buyers, nor was it responding fast enough to the changing customer needs. In most parts of the market, the cars were mostly irrelevant (Szczesny, 2009). While sales for some of GM’s cars such as Buick, Cadillac, and Chevrolet were high, performance for other brands such as Hummer, Saturn and Saab were lagging behind. Furthermore, brands such as the Hummer did not fit the new GM business model of cost and fuel efficiency (GM Company 2010 Annual Report, 2010; Norton, 2008). In essence, GM reduced focus on non performing brands and increased its focus on the performing brands, while also shifting its focus to production of vehicles appealing to a younger demographic such as Grand Prix, G6, and Grand Am, as well as production of fuel efficient vehicles such as hybrid, electric and FLEX that respond to high fuel cost pressures and environment consciousness pressures (Norton, 2008). These changes have resulted to improved contribution margins in various new models as well as increased fuel efficiency where the cars use $6-$8 per gallon gasoline, 15%-55% fuel improvement than other vehicles. For instance, the Chevrolet Volt and Chevrolet Malibu have won car of the year awards in 2010 and 2008, while Cadillac CTS and Chevrolet Malibu generated contribution margins of more than 30% and 50% respectively in 2008 (General Motors Corporation, 2008; GM Company 2010 Annual Report). These changes have positively impacted the GM’s brand value enhance its new business model (GM Company 2010 Annual Report). However, cutting the non performing brands also resulted to loss of jobs in the divisions that were cut. On the other hand, Hyundai motor company, one of the largest Korean automobile companies, has undergone changes in its brand strategy where it has mainly focused on fuel efficiency and fluidic sculpture in its products in response to changing competitive pressures in the market place (Cho, 2012). Years after Hyundai had launched its vehicles in the US market, it was still viewed as a â€Å"cheap car suitable for the lower class† customers. Over the pas t decade, Hyundai has undergone massive changes in its brands to appeal to a wider customer base in the US. They have over the past ten years not only focused on

No fast food Essay Example | Topics and Well Written Essays - 500 words

No fast food - Essay Example Eating no fast food has various benefits such as reducing body weight and consuming improved nutrition just to mention a few. However, many medical experts see reducing health risks as the major advantage of consuming no fast foods. Unlike fast food that medical practitioners associate with development of deadly ailments like high blood pressure, obesity, and heart diseases, no fast foods are well prepared thus promote a healthy life. Most of them do not contain saturated fats that ends up depositing in the blood vessels inform of cholesterols. Consumption of no fast foods that are healthy prevents obesity and leads to a healthy improved nutrition that reduces chances of developing chronic health conditions.Fast foods have a number of benefits though the most evident merit of fast food is the element of saving time. There is nothing that is as important as getting a ready meal especially in the modern fast-spaced life whereby everybody is busy with work. Despite the extreme praises t hat fresh foods get from chefs, people end up finding themselves taking fast foods like pizzas and burgers after a busy day that makes one feel exhausted and hungry. Preparing one’s meal might be a difficult and time-consuming task especially if the necessary ingredients are not readily available. This aspect makes consuming fast food get extra score compared to cooking meals for a busy person. The main disadvantage of no fast food is the issue of inconvenience and the amount of time that is consumed during their preparation

A Philosophical Approach Assignment Example | Topics and Well Written Essays - 750 words

A Philosophical Approach - Assignment Example The development of ethics has come with some controversies and debates. There are philosophers like Immanuel Kant who believe that there is a universal set of laws that apply to all human beings and all situations (O'neill, 1993). This therefore means that what is right and what is wrong is universal and on no account should it be compromised (Shiples & Maier, 2011). However, there are the utilitarians who argue that if something does the greatest amount of good to the greatest number of people, then that can be seen as good (Tavani, 2011). Although utilitarians claim their approach is the most practical, there is an issue of whether it is the best, because if 99% of people have enslaved 1% of people and subjected them to the worst and most severe conditions, can we say that it is good? This is the fundamental debate about ethics and its foundations Review of the Pinto Fires Dennis Gioia narrates the incidents of the Ford-Pinto brand in the 1970s which was an ethical dilemma and how it caused the death of several innocent people. A summary of the facts are narrated from Trevino & Nelson (2007): In the late 1960s, there was a huge demand for sub-compact cars around the globe and German and Japanese manufacturers were set to take over the international market. Ford, the American car manufacturer had to internationalize quickly and catch up with its competitors on the global market. The Ford-Pinto was designed and there were signs that it would do well internationally, so there was the need to speed up the research and development process to begin mass production to meet the huge demand. Ford’s Vice President, Lee Iacocca asked for the acceleration of the development process from 43 months to 38 months and this was accepted by the President who was a man of repute. The engineers identified that there was a major flaw in the car’s combustion and fuel system that made it vulnerable to explosions during accidents. However, due to the need to accelerate the development process, the engineers were not given ample time to correct the error. This led to the development of a car that led to the death of many users. In 1978, a Pinto car crash that killed the passengers led to a legal action the criminalization of the Ford company for the lack of proper care to develop a safer car. Ethics & The Pinto-Fires The Pinto case comes with several questions related to ethics. First of all, did the Vice President and the management team of Ford really act ethically? What were their major responsibilities and did they fail totally? Is it fair to attribute the death of passengers in one of many automobile accidents in America to the top-level management? What was the responsibility of the other people in Ford? The Eight-Step Model Trevino & Nelson (2007) identify eight steps which must be followed in taking ethical decisions in businesses. If this model was applied, it is likely that the management of Ford would have worked out a different approach to the Pinto brand and avoided a few issues. Step 1: Gather the Facts: First of all, the management of Ford should have gathered all the facts relevant to the global automobile industry. This way, they would have gotten enough information to identify the need to consider safety as a primary issue. However, it is clear that the focused more on internationalization and the capturing of market share ahead of the safety of their customers. Step 2: Define the Ethical Issues:

Manilatown Research Paper Example | Topics and Well Written Essays - 1750 words

Manilatown - Research Paper Example Because of the attractive agricultural jobs in California Central valley, numerous young Filipino men found their way in Stockton (Rao, 2006). The discriminatory and racism laws that existed until the mid 60s discouraged these young active men from undertaking the American dream of a United States Education, higher economic status and a family, even limiting them from crossing main street into the then considered white section of the city. Responding to these discriminations, the Filipino American pioneers constructed their own community on the south of the main street. They started business premises and organizations of all kinds so as to meet their own social and economic needs. These businesses included: grocery shops, hotels, restaurants, barber shops, the Daguhoy lodge, the Rizal Social club, a rescue mission and many others, hence the rise of the Stockton’s Little Manila (Rao, 2006). Filipino labor leaders such as Andy Imutan, Larry Itliong, Ernesto Mangaoang, Philip Ver a Cruz and Carlos Bulosan all worked out of Stockton at one point in time. Meetings of the historic labor unions were held at the Mariposa Hotel on Lafayette Street. Mangaoang and Mensalvas were influential to the ground breaking asparagus strike that came to an end in 1939. These courageous labor leaders and farm workers are the unsung heroes that were behind the success of the UFW and its most iconic leader Cesar Chavez. The population inhabits an area of only 38.55 Square kilometers making the City the most densely populated in the world. Filipino is the vernacular language, based mostly on the Tagalog of the neighboring areas, and this Manila kind of speaking Tagalog has developed to become the dialect of the Philippines. In the meantime, English is the language most widely used in business, education, and greatly in daily usage throughout the Philippine as a whole and Manila specifically. Quite a number of old people in the city are able to speak in basic Spanish this because i t was a compulsory subject in the Philippine colleges and universities. Many children of Latin America, India, Arab, Europe or other migrants also speak their parents’ languages at home besides Filipino or English (Nederveen, 2007). Because manilatown mostly borrow from Manila City, Christianity as a religion dominates the town with Roman Catholic comprising of 93.5% of the population. Manila city host Roman Catholic Archdiocese of Manila which is the oldest in the country. Because it is the seat of the Spanish colonial government in the past centuries, the city has been used as the base of many Roman Catholic missions to the Philippines. The city also hosts other faiths. There are many Taoist and Buddhist temples constructed by the Chinese community in Manila. There exists a large Hindu temple for the Indian population. The nightlife in Manila offers everything from casinos, discotheques, fashionable cafes and entertainment lounges. The city celebrates both national and civi c holidays. It also hosts the Feast of Black Nazarene which is celebrated on 9th January every year. As a tourism and cultural center of Philippine, the city acts as a home to numerous museums such as Museum Pambata, the Museum of Philippine Political History, the National Museum of the Philippines, the UST Museums of Arts and Science and the DLS-CSB Museum of contemporary Art and Design (Laguerre, 2002). Manilatown features a tropical savanna climate that borders on a tropical monsoon climate; that is according to the Koppen climate classification

An Economic report of Manchester Essay Example for Free

An Economic report of Manchester Essay Employment Performance Which sectors does Manchester outperform the UK. Education it outperforms the UK it’s the second largest city In the UK its normal to expect it to spend more on education due to its high population. Interestingly professional Scientific and technical activities outperform the UK. A new economy has been put in place a smarterEconomy based on tertiary sectors moving away from its manufacturing past. 2023 its estimating employment in The above sector will rise around 130,000 for the greater Manchester region. Accommodation and food service Activities outperforming the UK is expected also as it’s the second most visited city in England and 3rd in the UK. Sectors which do poorly manufacturing once the cotton producing capital of the world now this industry is all but Extinct. Information and communication is behind the UK average this is surprising as recently media city has been opened in Manchester ITV, BBC and SIS are based there. Madchester Today It’s important not to underestimate the effect cities music or sports scene has, many people would recognise Liverpool ahead of a more economically significant city like Birmingham due to The Beatles. Manchester became the music capital of England in the 80s and continued onwards in the 90’s. Manchester United is the most supported club in the world. Forbes lists it as the second most valuable club behind Real Madrid. The soul of the city based on sports with heavy music influences. One effect is the number of young people who want to live there. Young people want to live and study in a vibrant city; Manchester University and MMU are ranked 1 2 in number of applicants for degree courses. There are 3 universities with 87776 students making it one of the most popular cities to study. Below you can see it has the 4th lowest house prices and 3rd highest wages in the UK. This makes it an incredible desirable location to live. In 2001 it was the 21st most vibrant city in the UK today it now number one making it the most vibrant city in the UK surpassing London. There is a large number of young residents, cheap housing and high wages helping organic growth. The location quotients show that the sectors with relative high levels of employment are all mostly in high end sectors, or hotels and similar accommodation which bring in revenue to the local economy. The sectors all bring in wealth so this is a good sign for Manchester’s growth for the future. North West Rivalry â€Å"It’s not just about two clubs, it’s about two cities, two unbelievable histories, two clubs that both think they are the biggest in the world, so there is a lot of ego at stake.† Lee Sharpe. There is a huge rivalry from the two cities of Liverpool and Manchester. Modern day rivalry has been mostly seen on the football field but it’s not always been the case. Historically the two cities thrived in the industrial revolution. The rivalry was ignited when Manchester decided to build a ship canal the largest in the world at that time. This meant Manchester no longer had to pay dues to Liverpool in order to use their port. Now the rivalry has died down as Manchester surpassed its economically and in sporting terms many years ago. Unemployment graph to the right shows how Liverpool’s unemployment has been higher in modern times. There has been a bit of convergence in recession times but Manchester still leads the way economically. Conclusion From this report you can see how Manchester’s economy evolved with technological advances. A thriving industrial city from the industrial revolution evolved unlike other industrial cities. It has a modern advanced economy it has become the most important city in the North-West economically. The sectors which thrive are high end sectors which generate a lot of revenue as shown in the location quotients on the previous page. It has a rich history musically and sporting, now it is the 2nd most visited city in England. This means the tourist industry thrives bringing in revenue from the other regions or nations. This has helped ease the recessions damage, from 2010 GVA has been increasing annually from 2010. The cities soul appears to be music and sporting orientated, the old mills and print works have been redeveloped it still retains remnants of its old industrial past. This is a city which is improving year after year, whether it is economic growth or quality of life. The city has a high standard of living voted most vibrant city in the UK climbing 20 places in 12 years.

Constructing Social Knowledge Graph from Twitter Data

Constructing Social Knowledge Graph from Twitter Data   Yue Han Loke 1.1 Introduction The current era of technology allows its users to post and share their thoughts, images, and content via networks through different forms of applications and websites such as Twitter, Facebook and Instagram. With the emerging of social media in our daily lives and it is becoming a norm for the current generation to share data, researchers are starting to perform studies on the data that could be collected from social media [1] [2].The context of this research will be solely dedicated to Twitter data due to its publicly available wealth of data and its public Stream API. Twitters tweets can be used to discover new knowledge, such as recommendations, and relationships for data analysis. Tweets in general are short microblogs consisting of maximum 140 characters that can consists of normal sentences to hashtags and tags with @, other short abbreviation of words (gtg, 2night), and different form of a word (yup, nope). Observing how tweets are posted shows the noisy and short lexical natu re of these texts. This presents a challenge to the flexibility of Twitter data analysis. On the other hand, the availability of existing research conducted on entity extraction and entity linking has decreased the gap between entities extracted and the relationships that could be discovered. Since 2014, the introduction of the Named Entity rEcognition and Linking (NEEL) Challenge [3] has proved the significance of automated entity extraction, entity linking and classification appearing in different event streams of English tweets in the research and commercial communities to design and develop systems that could solve the challenging nature in tweets and to mine semantics from them. 1.2 Project Aim The focus of this research aims to construct a social knowledge graph (Knowledge Base) from Twitter data. A knowledge graph is a technique to analyse social media networks using the method of mapping and measurement for both relationships and information flows among group, organizations, and other connected entities in social networks [4]. A few tasks are required to successfully create a knowledge graph based on Twitter data A method to aid in the construction of knowledge graph is by extracting named entitiessuch as persons, organizations, locations, or brands from the tweets [5]. In the domain of this research, the named entity to be referenced in the tweet is defined as a proper noun or acronym if it is found in the NEEL Taxonomy in the Appendix A of [3], and is linked to an English DBpedia [6] referent and a NIL referent. The second component in creating a social knowledge graph is to utilize those extracted entities and link them to their respective entities in a knowledge base. For example, Tweet: The ITEE department is organizing a pizza gettogether at UQ. #awesome ITEE refers to an organization and UQ refers to an organization as well. The annotation for this is [ITEE, organization, NIL1], where NIL1 refers to the unique NIL referent describing the real-world entity ITEE that does not have the equivalent entry in DBpedia and [UQ, Organization, dbp:University_of_Queensland] which represents the RDF triple (subject, predicate, object). 1.3 Project Goals Firstly, getting the Twitter tweets. This can be achieved by crawling Twitter data using Public Stream API[1] available in the Twitter developer website. The Public Stream API allows extraction of Twitter data in real time. Next, entity extraction and typing with the aid of a specifically chosen information extraction pipeline called TwitIE[2] open-source and specific to social media and has been tested most extensively on microblog sentences. This pipeline receives the tweets as input and recognises the entities in the same tweet. The third task is to link those entities mined from tweets to the entities in the available knowledge base. The knowledge base that has been selected for the context of this project is DBpedia. If there is a referent in DBpedia, the entity extracted will be linked to that referent. Thus, the entity type is retrieved based on the category received from the knowledge base. In the event of the unavailability of a referent, a NIL identifier is given as shown in section 1.2. The selection of an entity linking system with the appropriate entity disambiguation and candidate entity generation that receives the extracted entities from the same Tweet and produce a list with all the candidate entities in the knowledge base. The task is to accurately link the correct entity extracted to one of the candidates. The social knowledge graph is an entity-entity graph combining two extracted sources of entities. The first is the analysis of the co-occurrence of those entities in same tweet or same sentence. Besides that, the existing relationships or categories extracted from DBpedia. Thus, the project aims to combine the extraction of co-occurrence of extracted entities and the extracted relationships to create a social knowledge graph to unlock new knowledge from the fusion of the two data sources. Named Entity Recognition (NER), Information Extraction (IE) are generally well researched in the domain of longer text such as newswire. However, overall, microblogs are possibly the hardest kind of content to process. For Twitter, some methods have been proposed by the research community such as [7] that uses a pipeline approach to perform the first tokenisation and POS tagging and topic models were used to find named entities. [8] propose a gradient-descent graph-based method for doing joint text normalisation and recognition, reaching 83.6% F1 measure. Besides that, entity linking in knowledge graphs have been studied in [9] using graph-based method by collectively gather the referent entities of all named entities in the same document and by modelling and exploiting the global interdependence between Entity Linking decisions. However, the combination of NER, and Entity Linking in Twitter tweets is still a new area of research since the NEEL challenge was first established in 2013 . Based on the evaluation conducted in [10] on the NEEL challenge, lexical similarity mention detection strategy that exploit the popularity of the entities and apply a distance similarity functions to rank entities efficiently, and n-gram [11] features are used. Besides that, Conditional Random Forest (CRF) [12] is another mentioned entity extraction strategy. In the entity detection context, graph distances and various ranking features were used. 2.1. Twitter crawling [13] defined the public Twitter Streaming API provides the ability of collecting a sample of user tweets. Using the statuses/filter API provides a constant stream of public Tweets. Multiple optional parameters may be specified such as language and locations. Applying the method CreateStreamingConnection,a POST request to the API has the capability of returning the public statuses as a stream. The rate limit of the Streaming API allows each application to submit up to 5,000 Twitter. [13] Based on the documentation, Twitter currently allows the public to retrieve at most a 1% sample of their data posted on Twitter at a specific time. Twitter will begin to return the sample data to the user when the number of tweets reaches 1% of all tweets on Twitter. According to [14] research comparing Twitter Streaming API and Twitter Firehouse, the final results of the Streaming API depends strongly on the coverage and the type of analysis that the researcher wishes to perform. For example, the researchers found that if given a set of parameters and the number of tweets matching them increases, the coverage of the Streaming API is reduced. Thus, if the research is concerning a filtered content, the Twitter Firehose would be a better choice with regards to its drawback of restrictive cost. However, since our project requires random sampling of Twitter data without filters except for English language, Twitter Streaming API would be an appropriate choice since it is freely available. 2.2. Entity Extraction [15] suggested an open-source pipeline, called TwitIE which is solely dedicated for social media components in GATE [16]. TwitIE consists for 7 parts: tweet import, language identification, tokenisation, gazetteer, sentence splitter, normalisation, part-of-speech tagging, and named entity recogniser. Twitter data is delivered from the Twitter Streaming API in JSON format. TwitIE included a new Format_Twitter plugin in the most recent GATE codebase which converts the tweets in JSON format automatically into GATE documents. This converter is automatically associated with documents names that end in .json, if not text/x-json-twitter should be specified. The TwitIE system uses TextCat a language processing and identification algorithm for its language identification. It has the capability to provide reliable tweet language identification for tweets written in English using the English POS tagger and named entity recogniser. Tokenisation oversees different characters, class sequence and rules. Since the TwitIE system is dealing with microblogs, it treats abbreviations and URLs as one token each by following the Ritters tokenisation scheme. Hashtags and user mentions are considered as two tokens and is covered by a separate annotation hashtags. Normalisation in TwitIE system is divided into two task: the identification of orthographic errors and correction of the errors found. The TwitIE Normaliser is designed specific to social media. TwitIE reuses the ANNIE gazetteer lists which contain lists such as cities, organisations, days of the week, etc. TwiTie uses the adapted version of the Stanford Part-of speech tagger which is tweets tagged with Penn TreeBank(PTB) tagset trained. The results of using the combination of normalisation, gazetteer name lookup, and POS tagger, the performance was increased to 86.93%. It was further increased to 90.54% token accuracy when the PTB tagset was used. Named entity recognition in TwitIE has a +30% absolute precision and +20% abso lute performance increase as compare to ANNIE, mainly respect to date, Organizations and Person. [7] proposed an innovative approach to distant supervision using topic models that pulls large amount of entities gathered from Freebase, and large amount of unlabelled data. Using those entities gathered, the approach combines information about an entitys context across its mentions. T-NER POS Tagging system called T-POS has added new tags for Twitter specific phenomenal retweets such as usernames, urls and hashtags. The system uses clustering to group together distributionally similar words for lexical variations and OOV words. T-POS utilizes the Brown Clusters and Conditional Random Fields. The combination of both features results in the ability to model strong dependencies between adjacent POS tags and make use of highly correlated features. The results of the T-POS are shown on a 4-fold cross validation over 800 tweets. It is proved that T-POS outperforms the Standford tagger, obtaining a 26% reduction in error. Besides that, when trained on 102K tokens, there is an error reduct ion of 41%. The system includes shallow parsing which can identify non-recursive phrases such as noun, verb and prepositional phrases in text. T-NERs shallow parsing component called T-CHUNK, obtained a better performance at shallow parsing of tweets as compared against the off the shelf OpenNLP chunker. As reported, a 22% reduction in error. Another component of the T-NER is the capitalization classifier, T-CAP, which analyse a tweet to predict capitalization. Named entity recognition in T-NER is divided into two components: Named Entity Segmentation using T-SEG, and classifying named entities by applying LabeledLDA. T-SEG uses IOB encoding on sequence-labelling task to represent segmentations. Furthermore, Conditional Random Fields is used for learning and inference. Contextual, dictionary and orthographic features: a set of type lists is included in the in-house dictionaries gathered from Freebase. Additionally, outputs of T-POS, T-CHUNK and T-CAP, and the Brown clusters are used to generate features. The outcome of the T-SEG as stated in the research paper, Compared with the state-of-the-art news-trained Stanford Named Entity Recognizer. T-SEG obtains a 52% increase in F1 score. To address the issues of lack of context in tweets to identify the types of entities they contain and excessive distinctive named entity types present in tweets, the research paper presented and assessed a distantly supervised approach based on LabeledLD. This approach utilizes modelling of every entity as a combination of types. This allows information about an entitys distribution over types to be shared across mentions, naturally handling ambiguous entity strings whose mentions could refer to different types. Based on the empirical experiments conducted, there is a 25% increase in F1 score over the co-training approach to Named Entity Classification suggested by Collins and Singer (1999) when applie d to Twitter. [17] proposed a Twitter adapted version of Kanopy called Kanopy4Tweets that uses the approach of interlinking text documents with a knowledge base by using the relations between concepts and their neighbouring graph structure. The system consists of four parts: Name Entity Recogniser (NER), Named Entity Linking (NEL), Named Entity Disambiguation(NED) and Nil Resources Clustering(NRC). The NER of Kanopy4Tweets uses a TwitIE a Twitter information extraction pipeline mentioned above. For the Named Entity Linking. For NEL, a DBpedia index is build using a selection of datasets to search for suitable DBpedia resource candidates for each extracted entity. The datasets are store in a single binary file using HDT RDF format. This format has compact structures due to its binary representation of RDF data. It allows for faster search functionality without the need of decompression. The datasets can be quickly browse and scan through for a specific object, subject or predicate at glance. For e ach named entity found by NER component, a list of resource candidates retrieved from DBpedia can be obtain using the top-down strategy. One of the challenges found is the large volume of found resource candidates impacts negatively on the processing time for disambiguation process. However, this problem can be resolved by reducing the number of candidates using a ranking method. The proposed ranking method ranks the candidates according to the document score assigned by the indexing engine and selects the top-x elements. The NED takes an input of a list of named entities which are candidate DBpedia resources after the previous NEL process. The best candidate resource for each named entity is selected as output. A relatedness score is calculated based on the number of paths between the resources weighted by the exclusivity of the edges of these paths which is applied to candidates with respect to the candidate resources of all other entities. The input named entities are jointly dis ambiguated and linked to the candidate resources with the highest combined relatedness. NRC is a stage whereby if there are no resource in the knowledge base that can be linked to a named entity extracted. Using the Monge-Elkan similarity measure, the first NIL element is assign into a new cluster, then the next element is used to differentiate from the previous ones. An element is added to a cluster when the similarity between an element and the present clusters is above a fixed threshold, the element is added to that particular cluster, whereas a new cluster is formed if there are no current cluster with a similarity above the threshold is found. 2.3. Entity Extraction and Entity Linking [18]proposed a lexicon-based joint Entity Extraction and Entity Linking approach, where n-grams from tweets are mapped to DBpedia entities. A pre-processing stage cleans and classifies the part-of-speech tags, and normalises the initial tweets converting alphabetic, numeric, and symbolic Unicode characters to ASCII equivalents. Tokenisation is performed on non-characters except special characters joining compound words. The resulting list of tokens is fed into a shingle filter to construct token n-grams from the token stream. In the candidate mapping component, a gazetteer is used to map each token that is compiled from DBpedia redirect labels, disambiguation labels and entities labels that is linked to their own DBpedia entities. All labels are lowercase indexed and linked by exact matches only to the list of candidate entities in the form of tokens. The researcher used a method of prioritizing longer tokens than shorter ones to remove possible overlaps of tokens. For each entity ca ndidate, it considers both local and context-related features via a pipeline of analysis scorers. Examples of local features included are string distance between the candidate labels and the n-gram, the origin of the label, its DBpedia type, the candidates link graph popularity, the level of uncertainty of the token, and the surface form that matches best. On the other hand, the relation between a candidate entity and other candidates with a given context is accessed by the context-related features. Examples of mentioned context-related features are direct links to other context candidates in the DBpedia link graph, co-occurrence of other tokens surface forms in the corresponding Wikipedia article of the candidate under consideration, co-references in Wikipedia article, and further graph based feature of the link graph induced by all candidates of the context graph which includes graph distance measurements, connected component analysis, or centrality and density observations. Besid es that, the candidates are sorted per their confidence score based on how an entity describes a mention. If the confidence score is lower than the threshold chosen, a NIL referent is annotated. [19] proposed a lexical based and n-grams features to look up resources in DBpedia. The role of the entity type was assigned by a Conditional Random Forest (CRF) classifier, that is specifically trained using DBpedia related feature (local features), word embedding (contextual features), temporal popularity knowledge of an entity extracted from Wikipedia page view data, string similarity measures to measure the similarity between the title of the entity and the mention (string distance), and linguistic features, with additional pruning stage to increase the precision of Entity Linking. The whole process of the system is split into five stages: pre-processing, mention candidate generation, mention detection and disambiguation (candidate selection), NIL detection and entity mention typing prediction. In the pre-processing stage, tweet tokenisation and part-of-speech tags were used based on ARK Twitter Part-of-Speech Tagger, together with the tweet timestamps extracted from tweet ID. Th e researchers used an in-house mention-entity dictionary of acronyms. This dictionary computes the n-grams (n [20] research paper proposed an entity linking technique to link named entity mentions appearing in Web text with their corresponding entities in a knowledge base. The solution mentioned is by employing a knowledge base. Due to the vast knowledge shared among communities and the development of information extraction techniques, the existence of automated large scale knowledge bases has been ensured. Thus, this rich information about the worlds entities, their relationships, and their semantic classes which are all possibly populated into a knowledge base, the method of relation extraction techniques is vital to obtain those web data that promotes discovery of useful relationships between entities extracted from text and their extracted relation. Once possible way is to map those entities extracted and associated them to a knowledge base before it could be populated into a knowledge base. The goal of entity linking is to map ever textual entity mention m à ¢Ã‹â€ Ã‹â€  M to its corres ponding entry e à ¢Ã‹â€ Ã‹â€  E in the knowledge base. In some cases, when the entity mentioned in text does not have its corresponding entity record in the given knowledge base, a NIL referent is given to indicate a special label of un-linkable. It is mentioned in the paper that named entity recognition and entity linking o be jointly perform for both processes to strengthen one another. A method proposed in this paper is candidate entity generation. The objective of the entity linking system is to filter out irrelevant entities in the knowledge base that for each entity extracted. A list of candidates which might be the possible entities that the extracted entity is referring to is retrieved. The paper suggested three techniques to handle this goal such as name based dictionary techniques entity pages, redirect pages, disambiguation pages, bold phrases from the first paragraphs, and hyperlinks in Wikipedia articles. Another method proposed is the surface form expansion from the local document that consists of heuristics based methods and supervised learning methods, and methods based on search engine. In the context of candidate entity ranking method, five categories of methods are advised. The supervised ranking methods, unsupervised ranking methods, independent ranking methods, collective ranking methods and collaborative ranking methods. Lastly, the research paper mentioned ways to evaluate entity linking systems using precision, recall, F1-measure and accuracy. Despite all these methods used in the three main approaches is proposed to handle entity linking system, the paper clarified that it is still unclear which are the best techniques and systems. This is since different entity linking system react or perform differently according to datasets and domains. [21] proposed a new versatile algorithm based on multiple addictive regression trees called S-MART (Structured Multiple Additive Regression Trees) which emphasized on non-linear tree-based models and structured learning. The framework is a generalized Multiple Addictive Regression Trees (MART) but is adapted for structured learning. This proposed algorithm was tested on entity linking primarily focused on tweet entity linking. The evaluation of the algorithm is based on both IE and IR situations. It is shown that non-linear performs better than linear during IE. However, for the IR setting, the results are similar except for LambdaRank, a neural network based model. The adoption of polynomial kernel further improves the performance of entity linking by non-LINEAR SSVM. The paper proved that entity linking of tweets perform better using tree-based non-linear models rather than the alternative linear and non-linear methods in IE and IR driven evaluations. Based on the experiments condu cted, the S-MART framework outperforms the current up-to-date entity linking systems. 2.4. Entity Linking and Knowledge Base Based on [22], an approach to free text relation extraction was proposed. The system was trained to extract the entities from the text from existing large scale knowledge base in a cooperatively manner. Furthermore, it utilizes the learning of low-dimensional embedding of words, entities and relationships from a knowledge base with regards to score functions. Built upon the norm of employing weakly labelled text mention data but with a modified version which extract triples from the existing knowledge bases. Thus, by generalizing from knowledge base, it can learn the plausibility of new triples (h, r, t); h is the left-hand side entity (or head), the right-hand side entity (or tail) and r the relationship linking them, even though this specific triple does not exist. By using all knowledge base triples rather than training only on (mention, relationship), the precision on relation extraction was proved to be significantly improved. [1] presented a novel system for named entity linking over microblog posts by leveraging the linked nature of DBpedia as knowledge base and using graph centrality scoring as disambiguation methods to overcome polysemy and synonymy problems. The motivation for the authors to create this method is because linked entities tend to appear in the same tweets because tweets are topic specific and together with the assumption since tweets are topic specific, related entities tend to appear in the same tweet. Since the system is tackling noisy tweets acronyms handling and Hashtags in the process of entity linking were integrated. The system was compared with TAGME, a state-of-the-art system for named entity linking designed for short text. The results shown that it outperformed TAGME in Precision, Recall and F1 metrics with 68.3%, 70.8% and 69.5%. [23] presented an automated method to populate a Web-scale probabilistic knowledge base called Knowledge Vault (KV) that uses the combination of extractions from the Web such as text documents (TXT), HTML trees (DOM), Html tables (TBL), and Human Annotated pages (ANO). By using RDF triples (subject, predicate, object) with association to a confidence score that represents the probability that KV believes the triple is correct. In addition, all 4 extractors are merged together to form one system called FUSED-EX by constructing a feature vector for each extracted triple. Next, a binary classifier is applied to compute the formula. The advantages of using this fusion extractor is that it can learn the relative reliabilities of each system as well as creating a model of the reliabilities. The benefits of combining multiple extractors include 7% higher confidence triples and a high AUC score (the higher probability that a classifier will choose a randomly chosen positive instance to be ra nked) of 0.927. To overcome the unreliability of facts extracted from the Web, prior knowledge is used. In the domain of this paper, Freebase is used to fit the existing models. Two ways were proposed in the paper which are Path ranking algorithm with AUC scores of 0.884 and the Neural network model with a AUC score of 0.882. A fusion of both methods stated was conducted to increase performance with an increased AUC score of 0.911. With the evidence of the benefits of fusion quantitatively, the authors of the paper proposed another fusion of the prior methods and the extractors to gain additional performance boost. The result of the fusion is a generation of 271M high confidence facts with 33% new facts that are unavailable in Freebase. [24]proposed TremenRank, a graph based model to tackle the target entity disambiguation challenge, task of identifying target entities of the same domain. The motivation of this system is due to the challenges and unreliability of current methods that relies on knowledge resources, the shortness of the context which a target word occurs, and the large scale of the document collected. To overcome these challenges, first TremenRank was built upon the notion of collectively identity target entities in short texts. This reduces memory storage because the graph is constructed locally and is continuously scale-up linearly as per the number of target entities. This graph was created locally via inverted index technology. There are two types of indexes used: the document-to-word index and the word-to-document index. Next, the collection of documents (the shorts texts) are modelled as a multi-layer directed graph that holds various trust scores via propagation. This trust score provided an in dication of the possibility of a true mention in a short text. A series of experiments was conducted on TremenRank and the model is more superior than the current advanced methods with a difference of 24.8% increase in accuracy and 15.2% increase in F1. [25]introduced a probabilistic fusion system called SIGMAKB that integrates strong, high precision knowledge base and weaker, and nosier knowledge bases into a single monolithic knowledge base. The system uses the Consensus Maximization Fusion algorithm to validate, aggregate, and ensemble knowledge extracted from web-scale knowledge bases such as YAGO and NELL and 69 Knowledge Base Population. The algorithm combines multiple supervised classifiers (high-quality and clean KBs), motivated by distant supervision and unsupervised classifiers (noisy KBs) Using this algorithm, a probabilistic interpretation of the results from complementary and conflicting data values can be shown in a singular response to its user. Thus, using a consensus maximization component, the supervised and unsupervised data collected from the method stated above produces a final combined probability for each triple. The standardization of string named entities and alignment of different ontologies is done in the pre-processing stage. Project plan Semester 1 Task Start End Duration(days) Milestone Research: 23/03/2017 Twitter Call 27/02/2017 02/03/2017 4 Entity Recognition 27/02/2017 02/03/2017 4 Entity Extraction 02/03/2017 02/03/2017 7 Entity Linking 09/03/2017 16/03/2017 7 Knowledge Base Fusion 16/03/2017 23/03/2017 7 Proposal 27/02/2017 30/03/2017 30 30/03/2017 Crawling Twitter data using Public Stream API 31/03/2017 15/04/2017 15 15/04/2017 Collect Twitter data for training purp

Speed Up Construction IBS Systems

Speed Up Construction IBS Systems Introduction In this chapter, the author reviewed works done by others through journals, articles, newspaper cutting, and quotes from authors and online articles collected. IBS system is a process to speed up the construction work and to minimize the dependency of labour on site. The objective of this study is further discussed about the barriers of contractor in implementing IBS. Besides that, this chapter also will focus on the basic review of IBS such as definitions, background, types and characteristics in IBS and have a basic introduction about the detail of IBS. Industrialised building is the term given to building technology where modern systematized methods of design, production planning and control as well as mechanized and automated manufacture are applied (Ingemar Lofgren and Kent Gylltoft, 2000) While Building system mean a building system includes design rules and a product system whose parts have compatible interfaces, thus permitting the use of several alternative components and assemblies is assured by means of a dimensional and tolerance system as well as connection and joint (Ingemar Lofgren and Kent Gylltoft, 2000) Definition of IBS There was no commonly accepted or agreed definition of IBS. Several authors have defined IBS as process or a technique. Blimas et. al. (2006) and Pan et. al. (2008) defined that IBS is often referred by literatures as off -site construction, off-site production, industrialised and automated construction. Warszawski (1999) explain in detail that an industrialized process is and investment in equipment, facilities, and technology with the objective of maximizing production output, minimising labour resource, and improving quality while a building system is defined as a set of interconnected element joint together to enable the designated performance of a building. Another definition by Trikha (1999) claimed that IBS also may be defined in which all building components such as wall, floor slab, column and staircase are mass produced either n factory or at site under strict quality control and minimal on site activities Another definition that clarified by Junid (1986) where IBS as process by which components of building are conceived, planned and fabricated, transported and erected at site. The system includes balance combination between software and hardware component. The software elements include system design, which is complex process of studying the requirement of the end user, market analysis and the development of standardise component, establishment of manufacturing and assembly layout and process, allocation of resources and materials and definition of a building designer conceptual framework.The software elements provide a prerequisite to create the conducive environment for industrialised to expand. According to Juunid (1986), the hardware elements are categorised into three major groups. These include frame or post and beam system, panel system, and box system. The framed structures are defined as those structure that carry the loads through their beams and girders to columns and to the ground whilst in panel system load are distributed through large floor and wall panels. The box systems include those system that employ three-dimensional modules (or boxes) for fabrication of habitable units are capable of withstand load from various directions due to their internal stability. CIDB defined IBS as construction system whereby the components are manfactured in a factory, on-site or off-site, then positioned and assembled into structures with minimal addtional site work. Classifications of IBS This section will focus on the classification of the building system that are published internationally and in Malaysia There are four types of building system under IBS in Malaysia and there are namely conventional column-beam-slab frame systems with timber and plywood as formwork, cast in-situ system with steel or aluminium as formwork, prefabricated system and the composite building system is shown in figure 2.1. Each building system is represented by its construction technology, functional and geometrical configuration (Badir et al, 1998). (cited at Thanoon et. al., 2003) According to Majzub (1977) has different concept in classifying building system that is the relative weight of the components should be used as a basis for building classification shown in figure 2.2. The factor of weight has significant impact on the transportability of the components and also has influences on the production method of the components and their erection method on site. This classification method is found to be inadequate to incorporate other building system flourish recently. There are five types of IBS had being used in Malaysia: (IBS Road Maps 2003-2010) Type 1: Pre-Cast Concrete Framing, Panel and Box System The most common group of IBS products is pre-cast concrete of elements in construction industry. For example, there are including columns, beams, slabs, Three-Dimension (3D) components (balconies, staircase, toilet, lift chambers), permanent concrete formwork, and so on. (CIDB, 2005). Pre-cast concrete framing, panel and box system is under categories of prefabricated system. The advantage using this is because it cans minimum waste due to work environment in factory is easier to control. Panel system is use for the construction of interior walls and exterior walls offer speed of construction in many ways. For box system will achieve ultimate objective of industrialization that is a maximum saving of human labour on site. Type 2: Steel Formwork Systems This system considered as least prefabricated IBS, as they generally involve site casting and subject to offer high quality finishes and fast construction with less site labour can come in tunnel formwork, beams, columns, and slab moulding forms permanent steel formworks (metal decks) and so on. (CIDB, 2005) The steel formwork is prefabricated in the factory and then installed on site. Type 3: Steel Framing System This system always be the popular choice and used intensively in the fast-track construction of skyscrapers. Recent development in this types system included the increased usage of light steel trusses. Steel is non combustible material and improves fire safety and reduces amount of structural damages in the event of a fire happen. Example: Steel beam, columns, portal frames, roof trusses. (CIDB, 2005). Steel framing also consider as prefabricated system and it to be erected whereby welding at joints are conducted. This system cans faster the progress construction. Type 4: Prefabricate Timber Framing System While the latter are more popular, timber building frame offering interesting designs from dwelling units to buildings requiring high aesthetical values such as chalets for resorts Example: Timber frame, timber roof trusses (CIDB, 2005). The advantage of the system is mainly in the interior flexibility, as large space can be used for different functions and can be easily changed or modified according to the use. Type 5: Block Work System This system has revolutionizes by the development and usage of interlocking concrete masonry units (CMU) and lightweight concrete blocks. The tedious and time-consuming traditional brick-laying tasks are greatly simplified by the usage of there effective alternative solutions. Block work system also consider under prefabricated system. The benefits of block work system are faster construction and increase bricklayer longevity. Moreover, its also increased energy savings like lightweight concretes resistance to heat flow is twice of medium and heavy weight concrete, its mean that less heating/cooling energy is needed. Characteristics of IBS It is important to have the following characteristics only consider to be accepted as part of the IBS and ensure the achievement of proven benefits of IBS. Each of them will be discuss briefly at below (CIDB 2008): Industrial production of components though pre-fabrication; or highly mechanized in-situ processes. For example, permanent steel formwork Reduced labour during pre-fabrication of the components and site works. Modern design and manufacturing methods involving information Technology such as the usage of Computer Aided design (CAD) and Computer Aided Manufacturing (CAM) Systematic Quality control such as ISO 9000 principles Open Building Concept i.e permitting the hybrid applications, and adaptable to standardization and Modular Coordination (MC) Implementation Level of IBS in Malaysia The use of IBS have various advantages such as the reduction dependency of foreign workers, less wastage, less volume of building materials, increased environmental and construction site cleanliness and better quality control compare to conventional method. These advantages also promote a safer and more organised construction site, and reduce the completion time of construction. Many world-class Malaysian developers have chosen IBS over the conventional methods for important projects such as the Petronas Twin Towers, Putrajaya, KL Sentral, and KLIA. (IBS Roadmap, 2003 -2010) Even so, the usage level of IBS in building is still low. From a survey conducted by CIDB Malaysia, the usage level of IBS in the local construction industry stands at only 15% (IBS Survey 2003). The early efforts of the Government to encourage the use of IBS in the construction sector has yet to garner a good response, and this sector is still practicing conventional construction methods that have proven time and again to be wasteful, dangerous and messy. Relatively, the low labour cost in this country is the root cause of the industry failing to reform and being complacent with the current level of productivity, quality and safety. (IBS Roadmap, 2003 -2010) Moreover, according to the newspaper the star 2009 stated that Jamilus explained that IBS was a construction technique in which components were manufactured in a controlled environment (on-site, off-site), transported, positioned and assembled into a structure with minimal additional site work. Beside that, out of 1,400 contractors in Johor, there only 4% of it are using this systems. Moreover, he said that since year 2008, there only 51 contractors in the state have been reported to use the IBS system in their building projects and the number were expected improve in time. (The star, 2009) Malaysias Experiences in IBS The usage of IBS is not new in the Malaysia construction industry. The idea using IBS in Malaysia was first purpose during the early 60s when the Minister housing and Local Government visited several European countries and evaluated their building system performance. At the time, the government makes a big decision to give a try on a two pilot projects using IBS concept. The first project, Pekeliling Flat was constructed along Jalan Pekeliling with construction of 7 blocks of 17 storey flats, and 4 blocks of 4 storey flats comprising around 3,000 units of low cost flats and 40 storey shop lot and this project using large panel industrialized prefabricated systems. On the other hand, the second project was built in Penang with the construction of 6 blocks of 17 storey flats and 3 blocks of 18 storey flats comprising 3,699 units and 66 shop lots along the Jalan Rifle Range and this project was using the French Estiot System (Din, 1984). Even though the first implementation IBS was not successful due to the failure to keep within cost estimation but there are some successful adoption too. Among the significant projects that implement IBS are including KL Sentral. KL Convention Centre, KLIA, etc Following is the Successful implemented of IBS throughout Malaysia (CIDB Malaysia, 2003) Year 2007 Stormwater Management and Road Tunnel (SMART Tunnel), Kuala Lumpur The Spring Shopping Mall, Kuching, Sarawak Year 2006 Kuching International Airport, Kuching, Sarawak Persada Johor International Convention Centre, Johor Bahru Year 2005 Serdang Hospital, Serdang, Selangor The Curve, Mutiara Damansara, Selangor Year 2001 Kuala Lumpur Sentral ( KL Sentral), Kuala Lumpur Likas Stadium, Kota Kinabalu, Sabah Year 1998 Kuala Lumpur International Airport (KLIA), Sepang, Selangor Malawati Indoor Satdium, Bukit Jalil, Selangor Year 1997 Petronas Twin Tower, Kuala Lumpur Bukit Jalil, Bukit Jalil, Salangor Year 1984 Daybumi Complex, Kuala Lumpur Year 1981 High end bungalows and low cost houses throughout Selangor The Advantages for IBS adoption in Construction Industry There are some several advantages using IBS (MCRJ, 2009) 1. Reduce Remittances by foreign worker: The Government aimed to achieve 100 percent usage of IBS and to reduce to 15 percent or approximately 50,000 of foreign workers in the construction industry by 2010. With the current foreign workers totaling 227,000, the remittances of the foreign workers amounted to about 7.5 billion. It is expected that the Government would be able to reduce the remittances with the full implementation of IBS. (Bernama.com, 2006) 2. Enhance Efficiency of Construction Process and Higher Productivity: IBS is a methodology whereby a local construction industry is driven towards the adoption of an integrated and encouraging key players in the construction industry to produce and utilize pre-fabricated and mass production of the building at their work sites. This will help to enhance the efficiency of construction process, allowing a higher productivity, quality, time and cost saving. (CIDB, 2004) 3. Produce Better Product: IBS promises elevated levels of expertise throughout the industry, from manufacturers, installers, engineers, planners, designers, and developers. The benefits of IBS will ultimately produce better products for the population (CIDB, 2003) 4. Reduce Wastage, Less Site Materials, Costs, Cleaner and Neater Environment: The IBS, which enables on-site prefabricated or pre-cast building components manufactured at factories offers minimal wastage, less site materials, cleaner and neater environment, controlled quality, and lower total construction cost (CIDB, 2003). For example, the repetitive use of system formwork made up of steel, aluminium, etc and scaffolding provides considerable cost savings (Bing et al. 2001). 5. Higher Quality of Component: An industrialised building system component produces higher quality of components attainable through careful selection of materials, use of advanced technology and strict quality assurance control (Din,1984) 6. Reduce Labour at Site: Prefabrication takes place at a centralised factory, thus reducing labour requirement at site. This is true especially when high degree of mechanisation is involved (Warszawski, 1999) 7. Faster Completion: An industrialised building system allows for faster construction time because casting of precast element at factory and foundation work at site can occur simultaneously. This provides earlier occupation of the building, thus reducing interest payment or capital outlays (Waleed et al., 2003) 8. Not Affected by Adverse Weather Condition: Construction operation is not affected by adverse weather condition because prefabricated component is done in a factory controlled environment (Waleed et al., 2003) 9. Flexible Design: An industrialised building system allows fexibility in architectural design in order to minimise the monotony of repetitive facades (Warszawski, 1999). An industrialised building system provides flexibility in the design of precast element as well as in construction so that different systems may produce their own unique prefabrication construction methods (Zaini, 2000) Barriers of Adoption in Malaysia Construction Industry IBS can replace the conventional building system which is labour oriented However, since the first project of IBS not well accepted by construction parties because of fail to deal with the risks such failure of keep within the cost estimate. For example, the first project incurred 8.1 % higher costs than a similar building that using conventional construction method, while the second project was 2.6% lower than the cost. Both projects also completed in 27 months in term of compare to the construction speed but are inclusive the time of set up the recasting factories too. When come to the quality, the conventional method seems have better quality than IBS. In conclusion, there is a competitive with conventional construction method. Even though IBS is good to implement due to its advantages but the implementation of usage level is still very low. According to Waleed et. al. (2003), the common consensus of all the stakeholders of construction in Malaysia is that, the IBS implementation in Malaysian building construction industry is still very low compared to the conventional methods. This is due to several reasons(MCRJ, 2009): 1. Costs and Return Investment: Wide swings in houses demand, high interest rate and cheap labour cost, make it difficult to justify large capital investment. At present there is an abundance of cheap foreign workers in Malaysia and contractors prefer to use labour intensive conventional building system because it is far easier to lay off workers during slack period. The economic benefits of IBS are not well documented in Malaysia and the past experiences indicated IBS is more expensive due to fierce competition from conventional building system. 2. Lack of skilled and knowledgeable manpower: Fully prefabricated construction system requires high construction precision. Malaysian labour force still lack of skilled workers in IBS implementation. 3. The Practices: The construction industry is very fragmented, diverse and involves many parties. Consensus is required in the use of IBS during planning stage. 4. Knowledge based: Lack of Research Development (RD) in the area of novel building system that uses local materials. Majorities of IBS in Malaysia are imported from developed countries, thus driving up the construction cost. Engineering degrees in local universities seldom teach about the design and construction of IBS. 5. Low Quality: The use of IBS in Japan and Sweden are so successful due to high quality  and high productivity but it sis the opposite in Malaysia. Previous projects constructed  with IBS concept were of low quality and high construction cost. 6. Lack of Incentive and Awareness: Due to the lack of incentive and promotion from government in the use of IBS, many many architects and engineers are still unaware of the basic elements of IBS such as modular co-ordination. 7. Lack of Scientific Information: An IBS system can only be acceptable to practitioners if its major advantages are valuable compared to the conventional system. However, up to date, there is inadequate corroborative evidence to substantiate the benefits of IBS system. It is therefore, arguable that the implementation of IBS is particularly hindered by lack of scientific information (Badir et al., 2002) 8. Wastage of Material: Standardization of building elements faces resistance from the construction industry due to aesthetic reservation and economic reason. One good example of this is when a 300mm thick modular standardized floor slab has to be used although a 260mm thick floor slab can achieve the similar structural performance. This results wastage of material (Waleed et al., 2003) Summary of the Chapter Nowadays in Malaysia, IBS still being developed and applied in new building. Mean while, the implementation level is still very low what has anticipate by the government. The purpose of IBS is very clear as an alternative for conventional method and also reduces the dependency of labour, and increase the performance in time, cost, and quality. The Government of Malaysia promote IBS component to the construction industrials. In the literature review have proved that there are many benefits of IBS but still is low usage among contractors and the implementation of using IBS level is still very low.

Personal Computer System Components :: how a computer works

Personal Computer System Components   Ã‚  Ã‚  Ã‚  Ã‚  Can you imagine a world without computers? Computers have changed everyday life in infinite ways that we would have never imagined 50 years ago. Long ago, computers were primarily used to compute numbers and to do word processing. As times have changed, computers have also evolved to help us with our everyday tasks. Nowadays we even use our computers for personal enjoyment by using them for games and finding information on the Internet. One way computers play a vital role in everyday life is a computer that helps manage a nuclear power plant. One computer might take the place of numerous people by checking readings and calculating information. Having a thorough knowledge of how a computer operates and how the components interact is very important in understanding how a computer works.   Ã‚  Ã‚  Ã‚  Ã‚  When using computer terms, it is very confusing trying to refer to different parts. Computers are basically broken down into two groups so help organize parts. Hardware is the term used to refer to items that you can physically touch and move with your hands (Dais interview). Software is the term used when referring to items you cannot touch like programs and applications.   Ã‚  Ã‚  Ã‚  Ã‚  Ã‚  Ã‚  Ã‚  Ã‚  Ã‚   The motherboard is the main piece of circuitry inside your PC (personal computer). Like the downtown of a big city, it’s where everything happens. The motherboard is important because the most important things inside your PC cling to it (Dais interview). In fact, for the most part, the computer tower is simply a housing for the motherboard. Although the motherboard contains a lot of items, it is essentially one unit and is referred to as such (Gookin 114). As an example, a mall has many stores, but everyone calls it the mall. At the heart of every computer beats the microprocessor. The microprocessor acts like a tiny, fast calculator (Ting interview). The microprocessor itself deals with other elements in the computer. These elements provide either input or output. Input is information flowing into microprocessor and output is information that it generates or splits up (Gookin 116). The overall performance of a computer of your PC depends in large measure of its microprocessor. Clock speed is measured in megahertz (MHz), or millions of pulses (cycles) per minute (Waters 61). You might think of a processor clock as a kind of metronome; with each beat of the clock -each cycle- the processor can execute an instruction from the software (Dais interview).

Leaving your city: Analysis :: essays research papers

The Poem that I chose to analyze is Agha Shahid Ali's titled Leaving Your City. This is a very appropriate choice of title because it clarifies and helps you to understand the movement of the poem. We have the writer and another character meeting and spending time together and then they are not together and the title helps us to understand that the writer has left the city of the newly met companion. Also the title is not stated with in the poem and is not a real clichà © title so I believe that that makes it work even better.   Ã‚  Ã‚  Ã‚  Ã‚  The way Ali has broken up this poem is very interesting. He makes use of full sentences and only uses capitalization at the beginning of each sentence. However the way that each stanza is broken up puts a great deal of emphasis on specific lines throughout the poem. There is also enjambment throughout the entire poem and it makes you keep reading a sentence and at the same time has you look at the line the reader just read more carefully. There is also a great deal of end-stopped lines and line breaks which introduce an unexpected emphasis. There is one line that is just one word, the word meticulous, and that word alone really paints the picture of the nameless character that is involved in someway with the speaker. The way you are forced to read allows for a great reading experience.   Ã‚  Ã‚  Ã‚  Ã‚  Ali pulls together very unlike images and makes them work very well together. The images however seem to be somewhat abstract. The stanza that really stands out to me is â€Å"you sharpened the knife   Ã‚  Ã‚  Ã‚  Ã‚   on the moon’s surface,   Ã‚  Ã‚  Ã‚  Ã‚   polished it with lunatic silver.† (Ali) This is just very uncertain and it makes the reader have to think about what the speaker is saying. There are just so many different ways in which you can deduce that set of lines, which is definitely a good thing because then the reader definitely has their own interpretation and experience of the writing. The speaker never uses a simile flat out but everything that the speaker says is very important because there are so many events and movements that take place in this piece, yet it is all withered down to a few precise words that encapsulate everything the speaker is trying to convey.   Ã‚  Ã‚  Ã‚  Ã‚  The tone that the speaker sets is also very important to the reader empathizing.

Teaching Philosophy :: Education Educating Teacher Essays

Teaching Philosophy The most important impact I want to have on students is that they remember me as a teacher who cares about their education. I want to leave an impact on each child’s life. My motivation to teach comes from a desire to help others and see student’s excitements as they learn new concepts. I believe teaching is my way to make a positive difference for each of my students. My approach to teaching is based on the belief that my purpose at any school is to serve the students. I will focus on the long-term best interests of each student. Serving students begins with respecting them as an individual who can make worthwhile contributions to my learning and others’ learning. This type of respect also leads to taking a personal interest in my students so they know that I value them. Serving students goes beyond just teaching them the facts of economics of how to think and learn. It means challenging them to be successful and excel in anything they accomplish. A prerequisite for good teaching is a solid understanding and thorough knowledge of the subject area. As I want my students to respect me, I desire to earn their respect by having something valuable to teach them. I will use my knowledge of real life experiences in the subject area I will teach. To me the overall purpose of education is to get win the battle with getting the students to be motivated in doing their best in school. For the students to develop an interest in a subject to learn it well and the primary source of that interest comes from the enthusiasm of the teacher. I believe that my passion for teaching will allow me to motivate my students to learn any difficult material. I will model this attitude by learning from my students in the classroom, showing that they have things to teach me. To make the best use of my classroom time I as a teacher need to know what strategies to apply to promote good classroom management. The following are the methods I would apply to my classroom: . Using rewards and reinforcements . Understanding my student’s level of learning

Boston’s Central Artery Project Essay

Boston’s Central Artery Project undertook a massive-large scale operation to shift their highway underground. This project was named ‘The Big Dig’ due to the large scale drilling to make tunnels that could support highway like traffic and be open all year round. Due to its large scale operations, the construction required a lot of investment that could only be funded by issuing bonds. This paper describes the calculation for the bond to make it successful for the construction to be viable. Methods The case gives some important information that will help in completing this problem. The cost of the bond is given as 15 Billion while the interest rate to be charged is given as 5%. Since most bonds have a semi-annual interest payments, this bond’s value will be calculated on this value as well. What we need to find is the cost for the bond to be returned and the total interest payments over the life of the bond till its maturity. With the sum of these two figures, we will get the total cost the government has incurred on this project. After this is we just need to calculate how many cars would pass from that highway in thirty years and then we will divide the sum of the costs by the total number of cars passed in thirty years to get the exact value at which the project will break-even. Results The result from the calculations driven by dividing the total cost to be returned by the number of cars in 30 years shows that a toll price of $17. 123 should be charged to break-even the cost for the whole financing operation. Recommendations The toll price is too high if we calculate the expected life of the highway to be 30 years (same as the finance life). However, in reality the highway’s life would be much greater than 30 years. Approximately the life is expected to be 50 years at least. Considering this factor, the answer would differ and would come to be around $10. However another factor to consider would be the increase in the traffic in the future that would further reduce the price of the toll. However at the moment this price is too high and would need to be brought down to allow the motorists to travel via this route.