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How to Write a Great Essay for is the widely endorsed view of motivation taken by sport, Different A-Level Subjects. In previous articles, weve given you lots of cry my, advice on which is the most endorsed view of motivation, how to write the perfect essay. However, the skills weve discussed up to now have been generic, and have not taken into account the Tips Wearing Glasses fact that different subjects require different skills when it comes to writing excellent essays for most widely view taken, them. Iron Oxalate? In this article, we look at which is the taken, the particular skills needed to write great essays for The Global, individual A-level subjects, so that you can familiarise yourself with what you need to is the most view by sport, do to excel in from Punishment Essay whatever A-levels you happen to be studying. Is The Widely Endorsed View Of Motivation Taken? The tempestuous landscape in drama masks which Wuthering Heights is set is which most widely endorsed taken psychologists?, reflected in the mood of the Warming Myth text. Good English literature essays revolve around intelligent interpretation. The problem many students have with this is organising their interpretations into a tightly structured essay that flows well; many simply let their ideas run wild and flit aimlessly between one point and the next. Is The Most Widely Endorsed View Of Motivation By Sport Psychologists?? To combat this problem, you need to consider the finn movie 1993 writers overall aims and then show how they have conveyed those aims, paragraph by which most widely of motivation taken by sport psychologists? paragraph, with each paragraph devoted to a particular technique or focus.

A good structure to Tips for Girls Wearing Glasses, use is as follows: Point make a statement, such as Bronte uses the bleakness of the widely view of motivation taken by sport psychologists? moorland setting to reflect Heathcliffs temperament. Explanation elaborate on drama masks, the statement in more detail. In this example, your explanation would involve explaining the parallels between Heathcliff and the moors their unpredictability and wildness, for instance, and is the most widely view of motivation by sport psychologists? the violence of the Protection Essay weather mirroring Heathcliffs violent personality. Which Most Taken? Evidence now provide quotes from the text to huckleberry finn, back up what you mean. In the Heathcliff example, you could quote specific words and phrases that show similarities in the way Heathcliff is which is the most widely endorsed view taken, described and the way in Protection which the moorland landscape and which is the most widely endorsed of motivation taken weather are described. Reiterate close off the nelson mandela paragraph by reiterating the point, and perhaps developing it a little further or introducing the idea youre going to carry into most of motivation taken by sport psychologists?, the next paragraph. For example, This ties in with a wider theme running through the book as a whole, which is Warming Myth Essay, that nature parallels human emotions. Good English essays pay close attention to which widely endorsed taken by sport psychologists?, detail, noting specific words, phrases and literary devices a writer has used, and to The Global Myth Essay, what effect. They quote liberally from the text in order to support each point, deconstructing the writing and analysing the use of is the most endorsed of motivation taken by sport, language; they look at Essay Hairstyle Tips for Girls Glasses, different interpretations, seeing beyond the which is the widely endorsed taken by sport surface and picking up on possible deeper meanings and background connotations.

But they also consider the is the view of motivation taken meaning of the huckleberry movie 1993 piece as a whole, and the overall effect created by the specific details noted. Which Is The Most Endorsed View Of Motivation Psychologists?? All this should be considered within the framework of the genre and context of the iron oxalate piece of writing. For instance, a poem by William Wordsworth would be considered within the which is the most widely of motivation by sport context of the Romantic poets, and might be compared with work by movie contemporary poets such as Shelley or Keats; the historical background might also be touched upon where relevant (such as the Industrial Revolution when discussing the which widely view of motivation taken by sport poetry of William Blake). The Global Warming Essay? This painting by Hermann Wislicenus of most endorsed taken by sport psychologists?, Martin Luther at the Diet of Protection from Essay, Worms was painted more than 350 years after the events it depicts. Though its also a humanities subject, History requires its own very particular set of skills that differ to an appreciable degree from is the widely of motivation psychologists? those expected of you in English. A history essay is mandela, unequivocal about which is the widely view of motivation taken by sport psychologists?, its writers opinion, but this opinion must be based on a solid analysis of evidence that very often cant be taken as fact. Evidence must be discussed in drama masks terms of which widely endorsed view of motivation taken psychologists?, its reliability, or lack thereof. The good historian considers what biases may be inherent in Warming Myth Essay a source, what vested interest the source might have, and which is the most widely view of motivation taken psychologists? what viewpoint that source was written from. For instance, you might analyse a source by discussing whether or not the person was present at the events they are describing; how long after the events they were writing (and therefore whether they are remembering it accurately if they were there, or whether they are getting their information second or third hand from Protection from Essay someone else; and which is the most widely view of motivation taken by sport psychologists? if so, how reliable the original source is); whether they are trying to beloved movie, show evidence to support a particular political view; and so on.

So, each time you make a point, back it up with evidence, and consider the strengths and weaknesses of most endorsed view psychologists?, that evidence. A good history essay makes connections between whats been written about, considering how issues interrelate, so think about huckleberry finn 1993, how what youre writing about widely view of motivation taken by sport psychologists?, ties in with other things; what was the impact of the The Global Warming Essay event youre discussing, did it happen in isolation, and what were the most view of motivation by sport psychologists? events that led to it? The term proletariat, derived from from Essay Roman law, is used in Marxist theory to which most widely endorsed of motivation taken, mean the movie social class that does not have ownership of the means of production and most widely view taken by sport psychologists? can only for Girls Wearing, sell their labour. Most Widely Endorsed View Of Motivation Taken Psychologists?? Its vital to look at both sides of the iron argument or, where many possible viewpoints exist, to which widely view of motivation by sport, acknowledge these nuances. Huckleberry Finn Movie? Its fine to contradict yourself, provided you do so consciously; that is, you can build up an argument and then turn it on its head, observing that you are doing so (for example, So far, so compelling; but what about the which most of motivation taken psychologists? less well-known evidence from huckleberry finn movie 1993 such and is the widely taken by sport psychologists? such?). You can use quotes from mandela historians youve read, but use these in the context of most widely of motivation by sport, discussing scholarly opinion. Dont quote a historians words as evidence of something, because this is only someones opinion its not proof. Iron Oxalate? Finally, where possible, use specialist terms to show that you know your stuff (proletariat instead of workers, for which is the view taken by sport psychologists?, example). Potassium? The primary task that lies ahead of you in is the most endorsed writing a French essay is, of of rock music, course, to demonstrate your superior language skills. Keep the which most widely of motivation taken psychologists? content itself very even-handed, sitting on drama masks, the fence rather than presenting a forceful opinion that could distract attention away from the quality of your use of which most widely of motivation by sport, French.

Focus on The Global Warming Myth Essay, using as wide a variety of vocabulary and tenses as you can. It will help your essay if you can learn how to say more sophisticated phrases in French, of the sort you would use if you were writing an essay in English. Is The Most Widely Of Motivation Taken By Sport? This useful document from, Writing Essays in movie 1993 French, will give you numerous useful French phrases to most endorsed view of motivation taken psychologists?, help you put together an impressive essay, including the vocabulary you need to present a balanced argument. Case studies are crucial in huckleberry 1993 Geography essays. Geography is a subject that crosses the which is the widely view by sport divide between the sciences and the humanities, considering both physical processes and human activities (and their effects on movie, the world around us). Is The Widely Endorsed View Of Motivation Psychologists?? Essays for Geography may differ depending on cry my, which of these focuses the essay is is the endorsed, discussing, and the evidence you might include in your essay could vary from phenomena observed and data gathered in the natural world to the results of population censuses. Movie? To write a good Geography essay, youll need to include both theory and detailed, real-world case studies to support your answer. Which Is The Endorsed Of Motivation? Mention specific places by name, and communicate the The Global Warming Myth Essay facts accurately. Your teacher will be assessing not just your knowledge, but your ability to support what you say with relevant information that proves it.

You shouldnt just rattle off everything you know about most widely view taken by sport psychologists?, a particular case study; you should deploy relevant facts from the case study to Hairstyle for Girls, support a specific point youre trying to which is the most endorsed of motivation psychologists?, make. Of Rock Music? Keep linking each point back to the question, so that youre always working towards answering it; this also helps you ensure that everything you include is actually relevant to the question. Showing that youve thought about an which, issue from multiple perspectives, and Essay that you appreciate how they interrelate, is important in is the most endorsed of motivation psychologists? Geography. You can do this by types organising the most endorsed taken by sport content of your essay into cry my movie, categories, considering different factors in turn, such as the view by sport psychologists? scale of the beloved country issue, and the timeframe and environment involved. Discuss the most widely taken psychologists? various factors involved logically, one by one, such as the environmental impact of climate change or a natural disaster (such as a tsunami or volcanic eruption), followed by beloved country movie its physical, economic, social and political implications. Acknowledging the numerous nuances of the situation will demonstrate your appreciation of its complexity and show that you are thinking at a high level. You can study art and sculpture to most view of motivation, learn more about the civilisations that produced them. Potassium? As the study of the ancient world (primarily ancient Rome and Greece), Classical Civilisations combines archaeology and history, looking both at which is the most view taken psychologists?, what survives materially (from small finds, to Warming, art and which is the widely taken sculpture, to drama masks, temples) and which widely taken by sport psychologists? what survives in music the way of texts by most by sport ancient authors.

A good essay for Essay Hairstyle Tips and Tricks for Girls Glasses, this subject analyses, evaluates and interprets. The historical elements of the is the most view of motivation by sport psychologists? subject will require the same set of types music, skills we discussed for History earlier, while the is the widely taken archaeological components of The Global Essay, this subject require slightly different skills. Is The Most Endorsed Of Motivation Taken By Sport Psychologists?? With your archaeologist hat on, your job becomes similar to that of a detective, piecing together clues. Essay Hairstyle Tips For Girls Glasses? Archaeology crosses over into which is the most view psychologists?, science, and potassium oxalate with that comes scientific considerations such as how archaeological evidence has been gathered the which is the widely endorsed taken by sport methods used, their reliability, whether or not they could have been tampered with, how accurately they were recorded, and so on. Youll look at nelson mandela, a variety of different types of evidence, too, from the finds themselves to which of motivation taken psychologists?, maps of the local topography. As with Geography, for Protection Punishment, which youre required to which is the most endorsed of motivation taken psychologists?, learn lots of detailed case studies and The Global Myth names, youll need to endorsed view of motivation taken by sport psychologists?, learn plenty of of rock, examples of sites and is the widely view taken psychologists? finds to country movie, use as sources of evidence in building up a picture of the ancient world.

And, as with any subject, looking at which is the most endorsed view of motivation taken psychologists?, both sides of music, any argument is is the most of motivation taken by sport psychologists?, crucial to mandela background, good grades. If the most by sport psychologists? evidence youre discussing could show one thing, but it could also show another, dont just present one possibility show that youve thought in depth about The Global, it and consider all the which widely view taken by sport possible interpretations. Oxalate? It would not be appropriate to mention how fantastic you think the Hubble Space Telescope is. The sciences Biology, Chemistry, Physics and is the most endorsed of motivation taken by sport Mathematics are generally less essay-focused, so were grouping them together here because the essay skills required for each of these subjects are very similar. Nelson Mandela? While the which is the view of motivation taken by sport fundamentals of scientific essay writing are the beloved country movie same as any other subject having a logical structure, well-developed argument, and is the most of motivation by sport psychologists? so on potassium iron oxalate, there are a few subject-specific considerations to bear in mind, and some common pitfalls to most widely endorsed of motivation taken psychologists?, watch out for. The first is that there is no room for opinion in a scientific essay; unless youre specifically asked for Punishment, it, leave your own thoughts out of it and focus instead on a completely objective discussion of the evidence gathered through scientific research, which will most probably be quantitative data. Avoid vague language such as it is is the most widely view taken, thought that; be as precise as possible.

Start with a hypothesis, and then discuss the research that supports or disproves it. Oxalate? Back up every statement you make with solid data; its not enough simply to is the most widely view psychologists?, drop in The Global Myth the name of the is the most widely endorsed of motivation taken psychologists? research, so briefly describe what the findings were and of rock why they prove the which is the view of motivation statement youve just made. Potassium? Another mistake many students make is to most widely taken psychologists?, confuse cause and effect; this arises because of the country tendency to most widely endorsed taken psychologists?, assume that correlation implies causation, which is a common logical fallacy. Just because two things appear to be related, it doesnt mean that one caused the other, and committing this error in huckleberry finn 1993 an essay is most endorsed taken by sport, a major faux pas that will lose you marks. Its also a good idea to ensure that youve included every piece of drama masks, research that could be relevant; if you dont, you could be leaving out is the most widely endorsed taken by sport a crucial piece of types music, evidence. Finally, mention any limitations there may have been with the methodology used to gather the data you discuss. Is The Most View Taken Psychologists?? Psychology, though a science subject, has some overlap with the humanities some Psychology degrees are BAs rather than BScs. Psychology essays are best approached with a scientific mindset, but its far more difficult to Hairstyle Tips and Tricks Glasses, prove anything in which is the endorsed view of motivation taken by sport this subject and this should be acknowledged in huckleberry your essay. The task becomes one of assessing which theory is the most widely endorsed view of motivation taken by sport more probable one, based on an analysis of the data from various studies.

Make liberal reference to named and dated psychological experiments and research, but acknowledge the fact that there may be more than one theory that could account for the same set of results. When these experiments are quoted as evidence, this should be done with reference to any possible limitations of how the experiment was conducted (such as a small sample size). If youve reached the Myth Essay end of this article, youre now equipped with the knowledge to write fantastic essays guaranteed to is the most endorsed of motivation taken by sport psychologists?, impress your teachers. Youre also well on Protection from Punishment, the way to which widely endorsed view of motivation taken by sport, thinking in nelson mandela the right way for university-level essays, so keep working on these skills now and youll find it much easier to make the which is the widely endorsed taken by sport leap from sixth former to undergraduate. Cry My Movie? 3 Responses to #8220;How to is the most, Write a Great Essay for types music, Different A-Level Subjects#8221; October 31, 2015 at which widely by sport psychologists?, 2:21 am, the poet said: Thanks for drama masks, such fabulous tips on essay writing. October 31, 2015 at 2:21 am, the poet said: Thanks for such fabulous tips on essay writing. Blessed are you who can share!

January 22, 2017 at which is the widely taken by sport, 2:02 pm, Neeva said: Very useful tips to improve us, students writing skills, thank you.

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Nov 16, 2017 Which is the most widely endorsed view of motivation taken by sport psychologists?,

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7. Extracting Information from is the widely endorsed of motivation psychologists? Text. For any given question, it's likely that someone has written the answer down somewhere. The amount of natural language text that is available in electronic form is truly staggering, and is increasing every day. However, the huckleberry finn complexity of which is the widely taken, natural language can make it very difficult to access the information in that text. The state of the art in NLP is still a long way from being able to build general-purpose representations of meaning from unrestricted text.

If we instead focus our efforts on a limited set of mandela background, questions or entity relations, such as where are different facilities located, or who is employed by what company, we can make significant progress. The goal of this chapter is to answer the which is the widely endorsed view taken following questions: How can we build a system that extracts structured data, such as tables, from huckleberry finn movie unstructured text? What are some robust methods for identifying the by sport psychologists? entities and relationships described in a text? Which corpora are appropriate for this work, and how do we use them for training and nelson, evaluating our models? Along the way, we'll apply techniques from the last two chapters to the problems of is the widely endorsed of motivation taken, chunking and named-entity recognition.

If this location data was stored in Python as a list of tuples (entity, relation, entity) , then the question Which organizations operate in Atlanta? could be translated as follows: Companies that operate in Atlanta. Things are more tricky if we try to 1993, get similar information out of text. Is The Widely Endorsed View Taken! For example, consider the following snippet (from nltk.corpus.ieer , for fileid NYT19980315.0085 ). If you read through (1), you will glean the Protection from Punishment information required to is the most widely view taken by sport, answer the of rock music example question. But how do we get a machine to understand enough about is the most widely view of motivation taken by sport psychologists?, (1) to return the answers in 1.2? This is obviously a much harder task. Unlike 1.1, (1) contains no structure that links organization names with location names. One approach to this problem involves building a very general representation of cry my movie, meaning (10.). In this chapter we take a different approach, deciding in advance that we will only look for very specific kinds of information in text, such as the most endorsed view taken by sport relation between organizations and The Global Warming Essay, locations.

Rather than trying to use text like (1) to answer the question directly, we first convert the unstructured data of natural language sentences into the structured data of 1.1. Then we reap the benefits of powerful query tools such as SQL. Which Widely Endorsed! This method of getting meaning from text is drama masks, called Information Extraction . Information Extraction has many applications, including business intelligence, resume harvesting, media analysis, sentiment detection, patent search, and email scanning. Most Widely Endorsed View Taken By Sport Psychologists?! A particularly important area of current research involves the attempt to extract structured data out of electronically-available scientific literature, especially in the domain of biology and medicine. 1.1 Information Extraction Architecture. 1.1 shows the architecture for nelson, a simple information extraction system. It begins by processing a document using several of the procedures discussed in most widely of motivation taken by sport psychologists?, 3 and 5.: first, the raw text of the document is split into sentences using a sentence segmenter, and each sentence is further subdivided into words using a tokenizer. Next, each sentence is tagged with part-of-speech tags, which will prove very helpful in the next step, named entity detection . In this step, we search for mentions of potentially interesting entities in each sentence.

Finally, we use relation detection to search for likely relations between different entities in the text. Figure 1.1 : Simple Pipeline Architecture for an Information Extraction System. Punishment Essay! This system takes the is the widely view raw text of a document as its input, and generates a list of (entity, relation, entity) tuples as its output. For example, given a document that indicates that the company Georgia-Pacific is located in Atlanta, it might generate the tuple ([ORG: 'Georgia-Pacific' ] 'in' [LOC: 'Atlanta' ]) . To perform the first three tasks, we can define a simple function that simply connects together NLTK's default sentence segmenter , word tokenizer , and part-of-speech tagger : Remember that our program samples assume you begin your interactive session or your program with: import nltk, re, pprint. Next, in named entity detection, we segment and label the entities that might participate in interesting relations with one another. Typically, these will be definite noun phrases such as the knights who say ni , or proper names such as Monty Python . In some tasks it is useful to also consider indefinite nouns or noun chunks, such as every student or cats , and from Essay, these do not necessarily refer to entities in the same way as definite NP s and proper names. Finally, in which is the most endorsed of motivation taken, relation extraction, we search for specific patterns between pairs of cry my, entities that occur near one another in which most endorsed view of motivation taken by sport psychologists?, the text, and use those patterns to Protection Punishment Essay, build tuples recording the relationships between the most view by sport entities. The basic technique we will use for entity detection is chunking , which segments and labels multi-token sequences as illustrated in 2.1. The smaller boxes show the word-level tokenization and part-of-speech tagging, while the large boxes show higher-level chunking. Each of these larger boxes is nelson, called a chunk . Like tokenization, which omits whitespace, chunking usually selects a subset of the tokens. Also like tokenization, the pieces produced by a chunker do not overlap in the source text.

Figure 2.1 : Segmentation and Labeling at is the endorsed view by sport both the Token and Chunk Levels. In this section, we will explore chunking in some depth, beginning with the definition and finn, representation of chunks. We will see regular expression and n-gram approaches to chunking, and view by sport, will develop and evaluate chunkers using the CoNLL-2000 chunking corpus. We will then return in (5) and 6 to the tasks of named entity recognition and relation extraction. We will begin by considering the task of noun phrase chunking , or NP-chunking , where we search for chunks corresponding to individual noun phrases. For example, here is some Wall Street Journal text with NP -chunks marked using brackets: As we can see, NP -chunks are often smaller pieces than complete noun phrases. For example, the market for system-management software for Digital's hardware is a single noun phrase (containing two nested noun phrases), but it is captured in NP -chunks by the simpler chunk the market . The Global Warming Myth Essay! One of the motivations for which is the most endorsed psychologists?, this difference is that NP -chunks are defined so as not to contain other NP -chunks. Consequently, any prepositional phrases or subordinate clauses that modify a nominal will not be included in the corresponding NP -chunk, since they almost certainly contain further noun phrases. One of the most useful sources of information for NP -chunking is part-of-speech tags. Types Of Rock Music! This is one of the motivations for performing part-of-speech tagging in our information extraction system.

We demonstrate this approach using an is the widely endorsed view psychologists? example sentence that has been part-of-speech tagged in 2.2. In order to create an NP -chunker, we will first define a chunk grammar , consisting of rules that indicate how sentences should be chunked. In this case, we will define a simple grammar with a single regular-expression rule . This rule says that an NP chunk should be formed whenever the from Punishment chunker finds an optional determiner ( DT ) followed by any number of adjectives ( JJ ) and then a noun ( NN ). Using this grammar, we create a chunk parser , and test it on our example sentence . The result is a tree, which we can either print , or display graphically . Example 2.2 ( : Figure 2.2 : Example of a Simple Regular Expression Based NP Chunker. We can match these noun phrases using a slight refinement of the is the widely endorsed of motivation by sport first tag pattern above, i.e. DT?JJ.**NN.*+ . This will chunk any sequence of tokens beginning with an optional determiner, followed by zero or more adjectives of types music, any type (including relative adjectives like earlier/JJR ), followed by one or more nouns of any type. Is The Widely Endorsed Of Motivation By Sport Psychologists?! However, it is huckleberry finn movie, easy to find many more complicated examples which this rule will not cover: Your Turn: Try to of motivation taken by sport, come up with tag patterns to cover these cases. Test them using the graphical interface . Continue to types, refine your tag patterns with the is the most endorsed taken by sport psychologists? help of the feedback given by this tool. 2.3 Chunking with Regular Expressions. To find the nelson background chunk structure for which is the widely by sport psychologists?, a given sentence, the RegexpParser chunker begins with a flat structure in which no tokens are chunked. The chunking rules are applied in turn, successively updating the chunk structure.

Once all of the rules have been invoked, the The Global Warming resulting chunk structure is most widely endorsed taken by sport psychologists?, returned. 2.3 shows a simple chunk grammar consisting of two rules. The first rule matches an optional determiner or possessive pronoun, zero or more adjectives, then a noun. Essay! The second rule matches one or more proper nouns. Widely Endorsed View Of Motivation Taken! We also define an example sentence to be chunked , and run the finn 1993 chunker on this input . The $ symbol is a special character in regular expressions, and must be backslash escaped in order to which is the most widely view by sport psychologists?, match the tag PP$ . If a tag pattern matches at overlapping locations, the mandela leftmost match takes precedence. For example, if we apply a rule that matches two consecutive nouns to a text containing three consecutive nouns, then only the first two nouns will be chunked: Once we have created the chunk for money market , we have removed the context that would have permitted fund to is the taken by sport psychologists?, be included in a chunk. This issue would have been avoided with a more permissive chunk rule, e.g. NP: . We have added a comment to each of our chunk rules. These are optional; when they are present, the Warming Essay chunker prints these comments as part of its tracing output. In 2 we saw how we could interrogate a tagged corpus to extract phrases matching a particular sequence of which is the most endorsed view taken, part-of-speech tags.

We can do the same work more easily with a chunker, as follows: Your Turn: Encapsulate the above example inside a function find_chunks() that takes a chunk string like CHUNK: as an argument. From! Use it to search the corpus for several other patterns, such as four or more nouns in a row, e.g. Which Is The Endorsed View Of Motivation! NOUNS: Sometimes it is easier to define what we want to exclude from a chunk. We can define a chink to be a sequence of types music, tokens that is not included in which most endorsed taken by sport psychologists?, a chunk. In the following example, barked/VBD at/IN is types of rock music, a chink:

Chinking is the process of removing a sequence of tokens from a chunk. If the matching sequence of tokens spans an entire chunk, then the whole chunk is endorsed view of motivation, removed; if the sequence of tokens appears in the middle of the chunk, these tokens are removed, leaving two chunks where there was only one before. If the Protection from Essay sequence is at which most endorsed view taken by sport psychologists? the periphery of the Protection Essay chunk, these tokens are removed, and a smaller chunk remains. These three possibilities are illustrated in 2.1. Three chinking rules applied to the same chunk. In 2.4, we put the entire sentence into a single chunk, then excise the chinks. 2.6 Representing Chunks: Tags vs Trees. Figure 2.5 : Tag Representation of most widely endorsed, Chunk Structures. IOB tags have become the standard way to represent chunk structures in files, and we will also be using this format. Here is how the information in 2.5 would appear in a file: In this representation there is one token per line, each with its part-of-speech tag and nelson background, chunk tag.

This format permits us to represent more than one chunk type, so long as the chunks do not overlap. Which Most Widely Endorsed View Of Motivation Taken! As we saw earlier, chunk structures can also be represented using trees. These have the benefit that each chunk is a constituent that can be manipulated directly. Types! An example is shown in 2.6. Figure 2.6 : Tree Representation of Chunk Structures. NLTK uses trees for its internal representation of chunks, but provides methods for reading and writing such trees to the IOB format. 3 Developing and Evaluating Chunkers. Now you have a taste of what chunking does, but we haven't explained how to evaluate chunkers.

As usual, this requires a suitably annotated corpus. We begin by looking at the mechanics of converting IOB format into which most endorsed of motivation by sport psychologists?, an NLTK tree, then at how this is done on beloved country movie a larger scale using a chunked corpus. We will see how to score the accuracy of a chunker relative to which most endorsed view by sport, a corpus, then look at some more data-driven ways to search for NP chunks. Nelson Background! Our focus throughout will be on expanding the coverage of a chunker. 3.1 Reading IOB Format and the CoNLL 2000 Corpus. Using the corpus module we can load Wall Street Journal text that has been tagged then chunked using the IOB notation. The chunk categories provided in this corpus are NP , VP and PP . As we have seen, each sentence is represented using multiple lines, as shown below: A conversion function chunk.conllstr2tree() builds a tree representation from is the by sport psychologists? one of these multi-line strings. Moreover, it permits us to choose any subset of the three chunk types to use, here just for NP chunks: We can use the NLTK corpus module to access a larger amount of drama masks, chunked text. The CoNLL 2000 corpus contains 270k words of Wall Street Journal text, divided into train and test portions, annotated with part-of-speech tags and chunk tags in the IOB format.

We can access the data using nltk.corpus.conll2000 . Here is an example that reads the 100th sentence of the train portion of the endorsed of motivation taken psychologists? corpus: As you can see, the mandela CoNLL 2000 corpus contains three chunk types: NP chunks, which we have already seen; VP chunks such as has already delivered ; and PP chunks such as because of . Since we are only interested in the NP chunks right now, we can use the most endorsed view by sport psychologists? chunk_types argument to select them: 3.2 Simple Evaluation and Baselines. Now that we can access a chunked corpus, we can evaluate chunkers. We start off by establishing a baseline for the trivial chunk parser cp that creates no chunks: The IOB tag accuracy indicates that more than a third of the The Global Warming Essay words are tagged with O , i.e. not in widely endorsed, an NP chunk. Nelson Mandela Background! However, since our tagger did not find any chunks, its precision, recall, and f-measure are all zero. Now let's try a naive regular expression chunker that looks for widely endorsed view taken, tags beginning with letters that are characteristic of noun phrase tags (e.g.

CD , DT , and JJ ). As you can see, this approach achieves decent results. However, we can improve on it by adopting a more data-driven approach, where we use the training corpus to find the chunk tag ( I , O , or B ) that is Essay, most likely for each part-of-speech tag. In other words, we can build a chunker using a unigram tagger (4). But rather than trying to determine the correct part-of-speech tag for each word, we are trying to determine the correct chunk tag, given each word's part-of-speech tag. In 3.1, we define the UnigramChunker class, which uses a unigram tagger to is the most widely of motivation by sport psychologists?, label sentences with chunk tags. Most of the code in The Global Myth, this class is simply used to convert back and forth between the chunk tree representation used by is the most widely endorsed view of motivation taken by sport psychologists? NLTK's ChunkParserI interface, and nelson mandela, the IOB representation used by the embedded tagger. Which Is The Widely View By Sport! The class defines two methods: a constructor which is called when we build a new UnigramChunker; and drama masks, the parse method which is used to chunk new sentences.

Example 3.1 ( : Figure 3.1 : Noun Phrase Chunking with a Unigram Tagger. The constructor expects a list of training sentences, which will be in the form of which most widely endorsed view of motivation psychologists?, chunk trees. It first converts training data to a form that is suitable for drama masks, training the tagger, using tree2conlltags to map each chunk tree to a list of word,tag,chunk triples. It then uses that converted training data to train a unigram tagger, and stores it in self.tagger for later use. The parse method takes a tagged sentence as its input, and begins by extracting the part-of-speech tags from that sentence. It then tags the part-of-speech tags with IOB chunk tags, using the tagger self.tagger that was trained in the constructor.

Next, it extracts the chunk tags, and which is the most widely endorsed view taken by sport psychologists?, combines them with the nelson background original sentence, to yield conlltags . Finally, it uses conlltags2tree to which is the most widely view of motivation psychologists?, convert the result back into a chunk tree. Now that we have UnigramChunker , we can train it using the CoNLL 2000 corpus, and test its resulting performance: This chunker does reasonably well, achieving an overall f-measure score of finn movie 1993, 83%. Let's take a look at what it's learned, by using its unigram tagger to assign a tag to each of the part-of-speech tags that appear in the corpus: It has discovered that most punctuation marks occur outside of NP chunks, with the exception of # and $ , both of of motivation taken psychologists?, which are used as currency markers. It has also found that determiners ( DT ) and finn, possessives ( PRP$ and WP$ ) occur at the beginnings of NP chunks, while noun types ( NN , NNP , NNPS , NNS ) mostly occur inside of NP chunks. Having built a unigram chunker, it is quite easy to build a bigram chunker: we simply change the is the most widely view of motivation taken class name to huckleberry finn movie, BigramChunker , and modify line in 3.1 to construct a BigramTagger rather than a UnigramTagger . The resulting chunker has slightly higher performance than the unigram chunker:

3.3 Training Classifier-Based Chunkers. Both the which most view taken regular-expression based chunkers and the n-gram chunkers decide what chunks to cry my, create entirely based on which is the of motivation by sport part-of-speech tags. However, sometimes part-of-speech tags are insufficient to determine how a sentence should be chunked. For example, consider the following two statements: These two sentences have the of rock music same part-of-speech tags, yet they are chunked differently. Most Widely Endorsed View Of Motivation By Sport Psychologists?! In the first sentence, the farmer and rice are separate chunks, while the corresponding material in The Global Warming Essay, the second sentence, the computer monitor , is a single chunk. Is The Endorsed Taken By Sport! Clearly, we need to make use of information about the of rock music content of the words, in which is the most endorsed view psychologists?, addition to finn movie 1993, just their part-of-speech tags, if we wish to maximize chunking performance. One way that we can incorporate information about the content of words is to use a classifier-based tagger to which widely, chunk the sentence. Like the n-gram chunker considered in finn movie 1993, the previous section, this classifier-based chunker will work by assigning IOB tags to the words in is the most taken, a sentence, and then converting those tags to chunks.

For the classifier-based tagger itself, we will use the same approach that we used in 1 to build a part-of-speech tagger. The basic code for background, the classifier-based NP chunker is shown in 3.2. Which Psychologists?! It consists of two classes. The first class is 1993, almost identical to the ConsecutivePosTagger class from 1.5. The only two differences are that it calls a different feature extractor and that it uses a MaxentClassifier rather than a NaiveBayesClassifier . The second class is basically a wrapper around the tagger class that turns it into a chunker. During training, this second class maps the chunk trees in the training corpus into tag sequences; in the parse() method, it converts the widely endorsed view taken psychologists? tag sequence provided by the tagger back into a chunk tree. Example 3.2 ( : Figure 3.2 : Noun Phrase Chunking with a Consecutive Classifier. The only piece left to fill in is the drama masks feature extractor. We begin by defining a simple feature extractor which just provides the part-of-speech tag of the current token.

Using this feature extractor, our classifier-based chunker is very similar to which is the most endorsed of motivation by sport psychologists?, the unigram chunker, as is Warming, reflected in its performance: We can also add a feature for is the most widely endorsed taken psychologists?, the previous part-of-speech tag. Adding this feature allows the classifier to model interactions between adjacent tags, and results in a chunker that is drama masks, closely related to the bigram chunker. Next, we'll try adding a feature for the current word, since we hypothesized that word content should be useful for chunking. We find that this feature does indeed improve the chunker's performance, by which of motivation about 1.5 percentage points (which corresponds to about a 10% reduction in the error rate). Finally, we can try extending the feature extractor with a variety of additional features, such as lookahead features , paired features , and complex contextual features . This last feature, called tags-since-dt , creates a string describing the Warming set of all part-of-speech tags that have been encountered since the most recent determiner, or since the beginning of the sentence if there is no determiner before index i . . Your Turn: Try adding different features to is the most endorsed view of motivation by sport psychologists?, the feature extractor function npchunk_features , and see if you can further improve the performance of the NP chunker. 4 Recursion in Linguistic Structure.

4.1 Building Nested Structure with Cascaded Chunkers. So far, our chunk structures have been relatively flat. Trees consist of tagged tokens, optionally grouped under a chunk node such as NP . However, it is possible to build chunk structures of arbitrary depth, simply by creating a multi-stage chunk grammar containing recursive rules. Huckleberry Finn 1993! 4.1 has patterns for noun phrases, prepositional phrases, verb phrases, and sentences. This is a four-stage chunk grammar, and can be used to create structures having a depth of at most four. Unfortunately this result misses the VP headed by saw . It has other shortcomings too. Let's see what happens when we apply this chunker to a sentence having deeper nesting. Is The Widely Psychologists?! Notice that it fails to identify the VP chunk starting at . The solution to these problems is to of rock, get the widely endorsed view by sport chunker to loop over its patterns: after trying all of them, it repeats the process. We add an optional second argument loop to specify the Protection Punishment Essay number of times the set of patterns should be run: This cascading process enables us to create deep structures. However, creating and widely taken, debugging a cascade is difficult, and there comes a point where it is mandela background, more effective to which most widely endorsed of motivation by sport, do full parsing (see 8.).

Also, the cascading process can only produce trees of fixed depth (no deeper than the number of stages in cry my beloved, the cascade), and this is insufficient for complete syntactic analysis. A tree is a set of connected labeled nodes, each reachable by a unique path from a distinguished root node. Here's an example of a tree (note that they are standardly drawn upside-down): We use a 'family' metaphor to talk about the relationships of nodes in a tree: for example, S is the parent of VP ; conversely VP is a child of which most widely endorsed of motivation psychologists?, S . Also, since NP and VP are both children of S , they are also siblings . Drama Masks! For convenience, there is also a text format for which of motivation taken by sport psychologists?, specifying trees: Although we will focus on syntactic trees, trees can be used to encode any homogeneous hierarchical structure that spans a sequence of linguistic forms (e.g. morphological structure, discourse structure).

In the general case, leaves and Myth Essay, node values do not have to most widely endorsed view taken, be strings. In NLTK, we create a tree by giving a node label and a list of children: We can incorporate these into finn movie, successively larger trees as follows: Here are some of the methods available for tree objects: The bracketed representation for complex trees can be difficult to read. In these cases, the which is the most widely endorsed view taken psychologists? draw method can be very useful.

It opens a new window, containing a graphical representation of the tree. The tree display window allows you to zoom in and out, to collapse and expand subtrees, and to print the graphical representation to a postscript file (for inclusion in a document). It is standard to use a recursive function to traverse a tree. Cry My Beloved Country! The listing in 4.2 demonstrates this. Example 4.2 ( : Figure 4.2 : A Recursive Function to most widely endorsed view of motivation taken by sport psychologists?, Traverse a Tree. We have used a technique called duck typing to detect that t is a tree (i.e. Huckleberry! t.label() is defined). At the start of this chapter, we briefly introduced named entities (NEs). Named entities are definite noun phrases that refer to specific types of individuals, such as organizations, persons, dates, and so on. 5.1 lists some of the more commonly used types of NEs. These should be self-explanatory, except for endorsed view taken by sport, Facility: human-made artifacts in the domains of drama masks, architecture and civil engineering; and GPE: geo-political entities such as city, state/province, and country. Commonly Used Types of Named Entity.

The goal of a named entity recognition (NER) system is to identify all textual mentions of the named entities. This can be broken down into two sub-tasks: identifying the boundaries of the NE, and identifying its type. While named entity recognition is frequently a prelude to identifying relations in Information Extraction, it can also contribute to other tasks. For example, in Question Answering (QA), we try to is the view by sport psychologists?, improve the finn precision of Information Retrieval by recovering not whole pages, but just those parts which contain an answer to which is the most of motivation taken psychologists?, the user's question. Most QA systems take the drama masks documents returned by standard Information Retrieval, and then attempt to isolate the minimal text snippet in the document containing the answer. Now suppose the question was Who was the first President of the is the most taken by sport psychologists? US? , and huckleberry finn, one of the which widely endorsed of motivation taken by sport psychologists? documents that was retrieved contained the following passage: Analysis of the of rock question leads us to expect that an which endorsed taken answer should be of the form X was the first President of the US , where X is Protection Essay, not only a noun phrase, but also refers to a named entity of type PERSON. This should allow us to ignore the first sentence in the passage. While it contains two occurrences of Washington , named entity recognition should tell us that neither of most of motivation by sport psychologists?, them has the correct type.

Figure 5.1 : Location Detection by Simple Lookup for a News Story: Looking up every word in a gazetteer is error-prone; case distinctions may help, but these are not always present. Observe that the gazetteer has good coverage of locations in many countries, and incorrectly finds locations like Sanchez in the Dominican Republic and huckleberry movie, On in Vietnam. Of course we could omit such locations from the gazetteer, but then we won't be able to identify them when they do appear in which most endorsed view of motivation taken, a document. It gets even harder in the case of names for people or organizations. Any list of such names will probably have poor coverage. New organizations come into beloved country, existence every day, so if we are trying to deal with contemporary newswire or blog entries, it is unlikely that we will be able to endorsed, recognize many of the huckleberry finn 1993 entities using gazetteer lookup. Another major source of difficulty is caused by the fact that many named entity terms are ambiguous. Thus May and North are likely to be parts of named entities for DATE and LOCATION, respectively, but could both be part of a PERSON; conversely Christian Dior looks like a PERSON but is more likely to be of which widely psychologists?, type ORGANIZATION.

A term like Yankee will be ordinary modifier in some contexts, but will be marked as an types music entity of type ORGANIZATION in the phrase Yankee infielders . Further challenges are posed by multi-word names like Stanford University , and by which widely names that contain other names such as Cecil H. Huckleberry Movie! Green Library and Escondido Village Conference Service Center . In named entity recognition, therefore, we need to be able to identify the beginning and end of is the widely view taken, multi-token sequences. Named entity recognition is a task that is well-suited to the type of classifier-based approach that we saw for noun phrase chunking. Protection Punishment! In particular, we can build a tagger that labels each word in a sentence using the IOB format, where chunks are labeled by their appropriate type. Here is part of the CONLL 2002 ( conll2002 ) Dutch training data: In this representation, there is one token per line, each with its part-of-speech tag and its named entity tag. Based on this training corpus, we can construct a tagger that can be used to label new sentences; and use the nltk.chunk.conlltags2tree() function to convert the tag sequences into a chunk tree. NLTK provides a classifier that has already been trained to recognize named entities, accessed with the function nltk.ne_chunk() . If we set the parameter binary=True , then named entities are just tagged as NE ; otherwise, the classifier adds category labels such as PERSON, ORGANIZATION, and GPE.

Once named entities have been identified in a text, we then want to extract the relations that exist between them. As indicated earlier, we will typically be looking for relations between specified types of named entity. One way of which most widely taken, approaching this task is to initially look for all triples of the form ( X , ?, Y ), where X and Y are named entities of the required types, and ? is the string of words that intervenes between X and Y . Movie 1993! We can then use regular expressions to pull out just those instances of ? that express the relation that we are looking for. The following example searches for strings that contain the word in . The special regular expression (?!b.+ingb) is is the widely of motivation taken by sport psychologists?, a negative lookahead assertion that allows us to disregard strings such as success in huckleberry finn movie, supervising the transition of which most view psychologists?, , where in beloved, is followed by a gerund. Searching for the keyword in works reasonably well, though it will also retrieve false positives such as [ORG: House Transportation Committee] , secured the most money in the [LOC: New York] ; there is unlikely to which most endorsed view psychologists?, be simple string-based method of excluding filler strings such as this. As shown above, the country conll2002 Dutch corpus contains not just named entity annotation but also part-of-speech tags. This allows us to which is the most widely view of motivation taken by sport psychologists?, devise patterns that are sensitive to huckleberry, these tags, as shown in the next example.

The method clause() prints out the relations in a clausal form, where the binary relation symbol is specified as the value of which is the most view taken by sport, parameter relsym . Your Turn: Replace the last line , by print (rtuple(rel, lcon=True, rcon=True)) . This will show you the actual words that intervene between the two NEs and also their left and of rock, right context, within a default 10-word window. With the endorsed of motivation taken by sport psychologists? help of a Dutch dictionary, you might be able to figure out why the movie result VAN( 'annie_lennox' , 'eurythmics' ) is a false hit. Information extraction systems search large bodies of widely endorsed view of motivation by sport psychologists?, unrestricted text for specific types of entities and relations, and use them to populate well-organized databases. These databases can then be used to find answers for specific questions. Beloved Country! The typical architecture for an information extraction system begins by segmenting, tokenizing, and part-of-speech tagging the text. The resulting data is then searched for specific types of entity.

Finally, the information extraction system looks at entities that are mentioned near one another in the text, and tries to determine whether specific relationships hold between those entities. Entity recognition is often performed using chunkers, which segment multi-token sequences, and label them with the which most widely taken appropriate entity type. Common entity types include ORGANIZATION, PERSON, LOCATION, DATE, TIME, MONEY, and GPE (geo-political entity). Chunkers can be constructed using rule-based systems, such as the RegexpParser class provided by NLTK; or using machine learning techniques, such as the ConsecutiveNPChunker presented in this chapter. In either case, part-of-speech tags are often a very important feature when searching for chunks. Although chunkers are specialized to create relatively flat data structures, where no two chunks are allowed to overlap, they can be cascaded together to build nested structures. Relation extraction can be performed using either rule-based systems which typically look for The Global Myth Essay, specific patterns in which is the endorsed taken by sport psychologists?, the text that connect entities and the intervening words; or using machine-learning systems which typically attempt to learn such patterns automatically from a training corpus. Extra materials for The Global Myth Essay, this chapter are posted at , including links to freely available resources on is the widely endorsed taken psychologists? the web. For more examples of chunking with NLTK, please see the Chunking HOWTO at . The popularity of chunking is due in great part to pioneering work by Abney e.g., (Church, Young, Bloothooft, 1996).

Abney's Cass chunker is described in . The IOB format (or sometimes BIO Format ) was developed for NP chunking by (Ramshaw Marcus, 1995), and was used for the shared NP bracketing task run by the Conference on Natural Language Learning (CoNLL) in 1999. The same format was adopted by CoNLL 2000 for annotating a section of Wall Street Journal text as part of a shared task on NP chunking. Section 13.5 of (Jurafsky Martin, 2008) contains a discussion of chunking. Chapter 22 covers information extraction, including named entity recognition. Cry My Country! For information about text mining in biology and medicine, see (Ananiadou McNaught, 2006). #9788; The IOB format categorizes tagged tokens as I , O and B . Why are three tags necessary? What problem would be caused if we used I and which is the widely endorsed of motivation taken by sport, O tags exclusively? #9788; Write a tag pattern to drama masks, match noun phrases containing plural head nouns, e.g. Which Most Endorsed View Of Motivation Psychologists?! many/JJ researchers/NNS, two/CD weeks/NNS, both/DT new/JJ positions/NNS. Try to do this by generalizing the tag pattern that handled singular noun phrases. #9788; Pick one of the huckleberry movie 1993 three chunk types in most of motivation by sport, the CoNLL corpus. Inspect the CoNLL corpus and try to observe any patterns in the POS tag sequences that make up this kind of The Global Essay, chunk.

Develop a simple chunker using the regular expression chunker nltk.RegexpParser . Discuss any tag sequences that are difficult to chunk reliably. Most View Of Motivation Psychologists?! #9788; An early definition of chunk was the material that occurs between chinks. Develop a chunker that starts by huckleberry finn 1993 putting the whole sentence in a single chunk, and endorsed of motivation by sport psychologists?, then does the rest of its work solely by chinking. Determine which tags (or tag sequences) are most likely to make up chinks with the help of your own utility program. Drama Masks! Compare the performance and simplicity of this approach relative to a chunker based entirely on chunk rules. #9681; Write a tag pattern to cover noun phrases that contain gerunds, e.g. the/DT receiving/VBG end/NN, assistant/NN managing/VBG editor/NN. Is The Most Widely Endorsed Of Motivation Psychologists?! Add these patterns to nelson mandela background, the grammar, one per line. Test your work using some tagged sentences of your own devising. Is The Widely View Of Motivation Taken By Sport Psychologists?! #9681; Write one or more tag patterns to nelson mandela background, handle coordinated noun phrases, e.g. July/NNP and/CC August/NNP, all/DT your/PRP$ managers/NNS and/CC supervisors/NNS, company/NN courts/NNS and/CC adjudicators/NNS. #9681; Carry out the following evaluation tasks for any of the chunkers you have developed earlier. (Note that most chunking corpora contain some internal inconsistencies, such that any reasonable rule-based approach will produce errors.) Evaluate your chunker on which is the widely endorsed of motivation psychologists? 100 sentences from a chunked corpus, and report the precision, recall and F-measure. Use the chunkscore.missed() and chunkscore.incorrect() methods to identify the errors made by your chunker. Discuss. Compare the performance of your chunker to the baseline chunker discussed in country movie, the evaluation section of this chapter. #9681; Develop a chunker for one of the chunk types in which widely endorsed taken by sport, the CoNLL corpus using a regular-expression based chunk grammar RegexpChunk . Use any combination of rules for chunking, chinking, merging or splitting. #9681; Sometimes a word is incorrectly tagged, e.g. the head noun in 12/CD or/CC so/RB cases/VBZ. Instead of Myth Essay, requiring manual correction of tagger output, good chunkers are able to work with the erroneous output of taggers.

Look for other examples of correctly chunked noun phrases with incorrect tags. #9681; The bigram chunker scores about is the endorsed view by sport psychologists?, 90% accuracy. Study its errors and from, try to work out why it doesn't get 100% accuracy. Experiment with trigram chunking. Are you able to improve the performance any more? #9733; Apply the n-gram and Brill tagging methods to IOB chunk tagging. Which Widely Endorsed Taken! Instead of assigning POS tags to words, here we will assign IOB tags to the POS tags. E.g. Protection From! if the tag DT (determiner) often occurs at the start of widely endorsed view taken, a chunk, it will be tagged B (begin). Evaluate the performance of these chunking methods relative to the regular expression chunking methods covered in this chapter. #9733; We saw in 5. The Global! that it is which is the most endorsed view, possible to establish an upper limit to tagging performance by looking for ambiguous n-grams, n-grams that are tagged in country movie, more than one possible way in the training data. Apply the same method to determine an upper bound on the performance of an n-gram chunker. #9733; Pick one of the most widely endorsed of motivation psychologists? three chunk types in the CoNLL corpus. 1993! Write functions to do the following tasks for your chosen type: List all the tag sequences that occur with each instance of this chunk type. Count the frequency of each tag sequence, and produce a ranked list in order of decreasing frequency; each line should consist of an integer (the frequency) and the tag sequence.

Inspect the high-frequency tag sequences. Use these as the which is the most widely endorsed view taken basis for developing a better chunker. #9733; The baseline chunker presented in the evaluation section tends to create larger chunks than it should. For example, the phrase: [every/DT time/NN] [she/PRP] sees/VBZ [a/DT newspaper/NN] contains two consecutive chunks, and our baseline chunker will incorrectly combine the first two: [every/DT time/NN she/PRP] . Write a program that finds which of these chunk-internal tags typically occur at the start of a chunk, then devise one or more rules that will split up these chunks. Combine these with the existing baseline chunker and re-evaluate it, to see if you have discovered an improved baseline. Types! #9733; Develop an NP chunker that converts POS-tagged text into a list of which is the most widely endorsed view psychologists?, tuples, where each tuple consists of a verb followed by a sequence of noun phrases and prepositions, e.g. the little cat sat on the mat becomes ( 'sat' , 'on' , 'NP' ) . #9733; The Penn Treebank contains a section of tagged Wall Street Journal text that has been chunked into noun phrases. The format uses square brackets, and we have encountered it several times during this chapter. The Treebank corpus can be accessed using: for sent in finn movie, nltk.corpus.treebank_chunk.chunked_sents(fileid) . These are flat trees, just as we got using nltk.corpus.conll2000.chunked_sents() . The functions nltk.tree.pprint() and which is the most widely endorsed view taken, nltk.chunk.tree2conllstr() can be used to create Treebank and drama masks, IOB strings from a tree. Which Is The Endorsed View Of Motivation Taken! Write functions chunk2brackets() and chunk2iob() that take a single chunk tree as their sole argument, and return the required multi-line string representation. Drama Masks! Write command-line conversion utilities and that take a file in most widely endorsed of motivation psychologists?, Treebank or CoNLL format (resp) and convert it to the other format. (Obtain some raw Treebank or CoNLL data from the NLTK Corpora, save it to a file, and then use for line in huckleberry 1993, open(filename) to access it from Python.) #9733; An n-gram chunker can use information other than the current part-of-speech tag and is the most widely endorsed taken by sport psychologists?, the n-1 previous chunk tags.

Investigate other models of the context, such as the n-1 previous part-of-speech tags, or some combination of previous chunk tags along with previous and following part-of-speech tags. #9733; Consider the Protection Essay way an n-gram tagger uses recent tags to inform its tagging choice. Now observe how a chunker may re-use this sequence information. For example, both tasks will make use of the is the widely endorsed of motivation by sport information that nouns tend to cry my, follow adjectives (in English). It would appear that the same information is being maintained in which widely endorsed view of motivation taken by sport psychologists?, two places. Is this likely to become a problem as the size of the rule sets grows? If so, speculate about any ways that this problem might be addressed.

About this document. UPDATED FOR NLTK 3.0. This is a chapter from Natural Language Processing with Python , by Steven Bird, Ewan Klein and Edward Loper, Copyright 2014 the authors. Nelson Mandela Background! It is distributed with the Natural Language Toolkit [ ], Version 3.0, under the terms of the taken Creative Commons Attribution-Noncommercial-No Derivative Works 3.0 United States License []. This document was built on Wed 1 Jul 2015 12:30:05 AEST.

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MLA Essay Format: Help with Writing Your Essay. MLA (Modern Language Association) style is used in writing custom essays, research and term papers in which is the endorsed taken by sport psychologists?, many fields. MLA essay format is nelson mandela most widely used in the field of which is the view of motivation taken humanities and liberal arts. The Modern Language Association recommendations to formatting essays were updated in types, 2009. Is The Most Widely Endorsed Taken. Among the new rules of formatting, the Works Cited or References list is the requirement of indicating the medium of publication for every cited source. It could be a Print source for nelson background, books and articles or a Web source for is the most view taken by sport psychologists?, on-line sources. MLA referencing can be a bit confusing because it can be used with either Chicago/Turabian style footnotes or APA / Harvard style in-text referencing. Since it can be used with either one, the writer must choose which reference style to use. In MLA formats, using in-text referencing is the more popular choice.

By doing this, in-text references will be provided, as will the source list at the end of the mandela essay. However, if you use footnotes instead of in-text citations, you may be allowed to is the most widely view taken, do without Bibliography page. You may follow MLA template to easily adjust your paper to format requirements. Following this MLA template you may easily accustom your paper to music, MLA format requirements . You can use the MLA template for which is the most widely view taken, making your work look like a professional one. The text in Protection Punishment Essay, MLA style essay format is typed with a double space. This rule concerns the most endorsed view psychologists? basic text of your essay, along with the formatting of in-text citations and the Works Cited page.

12-font size is preferable. Times New Roman or any other standard typeface is used in the MLA format essay . One-inch margins are used on all sides of your essay, research or term paper. Remember that the headings in the MLA essay format are no longer underlined. According to the recommendations of the types music Modern Language Association, the headings have to be italicized or typed in is the widely view by sport, bold. The first line of each paragraph has to be indented a half inch from the left side. Cry My Movie. You should put page numbers at most widely endorsed view the top, and huckleberry finn 1993, justify it to the right. It is not a mandatory requirement, but it is is the widely view of motivation by sport psychologists? recommended that you type your last name before the page number, if the paper is several pages.Using this MLA template for Word simply change the editable fields and follow the guidelines within the text. Here you may find an example of proper MLA essay formatting. While citing a book, periodical, electronic source, etc. in an essay written in MLA style , you should provide a reference after each citation. Otherwise, it would be seen as plagiarism, which is absolutely unacceptable.

The same concerns indirect in-text references. Be very attentive while formatting your essay. Remember that your research may fail if MLA citations are formatted in an improper way. The following rules must be observed while writing an essay in drama masks, MLA style. Short citations If a citation used in which most view of motivation by sport, the text of a MLA style essay is short, it should be indicated in double quotation marks. At the end of the citation, you have to state the Essay authors name and the page number where the MLA citations are from in the text. This information should be enclosed in round brackets (parenthesis) . Example : If you want to quote from a book Greenmantle of John Buchan from 1916. It will look like this: There never has been, and most endorsed of motivation taken by sport psychologists?, there never could be a real Superman But there might be a Superwoman (Buchan 154). Note : there is no comma or full stop between the authors last name and page number. In cases when the author of a book has been already mentioned in cry my, the sentence , just indicate the page number in reference.

Example: As Buchan wrote There never has been, and there never could be a real Superman But there might be a Superwoman (154). Long citations. When a citation takes more than three lines of a typed text, it is called a long citation and has to be placed separately from a new line. Quotation marks are not used in this case. However, the authors name and the page number should still be indicated in round brackets. Example: One of the characters in widely by sport, Kiplings novel Kim describes the country movie Mutiny in the following way: A madness ate into all the Army, and they turned against their officers. That was the first evil, but not past remedy if they had then held their hands. Most Widely View By Sport. But they chose to kill the nelson Sahibs wives and children. Which Is The Of Motivation. Then came the Sahibs from over the sea and called them to most strict account (Kipling 77).

Reducing of citation If the original citation in a MLA essay is reduced or you simply omit some words in the cited sentence, you should place three periods in place of those words. Huckleberry Finn. The omitting of which widely view of motivation taken words in MLA citations is drama masks used in cases when you are directly interested in is the most widely of motivation taken psychologists?, only part of the statement of the author in the original source, which is located in the middle of the Protection quoted sentence. In this situation, you can preserve the key information and is the most widely endorsed view psychologists?, omit the details that you do not need. Example: Lawrence was compared to cry my country, a caliph . . . who had stepped out is the of motivation taken by sport psychologists? from the pages of The Arabian nights (Thomas 16) Adding information . Types Music. In the MLA essay , it is allowable to add your own commentaries or notes within MLA citations, but they should be enclosed in square brackets. Example: When discussing civil rights, it is hard to not mention Martin Luther King Jr., who was a man who was passionate about the words of the is the widely view of motivation by sport psychologists? Emancipation Proclamation: a great American, in whose symbolic shadow we stand today, signed the Emancipation Proclamation. This momentous decree came as a great beacon light of hope to millions of cry my beloved country movie Negro slaves who had been seared in endorsed of motivation psychologists?, the flames of withering injustice (King 813). More than one source of reference If you cite more than one book in a sentence of a MLA essay , then at the end of the sentence indicate in brackets all references, dividing them with a semicolon. Example : David Lloyd George characterized Lord Kitchener as a a controversial figure who was admired as a legend of the British empire, to whom the Orient added its greatness, but at the same time as a man whose brain has dried out under the hot sun of the movie desert (15; 47). Books with no author mentioned When you cite this type of work, indicate the title in italics and the page number in the parenthesis. Example: As stated by the presidential commission (Report 4)

In-text citations in a MLA essay usually provide brief information about the reference and they have to endorsed view taken by sport, correspond to the information indicated in the Works Cited list at the end of essay. To get detailed information about the formatting of Works Cited list in a MLA style read the paragraph devoted to MLA Works Cited List Format at Protection Essay P rof E The formatting of your research or term paper may become rather difficult. In the MLA format essay, both the footnotes and in-text citations may be used. If you are not sure which you should choose, you may ask for most widely taken by sport psychologists?, professional help from P rof E Our writers are ready to assist you in writing and formatting your MLA essay, 24 hours a day/7 days a week. P rof E is just one click away when you want to order a custom essay, research or term paper that will comply with all your requirements. The process of gathering and formatting the information for your custom essay, research or term paper is quite exhausting.

Improper formatting of citations may spoil the results of drama masks your hard work. Order you paper at which most widely of motivation by sport psychologists? P rof E and music, be sure to get a custom essay, research or term paper that will correspond to the latest recommendations of formatting a MLA Style Essay P rof E is a custom essay writing service provider that will guide you in writing your MLA format essay . Be sure that our custom essay will correspond to all requirements of formatting both in-text citations with the Works Cited List and most widely view of motivation by sport, footnotes. P rof E is the best place to buy MLA format essays of the highest quality. The title page in the MLA essay format is not compulsory, so when there is no special requirement of writing it, never do it. Protection Punishment. However, there are specific requirements to the first page in MLA essay. Learn how to format your MLA Title Page properly with us. Type your name, the name of your instructor, the title of the course and which is the widely endorsed of motivation, the date in the upper left-hand corner of the first page.

The title of your essay should be indicated within a double spaced interval in the middle of the title page. Mandela. Remember that the title of your MLA essay is never underlined, italicized or enclosed in quotation marks. The text of your MLA essay comes next to the title with a double space. If your instructor asked you to write an which most widely endorsed of motivation by sport MLA title page , then you should comply with all the rules of formatting the cover page in a MLA style. MLA Format Outline (Click on Image to Enlarge) There might be a working outline , that is usually done and movie, even submitted before writing an essay and a final outline that is which of motivation taken by sport psychologists? submitted together with the essay. Needless to say that both can be done in drama masks, MLA format . MLA outline should be done on a separate page. The title of the essay should be typed at the top of the page and centered. Introduction and conclusion are numbered in which most taken by sport psychologists?, the MLA format outline . Use different types of numbers/letters for different levels of MLA outline . If you want to reflect your sub-points in MLA outline , remember that the section of outline cant have only one sub-section. So, logic requires that at each level of the outline if you have sub-section A in nelson mandela background, your paper, you need to have a B; or if you have point 1, you need point 2, etc. MLA Works Cited List Format (Click on Image to Enlarge)

The detailed information about the author, the title, the year of publication, the publishing house and the overall number of pages in a book, periodical, etc. is provided at the end of your research in the part called Works Cited, References or Bibliography. Is The Endorsed Of Motivation By Sport. The MLA format sets specific rules of formatting the Woks Cited list. Every essay or manuscript written in MLA style has to implement these rules. All books, periodicals, electronic sources, etc. in cited within the types of rock MLA essay format must be arranged in alphabetical order by the last name of the author. In cases when there is no author, the references must be listed alphabetically by their titles. When you are citing several books by is the taken psychologists?, the same author , arrange them in the Works cited list alphabetically by huckleberry, their title. When you do the which most endorsed taken by sport references of this kind, you should put the authors last name in front of his first name which shouldnt be shortened.

The title of the book is listed after the authors name, and huckleberry movie 1993, then the place of publication, the publishing house and the year of publication. Do not forget to italicize the title of a book. Example: Buchan, John. Greenmantle. London: Abacus, 1916. Print. Note: According to the update in 2009 for the rules of formatting MLA style essays, the medium of publication has to be represented too (for example, print or web sources). Referencing a publications of several authors. When you deal with a book that has more than one author, the name of the first author in the MLA essay format must be inverted and the names of the second and the third ones have to be placed in the direct order. So be attentive to most endorsed of motivation taken by sport psychologists?, how you place the first name and then only the last name of the nelson background second author.

In cases when there are more than three authors of the book, you can choose to list all names in the Works Cited list of your MLA essay or just indicate the inverted name of the first author and add et al . Example: Lowi, Theodore, Benjamin Ginsberg, and Steve Jackson. Analyzing American Government: American Government, Freedom and most widely endorsed of motivation taken by sport, Power. 3rd ed. New York: Norton, 1994. Print. Some books are published by organizations, commissions, associations, committees and other corporate authors. When there is Essay no single author distinguished on the cover page of a book, put the name of the most widely corporate organization in the first place. Example : Herbert F. Johnson Museum of Art.

A Guide to the Herbert F. Johnson Museum of drama masks Art, Cornell University. Which Is The Most Widely Endorsed Of Motivation By Sport Psychologists?. Ithaca, NY: Cornell U, 1973. Print. Referencing newspaper/journal articles. The formatting of newspaper articles in music, a MLA essay differs a lot from the formatting of cited books.

The general scheme of citing a newspaper article is the following: at first you should indicate the authors inverted name, then the title of which is the most view of motivation taken article enclosed in double quotation marks, then the title of newspaper, magazine, journal or any other periodical, then the day, month and year of publication, followed by the number of types music pages. Additionally, the medium of the publication has to be indicated in the Works Cited list in widely of motivation taken by sport psychologists?, regards to The Global Warming Myth Essay, the MLA style. Example : Smith, Lewis. Leading scientist urges teaching of creationism in which widely endorsed taken by sport, schools. The Times. London, 2008, Sept 12. 6. Print. Note: Do not forget that while you are listing a book cited in your MLA essay, you have to italicize the title of a book, and in The Global Warming Essay, the case of a periodical, italicize the widely endorsed of motivation taken title of the periodical and not the title of the Protection from Punishment article. The month of publication has to which most widely taken psychologists?, be abbreviated (For example, Jan., Dec., etc.). Only May, June and July are never abbreviated. The qualified writers of P rof E will help you to format your MLA essay according to the adopted rules.

The general rules of drama masks formatting on-line sources in MLA style written essays coincides with that established to formatting books and periodicals. The former requirement of representing the which most endorsed by sport URL address of cited on-line source is simplified in the last edition of the MLA format rules. However, if your instructor still wants to see the URL in your MLA format reference list, you may include this information. The URL has to drama masks, be indicated as additional information after the authors name, article title, publishers name and year of edition. Some on-line sources may not provide all the above-mentioned information. In such cases, list the available information. When indicating the most widely endorsed view of motivation by sport psychologists? medium of country movie publishing, put Web for on-line sources. Example : MLA Format: Help with Writing Your Essay.

2011, January. . Web. Note: Be sure the on-line source provides reliable information that will not mislead you. Most Widely Endorsed Taken Psychologists?. The preference in the choice of on-line sources is given to the official web sites of drama masks organizations, associations, libraries, museums, art galleries, etc. URL is indicated in angle brackets. P rof E can easily assist you in writing and formatting MLA essays . Our professional writers always use reliable sources of information and is the most widely endorsed, format MLA essay in accordance with the standard rules. Though the Protection Punishment Essay preferable format of a MLA essay includes the in-text citation, the Footnotes and Endnotes may still be used in which is the view of motivation, the custom essay, research or term paper that is written in the MLA style. Footnotes and Endnotes are marked out in the text by mandela, Arabic numbers in superscript. The footnotes are indicated at the foot of every page and the endnotes are indicated at the end of your paper on a separate page. Custom essay writing service providers, such as P rof E , will help you to format the MLA footnotes and endnotes and to write an excellent custom essay, research or term paper. Please do not confuse headings with a header ! A header with authors name is which is the endorsed view of motivation taken by sport typed next to the page number at the top of Warming Essay each page. While heading refer to the title of your paper and is the most widely taken by sport, the the titles of its sections.

MLA does not have strict regulations regarding the use of headings, just some general norms: The headings of the MLA essay are usually typed in same font and size as the rest of the paper, however you are free to italicize them or type in from Essay, bold. The title of the MLA paper should be centered. Each word in the title should start with a capital letter. Which Most Widely Of Motivation By Sport. All headings of the sections in MLA essay should be numbered, including Introduction and Conclusion .

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50 Resume Objective Statements Essay Sample. Writing an effective objective statement is tough. To make it easier, we have listed 50 objective statements from actual job seekers. You can see what works, and what doesnt. A hiring manager will often read dozens, if not hundreds of resumes at a time. There is no shortage of job seekers. Reading through the list below can help you see the objective statements from the perspective of is the endorsed a hiring manager screening resumes. These are actual objective statements from resumes and movie, are unedited, and are provided to give you an which is the view of motivation taken psychologists?, idea of how a typical resume starts. An objective statement on drama masks, a resume can help you get a closer look from a hiring manager. Which Psychologists?? Often, the person screening resumes will have a number of different positions that need to drama masks be filled. If it isnt clear what your goals are, the screener may discard your resume without considering you for the specific job you seek.

This is which is the most widely view of motivation by sport, especially important if you are trying to movie 1993 break into a new career field. The object statements below offer a wide range of styles and widely endorsed of motivation taken psychologists?, content. As you read these, consider a few best practices for objective statements: Keep it Short: A hiring manage does not want to read a book on want you want. Make sure your objective is short and concise. Huckleberry? Often one short sentence is sufficient. In the worst resumes, we have seen objectives that are in widely view of motivation taken, excess of 150 words. WIIFT: Your objective is Whats In It For Me, but your resume is sales pitch to get you hired. It needs to focus on Whats In It For Them. Provide just enough information in your objective for a hiring manager to know what job you are seeking, and get back to selling your potential. A good way to do this is by listing a key skill and how you have added value with the skill. Start with a short one line objective, concluding with specific skill you want to from Punishment Essay utilize. Then, after the objective statement, add three bullet points showing specific accomplishments using the skill. Which Is The Widely Endorsed View Of Motivation Psychologists?? Make sure the finn movie accomplishments have specific, quantified results. Be Specific: Many of the objectives below do not say anything.

Almost any job would meet the objective. If you are going to write an objective statement, it needs to be specific. What job and industry do you want? Saying you want to be part of a successful company, where you can utilize your skills and is the most widely endorsed view taken by sport psychologists?, abilities, does not say anything. Who wants to work for a failing company where they are unqualified and cant do the job?

If you are going to The Global Myth take the time to put an is the of motivation by sport psychologists?, objective statement on your resume, make it valuable. Few of the objective statements below satisfy these best practices, and drama masks, this is typical of most resumes. Many are short, but thats about all they have going for them. Which Widely View Taken By Sport? Look for the ones that are specific. Most are too general. You do not need to Protection Essay pick a single objective that you use for every application. You can and should change your resume to fit every employer and job you apply for. 1.Objective: General Manager in which is the endorsed of motivation taken psychologists?, an established and successful business.

2.Position Targets: Director of Lean Manufacturing, Continuous Improvement Change Agent, Value Stream Manager, Lean Manufacturing Champion, Process Improvement Manager, Continuous Improvement Leader, Operations Manager and beloved, Management Process Improvement Consultant. 3.OBJECTIVE: Obtain a challenging leadership position applying creative problem solving and lean management skills with a growing company to achieve optimum utilization of widely view taken by sport psychologists? its resources and maximum profits. 4.PROFESSIONAL OBJECTIVE: To continue my career with an organization that will utilize my MANAGEMENT, SUPERVISION ADMINISTRATIVE skills to benefit mutual growth and success. 5.Objective: I am currently looking for a full time position in an environment that offers a greater challenge, increased benefits for my family, and the opportunity to help the Protection Punishment Essay company advance efficiently and which is the most widely view of motivation psychologists?, productively 6.Objective Director of Operations/General Manager. 7.JOB TARGET: My goal is to become associated with a company where I can utilize my skills and gain further experience while enhancing the companys productivity and reputation.

8.Objective: To secure a position with a stable and profitable organization, where I can be a member of a team and utilize my business experience to the fullest. 9.Objective: To further my professional career with an drama masks, executive level management position in a world class company. Seek to diversify my skills in another industry and as part of which most endorsed of motivation by sport a larger organization. Protection? Relocation desirable. 10.Employment Objective: long term consulting project or Permanent Position. 11.OBJECTIVE: I am pursuing a career as an account manager with limited overnight travel. Is The Most Endorsed View Of Motivation By Sport Psychologists?? I am seeking to deliver my research, analytical, as well as presentation skills that will benefit in volume, growth, brand, and beloved, profits. 12.OBJECTIVE: To contribute superior project and operations management skills and experience in an IT Service Management role. 13.Objective: My objective is to obtain a position in a professional office environment where my skills are valued and. Is The Most Widely View By Sport? can benefit the organization. Ideally, I wish to have a focus in cry my, marketing for a growing organization preferably dealing in commercial real estate and/or land acquisitions.

14.Objective: Seeking a position as an engineering VP/director/manager in initiatives that utilize state-of-the-art, software and/or hardware components with a creative, technology-driven organization in an environment that encourages innovative thinking, recognition, and career development. Customer interaction is a plus. Which Is The Widely Endorsed View Of Motivation Taken By Sport Psychologists?? 15.OBJECTIVE: To obtain a challenging position in drama masks, a high quality engineering environment where my resourceful experience and academic skills will add value to organizational operations. 16.CAREER OBJECTIVE: A challenging and rewarding Logistics / Distribution Center Operations Management position within the which widely endorsed of motivation taken by sport private sector where prior experience, personal ability, and a commitment to professionalism would be of value. Position should allow for continued personal and The Global, professional growth commensurate with achievements.

17.Objective: Seeking a fulfilling position in the maintenance industry that offers growth opportunities and allows me to utilize my leadership skills and experience. 18.Short Objective: Seeking position as System Engineer and support of all IT Needs. 19.CAREER OBJECTIVE: Position as an is the widely taken by sport, engineer or related position which offers key participation, team oriented tasks, immediate challenges, and career opportunity. Warming Myth Essay? 20.PROFESSIONAL OBJECTIVE: Secure a responsible position in account management and serve as an account representative sharing my breadth of which is the view by sport psychologists? experience and abilities effecting mutual employee and employer growth and success. 21.Objective: To obtain a New Business Development position by adding value through utilizing my superior knowledge, prospecting and from Essay, selling abilities in is the most widely endorsed of motivation by sport psychologists?, the business to business arena. Huckleberry? 22.Objective: to acquire a challenging career with a solid company utilizing the which is the most widely endorsed of motivation taken opportunity to music offer proven and widely endorsed view taken psychologists?, developing skills within the company.

23.Objective Expand leadership responsibilities, improve organizational ability to drama masks exceed corporate goals, and help honor all long-term commitments made to customers, stockholders, employees and the communities in is the widely endorsed taken by sport, which we live. 24.OBJECTIVE: To work as an ophthalmic assistant or administrator in movie, hospitals, or with professionals as surgeons or physicians with a specialty. 25.Objective: Seeking Position in systems/ or network engineering / Team Lead. 26.OBJECTIVE: Seek to work in an environment that will challenge me further; while allowing me to contribute to the continued growth and success of the organization. Obtain a position that will provide me the ability to apply my sales and work experience to most widely endorsed taken by sport a growing industry. Country? Look forward to working with a company that promotes quality products and services; and provides me with the opportunity to meet and exceed assigned sales goals. Consultative selling approach coupled with the energy and drive as an widely taken, individual contributor with minimal supervision or team selling environment.

Experience with quotas ranging from 15k per month to 800k per year with excellent attainment. 27.OBJECTIVE: To lead, challenge and be challenged in a marketing strategy or business/market development position. Analyze and improve marketing, sales and operational performance. Develop products, markets and relationships. 28.Objective: An able, enthusiastic, skilled, and Protection Essay, reliable computer technician seeking a position that reflects my experience, skills, and personal attributes including dedication, meeting goals, creativity, and is the of motivation psychologists?, the ability to follow through. 29.Objective: Seeking a position in Management.

30.OBJECTIVE: To Acquire A Challenging Position In An Environment Where I Can Best Utilize My Skills And Education. 31.OBJECTIVE: To obtain a management position, in which I am given the opportunity to play a direct role in the unlimited growth and success of solid organization. 32.OBJECTIVE: My goal is to obtain a dynamic, challenging opportunity that contributes to the outstanding success of the business via 15+ years Information Technology experience from various global industries. 33.OBJECTIVE: To secure a position as a public relations / marketing professional in order to utilize my administrative, marketing, and interpersonal skills with accuracy and efficiency while maintaining a motivated, productive, and goal oriented environment for the entire professional team on types of rock music, board while maintaining extensive customer loyalty. 34.OBJECTIVE: Seeking a sales position with a reparable company on a long term basis who is looking for an experienced, hardworking, detail oriented team player. 35.CAREER OBJECTIVE: Looking at new opportunities to leverage my 20+ years professional experience in a New Business Sales capacity to have an immediate impact on new business revenue while increasing profitability. 36.PROFESSIONAL OBJECTIVE: To build upon most widely endorsed of motivation taken psychologists? my existing. Mandela? corporate finance skill set in both analytics and transaction execution, leading to increasingly responsible positions in treasury. 37.OBJECTIVE: VICE PRESIDENT/DIRECTOR. Travel/Relocate Internationally. Operating business philosophy: Amazing things can be accomplished when no one cares who gets the credit.

38.Objective: To participate as a team member in which most view of motivation taken by sport, a dynamic work environment focused on promoting business growth by providing superior value and service. Nelson? 39.PROFESSIONAL OBJECTIVE: Position in Human Resources, providing opportunity to make a strong contribution by which most widely view of motivation by sport, utilizing and expanding upon related education, skills, experiences and movie, capabilities. 40.OBJECTIVE: To further my experience and knowledge in view of motivation taken by sport, the field of electronics and warehouse. Mandela? 41.Objective: Position at a leading organization as a financial analyst or trader and widely endorsed taken, continue my education in the financial field by obtaining the CFA designation. 42.OBJECTIVE: Obtain a management, analyst or consulting position, in the Healthcare IT industry. 43.OBJECTIVE: To gain long term employment with a company that is on or looking to be on the cutting edge, a company that puts value on people and the products they are promoting.

Honest and Ethical, I am looking to call this company my family. 44.CAREER OBJECTIVE: Exploring career opportunities in the to Protection from utilize Sales, Account Management and Public Interfacing abilities in a challenging Business Development/Senior Sales Management assignment. 45.OBJECTIVE: To secure a responsible career opportunity, where I can fully utilize my training, human resource and widely endorsed view of motivation taken, management skills, while making a significant contribution to drama masks the success of my employer. Is The Widely View Taken By Sport? 46.Objective: To apply my expertise as Marketing Director for nelson background a dynamic organization that encompasses hiring a marketing director is an investment. An investment that is which endorsed view of motivation taken psychologists?, crucial to of rock music the success of almost all aspects of the organization: Business Development, Sales, Customer Retention, Public Relations, Recruiting and Database Management.

47.OBJECTIVE: I AM A CONSISTENT, HARD WORKING, HIGHLY MOTIVATED PERSON. I ENJOY WORKING WITH THE PUBLIC. I FEEL THAT I AM A FRIENDLY, OUTGOING AND DEPENDABLE PERSON. I FEEL IT IS CRUCIAL TO DEMONSTRATE THE IMPORTANCE OF MY JOB DUTIES AND EXPECTATIONS. I AM LOOKING TO IMPROVE MY POSITION IN THE WORK FORCE, EXPAND MY KNOWLEDGE AND SKILLS. I AM ALSO LOOKING TO ESTABLISH LONG TERM EMPLOYMENT IN A FRIENDLY ENVIRONMENT. 48.Objective: Seeking employment in Transportation Coordination, Equipment Manager, but would enjoy discussing other available. positions for which I am qualified. 49.OBJECTIVE: IT Director Information Technology Vice President (VP) Chief Information Officer (CIO) Information Technology senior management, executive position in a leading multinational organization, contributing business value by developing and executing a strategic, long-term vision, while leading the firm to achieve measurable business results and growth, effectively managing the IT portfolio of investments. A strong desire to transform as-is organizations into to-be market and widely endorsed view, industry leaders. Huckleberry Finn 1993? Additional interest in which widely endorsed by sport, organizations looking to expand their global presence.

50.Objectives Summary: My objective is to leverage my experience while continuing to be challenged. I have 20 years of huckleberry finn movie experience working for service providers delivering marketing intelligence products and services. Widely By Sport? My background in Management, Account Management, Project Management and Technical Process Management represent a unique combination of disciplines. Personally, I have the drive and cry my beloved country movie, determination to consistently achieve success as a leader in which most view of motivation taken, all of the organizations that I have worked with in the past. Is this the perfect essay for you? Save time and Protection from Essay, order 50 Resume Objective Statements. essay editing for only $13.9 per page. Top grades and quality guaranteed! Relevant essay suggestions for 50 Resume Objective Statements. Which Of Motivation Taken? 1. Music? To pursue venerable career in a professional organization enable achieving companys objectives of development, customer pleasure and service. Is The View Of Motivation By Sport? 2. Together with assets for 1993 instance sincerity, truthfulness and struggle for#8230; Resume Objectives That Guarantee You Wont Get Hired.

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Guidelines for writing a literature review. by Helen Mongan-Rallis. Most Of Motivation Taken By Sport Psychologists?. Last updated: November 21, 2014. [Note: For these guidelines, in Essay, some sections I have quoted directly some of the the steps from: Galvan, J. (2006). Writing literature reviews: a guide for students of the behavioral sciences (3rd ed.) . Glendale, CA: Pyrczak Publishing. ] A literature review is which is the most view of motivation taken not an annotated bibliography in which you summarize briefly each article that you have reviewed. While a summary of the what you have read is contained within the literature review, it goes well beyond merely summarizing professional literature. It focuses on a specific topic of interest to you and includes a critical analysis of the relationship among different works, and relating this research to your work.

It may be written as a stand-alone paper or to provide a theoretical framework and rationale for a research study (such as a thesis or dissertation). These guidelines are adapted primarily from huckleberry finn, Galvan (2006). Which Is The Most Endorsed View Of Motivation Taken By Sport. Galvan outlines a very clear, step-by-step approach that is very useful to use as you write your review. I have integrated some other tips within this guide, particularly in suggesting different technology tools that you might want to consider in helping you organize your review. Types Music. In the sections from Step 6-9 what I have included is the outline of those steps exactly as described by which is the widely endorsed view of motivation by sport, Galvan. I also provide links at the end of this guide to resources that you should use in order to huckleberry finn movie 1993 search the literature and as you write your review. In addition to using the step-by-step guide that I have provided below, I also recommend that you (a) locate examples of literature reviews in your field of study and skim over these to get a feel for what a literature review is and how these are written (I have also provided links to a couple of examples at the end of these guidelines (b) read over other guides to writing literature reviews so that you see different perspectives and which is the most widely endorsed view taken by sport psychologists?, approaches: Some examples are: Read through the links provided below on APA guidelines so that you become familiar with the common core elements of how to beloved movie write in APA style: in particular, pay attention to general document guidelines (e.g. font, margins, spacing), title page, abstract, body, text citations, quotations. It will help you considerably if your topic for your literature review is the one on which you intend to do your final M.Ed. Which Most Endorsed Of Motivation Taken. project, or is in of rock, some way related to the topic of which is the most widely endorsed taken by sport your final project. However, you may pick any scholarly topic. Step 3: Identify the literature that you will review : Familiarize yourself with online databases (see UMD library resource links below for help with this), identifying relevant databases in your field of study.

Using relevant databases, search for literature sources using Google Scholar and also searching using Furl (search all sources, including the Furl accounts of other Furl members). Some tips for identifying suitable literature and narrowing your search : Start with a general descriptor from the database thesaurus or one that you know is of rock music already a well defined descriptor based on past work that you have done in this field. You will need to experiment with different searches, such as limiting your search to descriptors that appear only in the document titles, or in both the which most of motivation by sport psychologists?, document title and in the abstract. Movie. Redefine your topic if needed: as you search you will quickly find out if the topic that you are reviewing is too broad. Try to narrow it to a specific area of is the widely view of motivation by sport psychologists? interest within the broad area that you have chosen (remember: this is merely an introductory literature review for Educ 7001). It is of rock music a good idea, as part of your literature search, to look for existing literature reviews that have already been written on this topic. As part of your search, be sure to identify landmark or classic studies and theorists as these provide you with a framework/context for which is the widely view of motivation taken by sport, your study.

Import your references into your RefWorks account (see: Refworks Import Directions for guide on how to do this from Punishment Essay, different databases). You can also enter references manually into which most widely view of motivation, RefWorks if you need to. Once you have identified and located the articles for your review, you need to The Global Warming Myth analyze them and organize them before you begin writing: Overview the articles : Skim the articles to get an idea of the general purpose and content of the article (focus your reading here on the abstract, introduction and first few paragraphs, the conclusion of each article. Tip: as you skim the articles, you may want to record the is the view, notes that you take on each directly into Protection Punishment, RefWorks in the box for is the most endorsed of motivation taken, User 1. You can take notes onto note cards or into a word processing document instead or as well as using RefWorks, but having your notes in The Global Warming, RefWorks makes it easy to organize your notes later. Group the articles into categories (e.g. into topics and subtopics and chronologically within each subtopic). Once again, it's useful to enter this information into is the endorsed view taken by sport, your RefWorks record.

You can record the The Global Warming Myth, topics in the same box as before (User 1) or use User 2 box for the topic(s) under which you have chosen to place this article. Take notes : Decide on the format in which widely psychologists?, which you will take notes as you read the articles (as mentioned above, you can do this in RefWorks. From Essay. You can also do this using a Word Processor, or a concept mapping program like Inspiration (free 30 trial download), a data base program (e.g. Access or File Maker Pro), in an Excel spreadsheet, or the old-fashioned way of which is the most view by sport psychologists? using note cards. Be consistent in how you record notes. Define key terms: look for differences in the way keys terms are defined (note these differences). Note key statistics that you may want to use in mandela background, the introduction to your review. Select useful quotes that you may want to include in which is the widely view, your review. Important : If you copy the exact words from an article, be sure to cite the drama masks, page number as you will need this should you decide to use the quote when you write your review (as direct quotes must always be accompanied by page references). To ensure that you have quoted accurately (and to save time in note taking), if you are accessing the article in a format that allows this, you can copy and paste using your computer edit -- copy -- paste functions. Which Most Endorsed View By Sport. Note: although you may collect a large number of quotes during the huckleberry movie 1993, note taking phase of is the most widely of motivation by sport psychologists? your review, when you write the review, use quotes very sparingly.

The rule I follow is to quote only when when some key meaning would be lost in translation if I were to Protection from Punishment Essay paraphrase the original author's words, or if using the original words adds special emphasis to a point that I am making. Note emphases, strengths weaknesses: Since different research studies focus on is the most endorsed view taken different aspects of the drama masks, issue being studied, each article that you read will have different emphases, strengths. and weaknesses. Is The Most Widely View Of Motivation By Sport. Your role as a reviewer is to evaluate what you read, so that your review is not a mere description of different articles, but rather a critical analysis that makes sense of the collection of articles that you are reviewing. Critique the research methodologies used in the studies, and distinguish between assertions (the author's opinion) and 1993, actual research findings (derived from empirical evidence). Identify major trends or patterns: As you read a range of articles on your topic, you should make note of which is the most widely psychologists? trends and of rock music, patterns over time as reported in the literature. This step requires you to synthesize and make sense of which most view what you read, since these patterns and trends may not be spelled out in Punishment Essay, the literature, but rather become apparent to you as you review the big picture that has emerged over time. Your analysis can make generalizations across a majority of studies, but should also note inconsistencies across studies and over time. Identify gaps in the literature, and reflect on why these might exist (based on the understandings that you have gained by reading literature in this field of study).

These gaps will be important for widely of motivation taken by sport, you to address as you plan and write your review. Identify relationships among studies: note relationships among studies, such as which studies were landmark ones that led to subsequent studies in the same area. You may also note that studies fall into different categories (categories that you see emerging or ones that are already discussed in types, the literature). When you write your review, you should address these relationships and different categories and is the psychologists?, discuss relevant studies using this as a framework. Keep your review focused on your topic: make sure that the huckleberry, articles you find are relevant and directly related to which most endorsed of motivation by sport your topic.

As you take notes, record which specific aspects of the article you are reading are relevant to huckleberry finn your topic (as you read you will come up with key descriptors that you can record in your notes that will help you organize your findings when you come to write up your review). Is The Endorsed View Of Motivation By Sport. If you are using an electronic form of note taking, you might note these descriptors in a separate field (e.g. in Protection, RefWorks, put these under User 2 or User 3; in is the most widely view taken by sport, Excel have a separate column for movie 1993, each descriptor; if you use Inspiration, you might attach a separate note for key descriptors. Evaluate your references for currency and coverage: Although you can always find more articles on your topic, you have to decide at what point you are finished with collecting new resources so that you can focus on writing up your findings. Most Widely Endorsed View Taken Psychologists?. However, before you begin writing, you must evaluate your reference list to drama masks ensure that it is which most widely endorsed view taken by sport up to date and has reported the most current work. Typically a review will cover the last five years, but should also refer to any landmark studies prior to this time if they have significance in of rock music, shaping the direction of the field.

If you include studies prior to which most taken by sport psychologists? the past five years that are not landmark studies, you should defend why you have chosen these rather than more current ones. Step 5: Summarize the literature in table or concept map format. Galvan (2006) recommends building tables as a key way to drama masks help you overview, organize, and summarize your findings, and suggests that including one or more of the tables that you create may be helpful in your literature review. If you do include tables as part of your review each must be accompanied by an analysis that summarizes, interprets and synthesizes the literature that you have charted in the table. You can plan your table or do the entire summary chart of your literature using a concept map (such as using Inspiration) You can create the table using the table feature within Microsoft Word, or can create it initially in Excel and then copy and paste/import the the Excel sheet into Word once you have completed the is the endorsed by sport, table in nelson background, Excel. The advantage of using Excel is endorsed that it enables you to sort your findings according to a variety of factors (e.g. sort by huckleberry finn movie, date, and then by author; sort by most widely of motivation, methodology and movie 1993, then date) Examples of tables that may be relevant to your review: Definitions of key terms and concepts. Research methods Summary of research results.

Step 6: Synthesize the literature prior to writing your review. Using the notes that you have taken and summary tables, develop an outline of which is the endorsed of motivation taken your final review. The Global Myth Essay. The following are the most widely view by sport, key steps as outlined by Galvan (2006: 71-79) Consider your purpose and voice before beginning to write. In the nelson background, case of this Educ 7001 introductory literature review, your initial purpose is to most of motivation taken psychologists? provide an Protection Essay overview of the most widely view of motivation psychologists?, topic that is of interest to you, demonstrating your understanding of key works and concepts within your chosen area of focus. Types Music. You are also developing skills in reviewing and writing, to provide a foundation on which you will build in subsequent courses within your M.Ed. and ultimately in your final project. In your final project your literature review should demonstrate your command of your field of study and/or establishing context for a study that you have done. Consider how you reassemble your notes: plan how you will organize your findings into which is the most widely endorsed taken psychologists?, a unique analysis of the picture that you have captured in your notes.

Important: A literature review is not series of cry my movie annotations (like an annotated bibliography). Galvan (2006:72) captures the difference between an most widely endorsed view taken by sport psychologists? annotated bibliography and a literature review very well: . in essence, like describing trees when you really should be describing a forest. In the case of a literature review, you are really creating a new forest, which you will build by using the trees you found in mandela, the literature you read. Create a topic outline that traces your argument: first explain to the reader your line or argument (or thesis); then your narrative that follows should explain and widely of motivation taken, justify your line of argument. Types. You may find the program Inspiration useful in mapping out your argument (and once you have created this in a concept map form, Inspiration enables you to convert this to a text outline merely by clicking on the outline button).

This can then be exported into which is the widely endorsed view of motivation taken psychologists?, a Microsoft Word document. Reorganize your notes according to beloved country movie the path of your argument Within each topic heading, note differences among studies. Within each topic heading, look for obvious gaps or areas needing more research. Plan to describe relevant theories. Which Most View Of Motivation Taken By Sport Psychologists?. Plan to huckleberry movie 1993 discuss how individual studies relate to and advance theory Plan to summarize periodically and, again near the end of the review Plan to present conclusions and implications Plan to suggest specific directions for future research near the end of the review Flesh out your outline with details from is the widely endorsed view psychologists?, your analysis. Step 7: Writing the review (Galvan, 2006: 81-90) Identify the broad problem area, but avoid global statements Early in the review, indicate why the beloved country, topic being reviewed is important Distinguish between research finding and is the most view of motivation taken psychologists?, other sources of information Indicate why certain studies are important If you are commenting on the timeliness of a topic, be specific in describing the time frame If citing a classic or landmark study, identify it as such If a landmark study was replicated, mention that and indicate the results of the replication Discuss other literature reviews on your topic Refer the reader to other reviews on from Punishment issues that you will not be discussing in which most endorsed psychologists?, details Justify comments such as, no studies were found. Avoid long lists of nonspecific references If the results of previous studies are inconsistent or widely varying, cite them separately Cite all relevant references in the review section of thesis, dissertation, or journal article.

Step 8: Developing a coherent essay (Galvan, 2006: 91-96) If your review is long, provide an overview near the beginning of the review Near the beginning of a review, state explicitly what will and will not be covered Specify your point of cry my country movie view early in the review: this serves as the thesis statement of the review. Aim for a clear and cohesive essay that integrates the is the most of motivation, key details of the drama masks, literature and endorsed view by sport psychologists?, communicates your point of drama masks view (a literature is not a series of annotated articles). Use subheadings, especially in which is the most widely endorsed view of motivation taken by sport, long reviews Use transitions to help trace your argument If your topic teaches across disciplines, consider reviewing studies from each discipline separately Write a conclusion for the end of the review: Provide closure so that the from Essay, path of the argument ends with a conclusion of some kind. How you end the review, however, will depend on is the most endorsed taken by sport psychologists? your reason for writing it. If the review was written to of rock music stand alone, as is the case of a term paper or a review article for publication, the conclusion needs to make clear how the is the widely view, material in the body of the review has supported the assertion or proposition presented in the introduction. On the other hand, a review in a thesis, dissertation, or journal article presenting original research usually leads to the research questions that will be addressed.

Check the flow of your argument for coherence. Galvan, J. (2006). Writing literature reviews: a guide for students of the behavioral sciences ( 3rd ed.). Glendale, CA: Pyrczak Publishing.