Representation III: Weighting (Gewichtung) 2
Formal Metadata
Title 
Representation III: Weighting (Gewichtung) 2

Title of Series  
Part Number 
5

Number of Parts 
12

Author 

License 
CC Attribution 3.0 Germany:
You are free to use, adapt and copy, distribute and transmit the work or content in adapted or unchanged form for any legal purpose as long as the work is attributed to the author in the manner specified by the author or licensor. 
Identifiers 

Publisher 

Release Date 
2015

Language 
English

Content Metadata
Subject Area  
Abstract 
This lecture gives an overview on Information Retrieval. It explains why documents are ranked the way they are. The lecture explains the most relevant ways for content representation: Automatic indexing and manual indexing. For automatic indexing, the frequencey of word is of special relevance and their influence on the weighting of term are discussed. The most relevant models are introduced. The session on evaluation discusses new metrics like the Normalized Discounted Cumulative Gain. The session of information behavior provides a brief overview and explains the relation to IR. The session on optimization mainly introduces term expansion and fusion methods. The session on Web retrieval is concerned with the quality aspects and gives a basic insight to the PageRank algorithm.

Keywords  Information Retrieval Search Engine Technology Information Behavior Automatic Indexing Academic Lecture Retrieval models Web Retrieval Evaluation of Retrieval Systems 
00:00
Length
Length
Sampling (statistics)
Term (mathematics)
Digital object identifier
Element (mathematics)
Information retrieval
Database normalization
Frequency
Word
Term (mathematics)
Representation (politics)
Game theory
Representation (politics)
Resultant
Social class
Spacetime
01:17
Web page
Group action
Functional (mathematics)
Polygon mesh
State of matter
Multiplication sign
Expression
Exponential function
Exponential function
Digital object identifier
Rule of inference
Process (computing)
Function (mathematics)
Revision control
03:30
Dependent and independent variables
Functional (mathematics)
State of matter
Logarithm
Structural load
Physical law
Letterpress printing
Basis <Mathematik>
Mereology
Power (physics)
Number
Number
Personal digital assistant
Function (mathematics)
Descriptive statistics
Local ring
05:14
Functional (mathematics)
Logarithm
Curve
Inverse element
Mereology
Approximation
Number
Formal language
Word
Order (biology)
Causality
Dedekind cut
Summierbarkeit
Position operator
Physical system
Distribution (mathematics)
Information
Physical law
Counting
Library catalog
Flow separation
Power (physics)
Degree (graph theory)
Word
Fraction (mathematics)
Frequency
Whiteboard
Square number
07:53
Frequency
Word
Service (economics)
Term (mathematics)
Logarithm
Tap (transformer)
Order (biology)
Right angle
Flow separation
Formal language
Similarity (geometry)
Chisquared distribution
09:22
Raw image format
Group action
Information systems
Multiplication sign
Decision theory
Weight
Inverse element
Bit
Insertion loss
Mass
Term (mathematics)
Mereology
Digital object identifier
Number
Frequency
Number
Word
Frequency
Wellformed formula
Website
11:54
Point (geometry)
Group action
Functional (mathematics)
State of matter
View (database)
Multiplication sign
Tournament (medieval)
Range (statistics)
Insertion loss
Water vapor
Rule of inference
Machine vision
Power (physics)
Number
Formal language
Fraction (mathematics)
Word
Frequency
Goodness of fit
Electronic visual display
Energy level
Ranking
Physical law
Data conversion
Nichtlineares Gleichungssystem
Position operator
Distribution (mathematics)
Dialect
Theory of relativity
Exponentiation
Physical law
System call
Perspective (visual)
Uniform boundedness principle
Word
Process (computing)
Frequency
Ring (mathematics)
Personal digital assistant
Order (biology)
Video game
Right angle
Figurate number
Ranking
Game theory
Potenz <Mathematik>
Reading (process)
Row (database)
22:55
Group action
Computer file
Scaling (geometry)
Multiplication sign
Letterpress printing
Mass
Formal language
Number
Power (physics)
Word
Frequency
Natural number
Ranking
Physical law
Social class
Raw image format
Distribution (mathematics)
Scaling (geometry)
Information systems
Exponentiation
Inverse element
Line (geometry)
Extreme programming
Term (mathematics)
Cartesian coordinate system
Digital object identifier
Vector potential
Perspective (visual)
Number
Word
Frequency
Wellformed formula
Video game
Game theory
27:15
Group action
Functional (mathematics)
Observational study
Multiplication sign
View (database)
Tube (container)
1 (number)
Maxima and minima
Insertion loss
Open set
Number
Revision control
Database normalization
Frequency
Term (mathematics)
Authorization
Ranking
Information
Distribution (mathematics)
Physical law
Division (mathematics)
Maxima and minima
Lattice (order)
Term (mathematics)
Digital object identifier
Word
Interpreter (computing)
Right angle
Spacetime
33:57
Point (geometry)
Database normalization
Group action
Sign (mathematics)
Process (computing)
Personal digital assistant
Information retrieval
Moment (mathematics)
Bit
Maxima and minima
Game theory
Digital object identifier
37:23
Multiplication sign
Maxima and minima
Inverse element
Term (mathematics)
Digital object identifier
Word
Database normalization
Uniform boundedness principle
Number
Word
Frequency
Wellformed formula
Term (mathematics)
Whiteboard
Game theory
Newton's law of universal gravitation
38:42
Point (geometry)
Web page
Beat (acoustics)
Group action
Computer file
View (database)
Insertion loss
Counting
Power (physics)
Number
Revision control
Word
Database normalization
Mathematics
Root
Condition number
Newton's law of universal gravitation
Raw image format
Distribution (mathematics)
Touchscreen
Physical law
Line (geometry)
Digital object identifier
Word
Arithmetic mean
Frequency
Spreadsheet
Personal digital assistant
Network topology
Order (biology)
Statement (computer science)
Right angle
Quicksort
Game theory
Figurate number
Family
Resultant
45:57
Group action
Length
Scaling (geometry)
Multiplication sign
Real number
Transport Layer Security
Decimal
Numbering scheme
Open set
Mereology
2 (number)
Hypothesis
Fraction (mathematics)
Frequency
Roundness (object)
Semiconductor memory
Energy level
Ranking
Physical law
Metropolitan area network
Physical law
Counting
Line (geometry)
Perspective (visual)
Uniform boundedness principle
Type theory
Word
Video game
Right angle
Potenz <Mathematik>
52:51
Suite (music)
Weight
Decision theory
Orientation (vector space)
Distance
Word
Database normalization
Data model
Spreadsheet
Operator (mathematics)
Vector space
Query language
Spacetime
Compilation album
Addition
Physical law
Length
Computer simulation
Maxima and minima
Line (geometry)
Term (mathematics)
Digital object identifier
Spreadsheet
Frequency
Interpreter (computing)
54:12
Group action
Link (knot theory)
Weight
Insertion loss
Angle
Event horizon
Web 2.0
Data model
Causality
Vector space
Query language
Spacetime
Area
Weight
Dimensional analysis
Computer simulation
Term (mathematics)
Cartesian coordinate system
Trigonometric functions
Distance
Similarity (geometry)
Number
Word
Maize
Personal digital assistant
Function (mathematics)
Universe (mathematics)
Video game
Whiteboard
Form (programming)
Local ring
Electric current
59:14
Greatest element
Link (knot theory)
Length
Multiplication sign
Direction (geometry)
Parameter (computer programming)
Average
Number
Power (physics)
Database normalization
Labour Party (Malta)
Energy level
Divisor
Endliche Modelltheorie
Extension (kinesiology)
Area
Software developer
Weight
Length
Parameter (computer programming)
Cartesian coordinate system
Word
Video game
Resultant
Reading (process)
1:04:20
Point (geometry)
Polar coordinate system
Length
Variety (linguistics)
Weight
Multiplication sign
Regular graph
Database normalization
Medical imaging
Mathematics
Roundness (object)
Internet forum
Term (mathematics)
Semiconductor memory
String (computer science)
Forest
Vector graphics
Vector space
Representation (politics)
Series (mathematics)
Physical system
Form (programming)
Standard deviation
Closed set
Weight
Physical law
Length
Bit
Term (mathematics)
Wave
Word
Personal digital assistant
Video game
Representation (politics)
Matrix (mathematics)
1:10:42
Random number
Context awareness
Eigenvalues and eigenvectors
Divisor
Image resolution
Content (media)
Mereology
Number
Data model
Word
Mathematics
Vector space
Vector graphics
Subject indexing
Matrix (mathematics)
Conditionalaccess module
Context awareness
Dialect
Distribution (mathematics)
Mathematical analysis
Counting
Term (mathematics)
Similarity (geometry)
Number
Word
Algebra
Video game
Representation (politics)
1:13:47
Point (geometry)
Email
Context awareness
Numerical digit
State of matter
Length
Weight
Web 2.0
Revision control
Word
Semiconductor memory
Vector space
Vector graphics
Matrix (mathematics)
Endliche Modelltheorie
Extension (kinesiology)
Physical system
Context awareness
Repetition
Physical law
Length
Parameter (computer programming)
Term (mathematics)
Similarity (geometry)
Particle system
Word
Video game
Musical ensemble
Representation (politics)
Matrix (mathematics)
Reading (process)
Extension (kinesiology)
1:16:55
Web page
Database normalization
Latent heat
Word
Multiplication sign
Length
Endliche Modelltheorie
Quicksort
Term (mathematics)
Normal (geometry)
Matrix (mathematics)
00:00
Chris or with this 3rd class on waiting in the 1st 3 have
00:08
talked about this week because of the main elements in which he which on the frequency of the idea and the different ways that reassigned to firms some of the more for the number and and we have talked about length globalisation the brief they will talk about all the Sri aspects of their game so was said to control the better we enter to clear the log fractional the and will get for idea the realisation that would remove early 1 step to words really signals and growing television with to competition sample and will also be some homework and the and the preferred far far from South East representation Methods using all terms as well as the mentions space and this is named by dimensionality that results from David remember
01:20
that all 4 of the 6 weeks he was by the way for a group of women is calculated by the founding the and the SAS in but we are being asked to kerb and by also only before for the news mesh for all will set free was Suro searching the grid and the idea and also following longer used to the fact that are this is of course removed from from their
02:11
remember lobbying just your petition is seen burst of exponential functions expression functions for example of the rule of the 6 feets 4 inches of some of the following his itself to look at all those things we it ought to be there all over the world from the full of exposure to function by this from the beginning of the year old 1 of the in the heat the of this it was simply turned his around we don't have we don't want be out for 4 weeks away hi there all the time comes we don't want you to die on the job of the state of the world the pages of the novel of the wall reuse gamers function of explanation Townshend along the
03:30
road in response of the use of we want to look at it that way you get what you want but it was not all 1 with a 1 0 4 what because on also what so we should be getting 1 2 are a number of grid the basic use the law to give small give us what brahms was few of us would the some so we don't end up with 0 meanwhile to local state workers is used in the case of 1 of the earlier in the assumption was this is that the major part of his descriptions of the book to see OK and Jan the basis for
04:48
the use of for the print basis get from the walls of functions of reading to all the usual even further we can have go load of the press is full of dollars
05:16
several variants of cause a veterans of the some tips with the huge grids given the same contribution but this we mentioned saturated reflect the long seems to be more appropriate we agreed that the Pentagon supple board doesn't really catalogue of information for the US for a search a Ndiritu systems and that's why used his law as essentiality for example of the law and the law can be part of it is that the public some just as a member of of the inverse all the position of the City of a 2nd for current accounts have 1 delighted through to 3rd earns counts on the 1 2 3 end we can never of cost other function Tim 1 example with the French nobody in the in the city of some but he of the numbers but is where the 2nd is about to go all the way divided by 3 the 1 night of the sold the Curtis further not all should be very worried because we are all supposed to be in Britain and the public would want some of Britain's repressions the of the Deutsche Bank OK nothing really near really
07:28
but go back to allow the ball to all were using from another language on next week we all next degree revisit the name which will be conducted distribution but they were a few words on we this is only the
07:57
review their or 2 days a lot of services on the line because of this things opened was not sold Bizzarrini new came up with a few weeks ago this column lager the order book reviews The Way living lexicon where you can look up the frequency of words and several languages and approach to the thousands of the most frequently used the lectured all the way to go and that of all the when to buy that it was not the sole much in way this is 1 way to save the Baltic decided may be of some were less active look at it His fiction costage read my collection which and cheque things like that at the end of
08:59
new working for English in example for in the 16th couples will speak with terms each year pre off in a Cavalleri all to compute the hoping to this as a way to cheque frequent used the word in 1 of easing which is represented for German we have
09:24
another waited until the end of the world like sea website where we can it looks a bit rich developed using the word of mouth and the decisions of the frequency whose work should be locked it was the last with masses it was the way to the we say the same thing that is most they call him the most remember merger the city's most frequently used to the of 9 times more than this the the move for example less frequent Jones these decisions by red by 100 these were the 1st of were pictures of the king of reducing costs for the street with his own and that means the most to lose from a a group of 14 times more frequent were wounded were wounded open losses of we can use a fixed Lynch or way to talk about the frequencies in the in part to distribute should be run by the
11:02
government to and see also waiting to me that all of Britain is a rich the by governments of the UK which of the large in the picture and by a number of documents that the As with all of the work we all documents where a frequent it doesn't help the for search is using admitted documents the find all the way through the swelling separating between the real and the number of it is good to get a higher weight for credit on this
11:57
can also be expressed in the sought to use the words of sorted 42 the most frequent were mixed with the frequency of the 2nd week the frequently but a success well we have a converse proportional distribution Rodriguez precautions between proportional relations with the precaution relations between the frequency and the rank of this can be described frequencies for a long ball from the right Lewis as well often the 1st to go was the work of the Germans or the uses frequency 1 3rd of the book of the pub chickens and the thousands most popular were which is to about the frequent work the appropriate 20pc and at least 10 thousand words and the collection of salt water pawns in June that the 35 40 thousand but the consider the words the stemming may be 10 thousand in the collection and and the piles still well written at the height thousand were set of less frequent drive but the frequencies only 1 thousands 1 from Real Estate although with big so the news frequency refusing to describe 1 the by the through the number of 1 provided to the ring for face off on let's look at this here is an example for the positions the world of the 1 they all over and this can be described by 1 divided to but also by writing range for the power of country and basic by last it's just means Serry same thing about this Brazil across was 1 the call of the day the is that all those who seek to the crease frequency with the move to a higher with you should all 3 were said to be worth is the 1 thing all the way was the and the group OPEC nothing next autumn in right rather Riversimple by the White won by the side of rank for the 1st and were such as to beat him in the rich each for the 2 point so far everybody can follow must I really to on the state mile next step mountain not only the wife of 1 of the wife of the phone to act and receive this on a regular were of American rewrite is used on the use of read all you want but I being through returned the front of his face the words this Figure shows a which where it all back and see the basic is not the view loss loss of the Ashes and the World Group of the period will be used by the of what they saw this long life by the birds vision for 1 my Languages is 1 of the 2 so what went on in observed in the distribution of violating the pact which it looks more like all that the following the and there but I just think he's getting away on the walls of the loss of life caused the and the and the game was still used to of the through the 1st case the and the ranks onscene of
17:39
the day such as the songs are visit just examples which we could observed Mary 1 distribution in English in the collection of Captains's 1 points we may be in the newspaper collection of the all point to book a best says this is just a book through use 10 but questions this display that they have the same in the guest time he's like yet again this but at the 18th to the wheels of this on the back of but for languages to see what points a review of what went on Logic observed distribution 2 in a row levels of the disease we overall basic but they want regions on those who want to show you offers a range translated this means land were best only a fraction of what would know of the of the frequency that to the right in the fight comes from but the corrected interesting the of world my 1st I was wrong and that it would not be available at all those who were not on the last day at work all day and in the end with the but by then on those who were in the history of to the book the somewhat from side to side as well on your way out of the race reducing the uses the situation also the explanation the rules of the wrong what was that all the major goal of the language by your point 2 5 I'm not end up with a point a of a you but not as they choose the households in the UK who that some of his true love in the air as if they are to rise by 8 balls functional range the bowel might just this is changing we have the right to exploit the new locally minus who win but sale we have the right to use the word of the day following the in the eyes of the jobs were top of the order but it was a bruising they're the stolen it the about the me at all there was to call for the rich now after the game displaced He did not necessarily believe the considered frequented number to making everything and has been observed so far create such a that follows the exponent law but Monday it is interesting because we do we will uses following the right for a spot of all the news that's a good way to put it to them so we measure and then we look is ever mathematically equation that gives saying salt with a half over a faulty distribution now we have found some mathematical although the tournament's called the goods maybe 1 day somebody proves this is wrong and the funds that equation welcome to the that so far the most things of at the general costs the reset much were elaborate but for all everything so this is what makes it
22:57
might just did nothing else but added that number 100 and 1 thousand so like we going to more we to Woolworths right so far we only words which reduce the for language of the cost files O'Sullivan of the novel is that is being sued about a week at the of some that is needed that is what it is seats on below
23:38
bookshops nature the EU's 2 to the power of 9 to 12 14 its exactly what they
23:46
observe frightful
23:47
frequents for of the group's of
23:50
frequency island doesn't advice tasked 4 but that seemed to looks a false with the but there is a not a bad the waiting to see what the to trawl describes how could be applied to any ideas from mass classes are print retrenched 1 described for to see things and that are not well this is all over the city each were also used to be there are those who have not for example be a risky move as the show these things small also new 1 exceeds the 1 exist but not about the very same thing now we have ball axis of exponentially scale where she will meet the saying they what take Johnson was in the words of 1 the same while all this is a big 1 of them was in all this you should loosely last it looks based the UK and P it looks like the 1 in the launch success in the 2nd game of the group that it was to between these 2 moves try by from time this year as the global use by the side of the of the sector by the Americans and the best way to to use the potential of the distribution of wealth and will reduce the need to be responsible rising of resuming worth over the idea of buying a new 1 but this is is what expected from the world of work returns police supplies they would not on all exponent of my life as a way of using the 1st of where the line time look at this this all in this brecciated would on the owner the and so you can cheque the said that the ship and you can throw the extremity he will be ready opaque that his club were misstating nothing happened so for the same
27:18
Facundo now in cumulative win instead of clothing eats rescued by set by it so it's say well the the mostly rural said the group would be where you might laws the country of all the right of 1st but the 2nd leg of the 2 1st met at the University of British Columbia University and the author of a book by the end of and that they are not all that different from what through the these there are 1 or 2 of the whole of the full of frequencies school NYTimes oak and tubes distribution to move to the based on their Friday now we could again find functions with this bill from should be ejected but this dissident which had not been told of the of the viability version by is not so it seems function the of crosses the space and time most before most schools from sues now focus at
29:16
so far not do we do it again remember we have a but that to calculate but new distaste Macaulay into for Matavesi according to the Office America that the talks about of all much more than the new 1 is a basic the bike is a battle of ideas of 1 of provability of the 2 and that means 4 but you can never be higher than 1 to squeeze into the interval between 0 1 cannibalisation 6 and that is really easy to find simply do despite dividing though the idea that a observed for this term by the maximum idea that observed in any of the words in this collection mullet this question what are what is the maximum number of me the minimum number of the idea what would be the minimum that easy to easy the PP yes by the Act now it what they need this all with and he said that the but the loss of the 0 0 cost 0 division less heroes of all were the will of all the current which on their own time and the the idea residencies so that the views on the roads for what might be called a lot of the media and by the time we get to the British exactly the same way DaCosta was the mayor's this the meeting room to this is the moment because of the study to Mexico and the West and the East Lebanese globalisation and letters from the end of the these were the ones who have to to play well at the end with the words it found that so they will know what you will need to be thinking along with the name of the disease talking about it was that by the end of all this he gave directly in the line up of the weekend more than the but the of the foot lessons country light at the end of possible oil and across the land or something close so knows why by the meeting identical to the 1 Kate but to by so there it is we want all obesity interpretation of ideas the number of open for meticulous for work it simply has to be between 1 0 or not this move 1 million so we the
33:58
by Piet mobilised by maximum by the end next idea for people in the most this is what I'm saying is that they also have to show the work these all of this thought would like the other 2 recall was the thought that I needed a new soul but Rubico's this at least have been something like this allocated of the vote popular and and it interesting case because and the maximum amount to conceal identical as a bit of a small collections at also interested but we could do do with cases like pudding Bookham into something we could do the job but but for millions something but just 4 1 group of 4 1 Bookham into different to rethink about this by the way the 1st this collection for 1 or 2 signs of what you think ap the but 3rd followed by a sexy between 100 48 at the documents sounds ridiculous sounded liberated accusing the 1990 but was a major breakthrough and it was in the 19th 56 and a collection of college or on the cost College in New York for the 1st experimental collection was under 40 or the point of the season enjoyable and the blues cost of superstrong significant but was the 1st recruit tasting retrieval approach before a only iterative during to arise and will leave the resulting not we talked about something like a Duodecimo classification is a classification precoded nation visible cost for the nation the of the race fills the philosophical debate about what is the best way to follow trips to the game and I've been fifties Cliveden scientist at this point that has tried out and was a major breakthrough for the research and that can still download this collection some of the worst places collections much much bigger the 1st trip collection of 10 20 30 this we have
37:05
already salt the problem of the maximum idea we could look up in the example of the what just lighting up such a work on the land where the and only with the moment for the 6 uncles we need a few
37:27
assumptions for their this is what your it is Sofia 1 the sometimes tools to use the word does Leslie would is not was the pupils could have now we have some the game is the what just the following words has not of document so it's not really the to propose but some and we assume that the word 1 step up demand member board 106 Burns's we so the detritus assume it's 1992 talk that it could occur to and sensible 3 times and some of its more than this week the each but the just and all we
38:18
mobilised by the way is a pub ability to mobilise which mobilised idea as it would be detained for the ball to use of the term the collection which can be different when collection and Distributed minus log 1 find to and the and the collection of in the city
38:44
supple ability that pupils collection came the capability like that now order dilogarithm included in a new we get example just go to the wall in violence we have got used to the houses of the with making thousand files for the work we do I would just like to see some of the costs but we never had a lot less on the frequency of that the most were the abuses of the views of union so will the original of which was a book of some us and if we are these numbers leaking Kapolei the idea but during the prospective thousand what thousands data is a million realise integrating the those the small at 1 of the world's most it in this case with the 1 where we were but of the dispute is over the idea of the real meaning of my work frequently most frequently what and he has the best thing that could produce which is in for use the Wallabies because this will be a tourist in the root of the South Street cases were assault before and these are just some words between the 2 off with the statement baffling is much higher on the back all such region on a lot of people but the and we end up with this but on the eve of cost lawyer 3 0 what we might have lost the last it was maximise but it was this is about as low as it is possible for the with within the reason full of this is what is screen the so I model the it is possible that the all Woolworths and my the SCF to with of the news of the new just for these of 1 of the condition said the who what when where the health wondering less including 1 million the and the 100 or so that the lack of 2 looks powers such as long as world No 1 the wall that in the words of those days when you have the right the mood of the disease Moon is least River work was not review of the NHS but they are but they are the street and but there was a lot of pain but there will be fewer people to the sort since the fall of the wall but for that the movie's those work has lost only the wall of the room as accuracy would this awful to fall as the woman to whom I was 1 of the figure in the book of the 0 0 in the wrong to use the law to below the what works in the City that said we have a lot worse than the loss of the ship the bullish on the subgrid and but or a sell off of was lowest of all the problems in the group was in the stadium maybe I mention of the word is not in order to allow the US to go outside and they were the driven away from the family of the charity Low words close to this we maybe 0 0 1 0 0 0 1 4 x 4 0 1 0 3 1 the fact that the move by the German Paume point did distribution moves change of beat if we need to stop ports because I'm a take off of the 1st 100 words were that everything changes but then still we have most frequent word and then they would not be there is something like also is also thought to be supplemented by the 1st of these was in 1 of the city's Muchall of predicting using the by the 1 we the a of the book and the and the world will be but it all but now then the pages versions of the game on the line with words the amount local went close to see back in the interval between 0 in 0 1 0 1 for confined
45:50
before would help was we have to look at the tree regal results were now we
45:58
go to a pub as a perfectly
46:05
part of the time but added ziege just before some of the were be by the time of this is that as we go upwards of their way to in the ruins of this the most human were right 0 will be the end of the Second World will be for a while as the remains of the group were about it 20 per cent of all the problems of the world was the only this week so that we know what to call the beast divided the grid fevered by by what they want you to not do all that you'll be but the as soon as but million times with the issue of the of the for credit but but even bigger than the club not photo me most 2 weeks is it right to remove to win something could this work can still find out where storey have 1 million but would it occurs to me and time schemes to be nominated agreements a of them are from the United 1 4 but still dollars to further is that of the early ones that in the fall when the with talking and and now we go to the hundreds were removed from the if I don't have only 1 or 2 might be example posted suggested the hunt which were the only want 1 0 1 0 1 Obeid all the of the of the UK because of the the the pace of the a 100 thousand workers on the house also but came off the ball in the opening round in the women's 100 times it retains the most less because of this on the over some of several types of 1 of all so what is used cost 2 not Boissieu over as is the way which should be stopped an intraday have wasted on Dec just any name using or to the what in the end 1 under the at the City and both grids who also off the ride on the back on the growth in the 1st place so that the last on the while the for while the 2nd battle over the right to use that as a real life drama Lesotho very by the need to increase the length of the house was full the 100 with only a fraction of the idea that comes with the lowest levels think with the crease is suggested your on the frequency of the Thesis automatically the idea also those but so we very words to grow up with a very memory as well as 1 of the most was the way the public will not so with the with the soul of the long way tail of the line at a time when 1 of law brought of what sounded like a man with a full count on the cost of the NHS was a few have the of 1 of the women want to be different in the woods and so on but it will be received all these 2 because money but just the thing to do among the review of the UK will have to use all the same all of which are also this is still a useful for a review of the the new company but a lot of people who don't want to do what they do but that is where we are especially so that we are going out all over the world but not all were the retainers because it's the Greece is the approach of back to the
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pro ability the basic somewhat think is also the spreadsheet it is on line so you can look at it the suspension in the maybe the end of the day so you can do your own compilation here and see what happens also paucity of could
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be mobilised never probability year interpretation of the law but the maximum but it's not the with the speed of the 2 big of victims Last suits and cook for a minute or so kind
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they thought isation room was put
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because otherwise following the this decision to we go off for a lead in the distance oriented or more for a new oriented simulator ticker operation if do cause pupils on its 40 mobilised linked with a move to free the bomber addition and might not be all with such a great idea so we have come through the conclusion that we need some people to take the
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stage are this is just the beginning of Road but they are also all this
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is the cause just a Zimbabawe simulator to between the document during these based on all the way to being the best and divided by raising late all of practice and what we want to do not only going to get this fall as the bridgewell can be getting tools for of wheel but the laboratory the 2 Rich Radieuse can be half the weights where all can lead to a where of the way the long which for all over the place although he became the 1 0 win over the All as walking in the 1 is the only 1 of the house but the nobody said the and then which values for United it was easy enough to get more of this and the way like to below the but what seemed to be in the cabinet K For each day to in Fulham and starting what to do we sometimes the ball application of the Battle of the Atlantic with the but William cases where standing the the general and its year old but also became the ball while the and in life as well as well as well as the but that maybe we were in a busy the NYTimes Universe means the uses the lack work their use of the word is that it board has on the assessment of the wall of the house so we'll have to consider the because we suing for walking his only to do the same thing in enabling early the of what he feels is the 1 million the the 2 groups of tries and then is is the via via the maze of the created by the food for the soul who has won world matching the simulated who want to believe it has to work snatching would be the same this means and sold submitted to will meet in the intersection of the goals in the city words but the rezoning synergies wanted to you could not fault his P so this is just reconceive across the smallest the 4 of them all and interpreted as simplification of local because the only real events in the area to be just counting the and in the Windward reconsider this is sufficing metric became up the only Web 1 became the highway lower than that its more through the simulated below less but if the the work was going to follow up the road is not use by the loss of the room where it is right now we don't have to raich now we come to the link
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globalisation and think that we could be creaky less time so we have to go through it again people could make the situation said will not just be the liberalisation squeeze along once than chocolate and the but not to the extent that they all equal documents can be far more often a sure bookings followed by which the given some more critic of the of the team from the 1 before that 3 introduces low parameters that says cost along the way we go stretching to number 1 and 2 the let recalculated a new pivoted links before before weight of applications from the new name for power the it will suit the review of the place while at midnight the 150 something Cook added the only thing that it is the and they want to work as the development of new life with the words then made a very strong or even the the word now issues the seed was urged but it's for the good of the the not so must be a way area to be 1 be works at the accused a level especially words would be squeezed numbers of reduced the about half an hour late for the shorter the bottom it will be some really good reading this will be the squeeze somewhere between 100 on the subject because was close for the that we a a long way to somewhere between 50 and 100 are close to get these things but the legacy which the use of high energy to lower the best thought of what has the best you would want to buy some the New length all the bullish or while so the the document says the movie what my soul use all nyse muscle 0 1 1 Bulls but beverage goals of this or solution to the find out of the house and the land of a full length that must be 100 out that would be the result of bad times of the Bible and the 3 of last which was st
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chinese of some of the best examples from the from for most cars tested bullets they now we end up with a new Labour with that of other 5 of them in they by the speed with which to those who want to buy a new 1 sees model by the fact that the new words of this is the the direction of the of the who EU were expected to at old or of the other were lower than the used P then we and this
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intruders but the saloon already of John waiting for a woman images of how the system is also weight to the side of the border for a new making these days then we can say this should be enough to buy a all ways by this year later in the week and the move to a new wave instead of having to pay 6 subscribe the some this the length of the lease and the Bank of real terms were behind well for their life so that the ball close to get the but not 14 or less than became this which is what you want for the review of not this the granted the remainder of the week the 1 of the strangest was justice this is the case with the whose based basis bullish at 1st I was a bit of a review the clash of the Eighties or that would not to rolled 4 but by the people of this age fall into 1 of what in less than 2 white trials of what he wrote 1 9 9 6 0 1 0 0 for the Zubeida they snows these what's system would not for which he paid off the road buses and a variety of the work the London leg of where the with new round of the 1 that will be why through 1 9 2 1 9 times so that all the new during the week but this route for for the last time you went to the use through point for where we are a yes up were not Rego's also the show such of all the changes so by the referee but he will be less 0 1 1 is more change in the way the this their 1 0 the changed read the Government's as long as they are less able to receive the if you 0 1 1 yes changes from what we know all of 1 the of the wall might want to move was the real life these days there British memories of all regularization which was there it PCs the rich what book so we move on and briefly
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mention while it remains in the problems of British based representations healthcost Romania still standard Forum and many problems of her now we have to make just of everywhere along with each time has a columns and of cost every forest the of all the way up the the euro was worth of all things is used in the words of 1 of the most of it was the worst of all the major use the law to allow the ball 1st popular in the UK was in the end it's like it was going to shoot them in the form was not sound was more or less all of us which is not true as the use of some of whom have heard and the and all that must be H OK thank you for misspelling this but can't Spanier string during the real world we have by the critics to
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think bomb but it too so are based on the solution solve for the goal of the social but for the Aussies populated Matrixes what can be done when the change to reduce the number of firms and take care in India seduction take care of dependencies between the like the Greek Richard and by considering the simulated in distant be interpreted like fact analysis in mathematics we want to find the real factors said today that the Government is to this tricks and that can be done in a way of life to the full of through the user also all the men in in the world is that we are in the running in of the regions of the walls of the world's great museums with some of the review which is expected that gets another layer in the nearest counting words document there is another they are now we from want to have a few may be 300 so called
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context James and is the latest example we were all over the world and the world was a is in the document they have called in sick because of all the firm's has 300 of by regions another each word is represented by a ban on the use of the which were given to the British due to act features like alive for both of which is part of was a is used for a RISCbased this must be done cost of men bicycles Britain inducing This is the way some of the reviews dollar will of with the words oregano which was the of the away end of with city of public sector Sydney we have much to where do and is the cost probably only 0 but it's a much as the distribution Eddie is the and we can do it again to retrieve 0
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lead to alter document which itself with each word we get the context victims a get the context of for each within the document on the up and get a point expect the only contains of 300 beaches and state of the public these are channelled into the launch the system that display small and a conducive to retrieve which is much smaller Matrix where I don't have so many turns the
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where the sewing dependencies he will have to rise and the and the independent it because fully selected but this room all the
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clothing just because of the light when
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work this 2 points in the it is received the book piece to a means just the Great Depression of the air for the new was for the 1st but the music that is the simple just put it in the way of what is the protection of the law on what to do and what to just the particles beat is also very simple just that with the pivoted length of the documents that are given in the next life and happily in would so do this would be just on the grid people playing collective editing to bring it into which make into the silver and it is not of a Dick of for everybody refuse to a Web ticking away get the picture and the determined still so so but is 0 0 1 0 0 0 1 8 5 so if you're looking for a reading of looking the law for example and you the everybody has 1 silver and make using but just to get the bar acidification lookin questions the knows what the 3rd is with the for the law extensions as should this in a way that's because he is used to make the most of printed in those emissions but I miss voiced the emissions was to be the created wrong insist South would allow version with 2 weeks of the strictest Sixties although June models are preparing 15 she before to memory pro
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the but make his 16th hero the words this time we take French as an example of for with some sort of the best the book and 3 documents specific and sees no longer written when I think they just so that they would edition of the Chicago Board which out in the end if you want to just 2 of the their the new book is the role of what might be used to some of the all just again use justice to the stable as a model for your page demanding and edges will continue but everything should be questions