Please do the quiz to check if you have understood the topic in this video: thebrightsideofmathematics.com/measure_theory/overview/ There is also a dark version of this video! kzbin.info/www/bejne/rouZan57nJyWmbc
@NilodeRoock2 жыл бұрын
"Page not found" ?
@brightsideofmaths2 жыл бұрын
@@NilodeRoock I've updated the link now :)
@NilodeRoock2 жыл бұрын
@@brightsideofmaths Thank you.
@suhaibalkhaldi2 жыл бұрын
Thank you very much sir
@Artonox4 жыл бұрын
THANK YOU GOD FOR BRINGING YOU INTO THIS WORLD. I finally found someone who can actually teach measure theory online! Ive always had this on my mind (my worst subject in mathematics, because i didnt understand my lecturer), and finally, nearly 8 years later, you made this beautiful video series for me to revisit and you explain very well. I did get a first class in the end, but I really was interested in measure theory and ashamed that i wasn't able to do this well. This serves as a second chance for me!
@NilodeRoock2 жыл бұрын
Say things like "THANK YOU GOD FOR BRINGING YOU INTO THIS WORLD." to your parents, spouse or siblings, if you have to. Go and support the content provider financially if you want to say thanks. Just my 0,01c.
@lehoangsonsg74364 жыл бұрын
What you are doing is amazing. I hope you can produce more content in English for non-German speakers.
@NegativeAccelerate Жыл бұрын
I honestly feel like learning German to get access to mroe videos
@roger98225 жыл бұрын
Amazing mini-course series, it helps a lot to get through probability theory. Although your videos are short and illustrative, you never lose mathematical rigidity. Thank you so much!
@zhaoyuzhu2543 жыл бұрын
I literately spent 12 mins on KZbin and understand the whole thing, while I spent 2 hours on my professor's recording and still have no idea what he is talking about. :)
@brightsideofmaths3 жыл бұрын
Thanks :)
@scarlettliu8853 жыл бұрын
I have the same experience as yours.
@cardinalityofaset49922 жыл бұрын
Just a minor technical detail: You can slightly generalize the definition of sigma algebra by excluding the empty set from the first condition. Its presence in the sigma algebra immidiately follows from the fact that X must be measurable and that any complement of a measurable set is also measurable. (X^c = X \ X = 0 => 0 is measurable). Awesome list of vidoes, it´s intuitive and entertaining to watch :)
@johnnyq4260 Жыл бұрын
I bet when he wrote that he was thinking about topology.
@perkelele4 жыл бұрын
Summary: A measure is a map of the generalized volume of the subsets of X. Power-set: set of all subsets of a set X. if X = {a,b} then P(X)={empty,X, {a}.{b}} Measurable Sets: We don't need to measure all the subsets we can form, only some of them. Can be the whole power-set, but is useful smaller. Useful because generalizing length in a meaningful way doesn't work for all sets, but only some sets. A is a Sigma Algebra: each element is a measurable set a) Empty set, and Full set are elements of A b) If a subset is measurable then so is its complement c) If every individual countable set is part of the sigma algebra, then the union of all these sets is also in the sigma Algebra To speak of an area of A we need for the sets that make it up to be measurable. So if you take all the individual sets (units) that make it up, you will get the whole. The smallest sigma algebra A = {emptyset, X} it validates all three rules. The largest sigma algebra A = P(X) because it contains all the subsets. In the best case scenario we can measure them all. But this is not the case so we are often between these two cases.
@mercymuenimwangi3 жыл бұрын
It reached a point I just had to search measure theory for dummies. This is the best tutorial. I immediately subscribed and turned on notifications. Thank you so much
@nreceda4 жыл бұрын
Just found your channel. I am taking a course this semester on Stochastic Processes and as far as I can tell, your explanations are much easier to understand so thank you thank you thank you thank you.
@gulshanamna37962 жыл бұрын
You are the one who really can make students as well as teachers to understand measure theory in real meanings
@brightsideofmaths2 жыл бұрын
Thank you very much :)
@gustafa21704 жыл бұрын
I'll come back to this video when I'm stronger. Need more training.
@brightsideofmaths4 жыл бұрын
Just farm some EXP on my lower level videos ;)
@danialdunson3 жыл бұрын
buy more pots
@PostModernAlchemist6 ай бұрын
I have no idea how youre making this subject so approachable for someone who took real analysis and abstract algebra 10+ years ago, but thank you! This is great!
@brightsideofmaths6 ай бұрын
Wow, thank you! :)
@rmbennet2 жыл бұрын
I came here a year and a half ago I couldn’t understand any of it after the first one or two videos. it’s remarkably more intuitive after abstract algebra and real analysis. It’s actually really interesting.
@lebesgue-integral Жыл бұрын
This is a nice video! I took measure theory in undergrad and I loved the subject, although it was so abstract. Your videos definetely will help this make make sense to many people!
@jiahao27093 жыл бұрын
You are the professor of MIT level, you video lectures should be accepted, respected, appreciated and advocated!!!!!!!!
@richardgreenhough Жыл бұрын
Tried to understand this from a book and didn't. This video enabled me to grasp this easily. Great video!
@brightsideofmaths Жыл бұрын
Glad it was helpful!
@Heisenberg83072 жыл бұрын
The moment I realised this dude is giving a brief explanation on Measure Theory, I subscribed immediately.
@mongky99033 ай бұрын
I would like to make a example for better understanding for sigma algebra, correct me if I was wrong. Given X = {1, 2, 3} and sigma algebra A = {∅, X, {1}, {2, 3}} Let insert {2} to A to make A = {∅, X, {1}, {2, 3}, {2}} - But complement of {2} which is A \ {2} = {1, 3} ∉ A --> A not sigma algebra Let continue insert {1, 3} to A to make A = {∅, X, {1}, {2, 3}, {2}, {1, 3}} - But now a union between {1} and {2} is {1, 2} ∉ A --> A not sigma algebra Let add {1, 2} to make A = {∅, X, {1}, {2, 3}, {2}, {1, 3}, {1, 2}} - But complement of {1, 2} is {3} ∉ A --> A not sigma algebra Let add {3} into A making A sigma algebra again and also A is now the power set of X.
@JJ-fb2lp4 жыл бұрын
Jesus dude. I have not seen any one that can explain this topic better than you, which can mean two things. 1. They don't understand the topic 100% but is trying to teach someone. 2. They don't know how much to dumb it down for people who are just trying to understand this topic.
@NewCalculus4 жыл бұрын
You've never understood it because nonsense cannot be understood, only believed.
@harshavajpayee76524 жыл бұрын
Now after watching this I can say that measure theory is measurable 😅 Thanks for this wonderful video ❤️
@RenyxGhoul3 жыл бұрын
Even more succinct and concise than my lectures but I understand it a lot more. Wow. Thank you!
@Cowux3 жыл бұрын
Best measure theory video on YT!!!!
@brightsideofmaths3 жыл бұрын
Glad it was helpful!
@Zubair6227 ай бұрын
Extremely marvelous explanation really enjoyed it Please also upload lectures of complex analysis
@brightsideofmaths7 ай бұрын
Already done. See here: tbsom.de/s/ca
@Zubair6227 ай бұрын
Thanks sir
@afrolichesmain7774 жыл бұрын
Wow great explanation for an introduction to sigma algebra. It’s my first time looking at this material. Looking forward to the rest of your videos on Measure theory!
@mushroomsteve4 жыл бұрын
Proposition: A sigma-algebra F is closed under finite intersections. Proof: Let F be a sigma algebra on a set X, and let A and B be elements of F. Then (A n B) = ((A^C u B^C)^C). Therefore, (A n B) is an element of F. Corollary: A sigma-algebra that is closed under arbitrary unions is a topology.
@sheerrmaan4 жыл бұрын
Because the complements of A and B must belong to the sigma algebra by condition II. And the union of these two complements also belongs by III. And again the complement of it belong to F.
@mushroomsteve4 жыл бұрын
@@sheerrmaan Exactly.
@thedan25 жыл бұрын
Amazing video! Amazing series! Please keep it coming! Measure theory has never been easier to understand. Thank you!!
@DimiqBaba8 ай бұрын
Thank you, straight after the lecture I watch your lectures.
@brightsideofmaths8 ай бұрын
Best idea :)
@garrycotton70944 жыл бұрын
Great video :D. This reminds me of Group Theory in a way. Empty set, A in Fancy A is like the identity axiom. Complement of A in Fancy A is like the inverse axiom. Union of A_i in Fancy A is like the closure axiom.
@axelperezmachado50084 жыл бұрын
does this mean that a sigma-algebra is a group under union?
@deept32154 жыл бұрын
@@axelperezmachado5008 It isn't because there is no inverse of union in the sigma algebra
@axelperezmachado50084 жыл бұрын
@@deept3215 True! Haven't realised
@Sciophile4 жыл бұрын
@@axelperezmachado5008 It's an abelian group with respect to the operation of symmetric difference.
@evionlast4 жыл бұрын
Clearly explained, basic examples, very good
@sallanmega12 жыл бұрын
This is actually a great explanation. Greetings from Spain!
@Thaizir3 жыл бұрын
Thanks for taking the time to produce this content, it brought me back memories when I was studying this course.
@shreykabir2 жыл бұрын
Thanks a lot... I was interested in measure theory and wanted to learn more about it... This video has helped a lot making it easier for a high school to understand...
@julianvillaquira41275 жыл бұрын
Your channel is amazing! Thanks for the videos, they are very helpful to me since I will take a measure theory course next semester. New subscriber 😀.
@idontthinkso5966 Жыл бұрын
My goodness, you really do have a video in everything I'm looking for.
@brightsideofmaths Жыл бұрын
Thank you very much :)
@abhaykumar7626Ай бұрын
From India a great respect for you . Your videos are amazing
@brightsideofmathsАй бұрын
Glad you like them! :) And thanks for your support!
@КонстантинДемьянов-л2п3 жыл бұрын
My man, you kinda sound like Mimir from God of War. Loving it!
@ludwig-music2 жыл бұрын
9:52 Are all sets of a sigma-algebra called "measurable sets", even the ones that are not measurable? "Proof": (a) the power set may include non-measurable sets, and (b) the power set is always a sigma-algebra; hence, (a) and (b) imply that it is possible that some sets of a sigma-algebra are not measurable, even though they are called measurable sets. Edit: I figured it out: If you already have a measure and some subsets that you can measure, then you should also be able to measure all the additional subsets that are required to make the family of subsets a sigma-algebra. So I think that's what the word "measurable" is referring to.
@watermelon-s6j4 жыл бұрын
This video helped me a lot, thank you!
@marekbalcerzak52553 жыл бұрын
I love to watch your videos to get notion about the subject before reading handbook. Great job !
@brightsideofmaths3 жыл бұрын
Thanks :)
@JuanRodriguez-tr6st4 жыл бұрын
You are one of the best teachers I’ve had
@JuanRodriguez-tr6st4 жыл бұрын
Came here for functional analysis, stayed for measure theory
@martinpuente752610 ай бұрын
amazing videos! I'm a econ student and I'm trying to deepen the subject. You said in 10:26 we need two elements of a subset to form a sigma-algebra. What if the subset is the empty set? that would be one element and it satisfies the three conditions
@brightsideofmaths10 ай бұрын
Thank you! I don't understand your question completely. Can you elaborate on that?
@Hold_it10 ай бұрын
@@brightsideofmathsThe question basically boils down to: can the empty set be a Sigma Algebra? Meaning our Set X is just the empty set itself. In which case the Sigma Algebra would only consist of one element. The empty set.
@brightsideofmaths10 ай бұрын
Answer: Yes, it's possible but uninteresting ;)@@Hold_it
@Hold_it10 ай бұрын
@@brightsideofmathsNice thank you❤ The formulation that a sigma algebra needs at least two elements also made me unsure, but I get why it isn't really worth noting that this special case exists.
@martinpuente752610 ай бұрын
@@Hold_it yes! that was exactly what I meant thanks
@nathanbarnard78963 жыл бұрын
Just starting measure-therotic probability theory and these are great :)
@Wynell Жыл бұрын
Thank you so much here! I have an exam in a few days and you're literally saving me :)
@brightsideofmaths Жыл бұрын
Happy to help! :) And thanks for the support!
@ssmhsasd Жыл бұрын
Very intuitive explanation, thank you. Very helpful for Engineers 👍
@brightsideofmaths Жыл бұрын
Glad it was helpful! :) And thanks for the support!
@sejuprajapati20054 жыл бұрын
Thank you so much for all videos. Your teaching skill is amazing.
@davidshechtman47463 жыл бұрын
Answer me this. Cantors diagonal argument requires a square matrix to be certain that every entry is covered. The matrix (list, which ever. I use the word in a general sense) he proposes is based on permutative recombination. So for the universe of {a, b, c} I create a list of permutations abc, bca, cab, etc. Ordered in the manner of 3 columns and 6 rows. Iteration of one additional element, d, to the universe in consideration {a, b, c, d} will now produce a list with 4 columns and a page and a half of rows. The initial Alelph null of basic infinity we are guaranteed by Zermelo is won by Iteration. Clearly construction of a square matrix based on permutative recombination is impossible. How then, pray tell, does it magically occur for Cantor?
@brittnihall16884 жыл бұрын
These videos are amazing and incredibly helpful!! Thank you SO much!!
@arefpourseyedi80872 жыл бұрын
The presentation was amazing. Thank you!
@brightsideofmaths2 жыл бұрын
Glad you liked it!
@YitzharVered3 жыл бұрын
I went through this crap in introduction to probability and was totally lost. Thank you for explaining.
@user-ib4bg9kg5s3 жыл бұрын
The name is so scary, so we need people like you in this world to make them look less intimidating, thanks for the explanation
@IhrffhhgJgfhhbvf6 ай бұрын
I finally understand why a sigma algebra is the way it is. The drawing made it so clear to me
@brightsideofmaths6 ай бұрын
Nice :)
@EebstertheGreat4 жыл бұрын
Part (a) of the definition is somewhat redundant with part (b). If we assume ∅ ∈ 𝒜 and that (A ∈ 𝒜) → (Aᶜ ∈ 𝒜), then ∅ᶜ = X ∈ 𝒜 by definition, so it is not required to include that in part (a).
@brightsideofmaths4 жыл бұрын
You are totally right! I often used redundancy is definitions to make them clearer.
@rafaelb.3334 жыл бұрын
So glad I've found your channel. Which book did you use to study this?
@hisxmark4 жыл бұрын
The length is the absolute value of (b - a) = |(b - a)| = |(a - b)|. In other words, the length is a distance, a scalar greater than zero between any distinct points. So the length of (a - b) is equal to the length of (b - a).
@giorgiozannini56265 жыл бұрын
Thanks man you saved me! Studying Bayesian statistics now and couldn't wrap my head around the whole measure stuff. Thank you very much again!
@daviddavini8473 жыл бұрын
This was incredibly helpful, thanks for the knowledge!
@Anteater234 жыл бұрын
Would you ever consider making a maths series on the subject of topology? Your videos are brilliant!
@brightsideofmaths4 жыл бұрын
Thanks! I want to do that, yes :)
@Anteater234 жыл бұрын
The Bright Side Of Mathematics :) topological spaces just seem harder to visualise than metric spaces for me. Metric spaces felt like a very natural concept.
@brightsideofmaths4 жыл бұрын
@@Anteater23 Topological spaces are also very natural. Often the concrete distances between points are not import but just the knowing which one is near or far.
@최주희-n2wАй бұрын
I love this lecture. Thank you :)
@RAJ61183 жыл бұрын
Beautiful insight of the topic
@lexluthor69754 жыл бұрын
Very insightful explanations. Some people are born lucky!
@wesolyfoton2 жыл бұрын
Great explanation. Kudos!
@tree38682 жыл бұрын
Could you make more videos about the hysteresis system that described by measure theory
@brightsideofmaths2 жыл бұрын
Sounds like a very good idea. Do you have more details there what you want?
@axelperezmachado50084 жыл бұрын
This channel is amazing! So glad i found it! I subscribed of course
@TDRT23 Жыл бұрын
THIS VIDEO IS AMAZING!!
@pointofview66794 жыл бұрын
Thanks so much sir.This is amazing and helpful
@ramkumarr17253 жыл бұрын
Very nicely explained. And truly innovative to link it up to the quiz. I will try to see the other videos but the first chapter was very good.
@brightsideofmaths3 жыл бұрын
Thank you! I also want to do quizzes for the other parts if they are helpful.
@ramkumarr17253 жыл бұрын
@@brightsideofmaths They are helpful for retention of material and application, IMHO. Math is not a spectator sport, IMHO.
@_Navani_5 жыл бұрын
This is such a helpful video! Now i feel like i can pass measure theory
@boyzrulethawld14 жыл бұрын
What course are u taking this for? 🤔
@cvdvdfhgh49464 жыл бұрын
@@boyzrulethawld1 id guess measure theory
@jasonlim83872 жыл бұрын
Thank you, it was a very helpful video!
@tropicalpajamas99864 жыл бұрын
Very well explained with straightforward and intuitive examples. We neeeeeeeeed more of this exciting course in Mathematics. Keep it up~!!!
@td_27 Жыл бұрын
Beni buraya kadar getiren eğitim sistemimize teşekkür ediyorum.
@davidwright84324 жыл бұрын
Thanks; amazingly clear! I hope I'll be able to follow as easily when after a bit more development, you actually start do things with the ideas!
@Bolvarsdad8 ай бұрын
What's the difference between stating that the power set of X = {a,b} is P(x) = {{}, X, {a}, {b}}, and P(x) = {{}, {a}, {b}, {a,b}}? Reading Wikipedia, it told me that the latter notation is used, so I guess these are interchangeable?
@brightsideofmaths8 ай бұрын
There is no difference. Both sets P(X) from you are exactly the same.
@jatayubaxi45535 жыл бұрын
Absolutely clear explanation.
@kusalthapa35703 жыл бұрын
which board you are using? I am also interested in making tutorial videos but unable to find the board like yours!
@brightsideofmaths3 жыл бұрын
I am using a simple Wacom board :)
@kusalthapa35703 жыл бұрын
@@brightsideofmathsi mean the software☺
@brightsideofmaths3 жыл бұрын
@@kusalthapa3570 Xournal :)
@kusalthapa35703 жыл бұрын
@@brightsideofmaths thanks❤️
@syamalchattopadhyay28934 жыл бұрын
Excellent video lecture
@babumaths8066 Жыл бұрын
Very useful. Thank you sir.
@PrajwalDSouza5 жыл бұрын
Thank You. This is really helpful. One of the best introductions out there. I have small doubt, Given, A = {1 , 2, 3} B = {1 , 2} C = {3} D = {1} E = {2, 3} N = {} sigma algebra F = [A, B, C, D, E, N] Is this a sigma algebra on set M = {1, 2, 3}? C U D doesn't belong to F. But, set of all countable unions, A U B U C U D U E U N = A belongs to F. Little confused with the concept of infinite countable unions. It is obvious that A U B U C U D U E U N = A = M and that it must belong to F from (a) of the definition. So, what's the point of the (c)?
@mushroomsteve4 жыл бұрын
F is not a sigma-algebra, since as you pointed out, F is not closed under finite, and hence countable, unions. Being closed under countable unions means that the union of at most a countable number of ANY choice of elements of F, is itself an element of F. The union of all of the elements of F, as you listed, is just one possible countable union. The closure property has to hold for ALL possible finite or countable unions. If there exists a finite or countable union of elements of F, that is not an element of F, then F is not a sigma-algebra.
@dr_rich_r4 жыл бұрын
And if you insist on a countable union, you can just union with the empty set infinitely many times, or as mentioned in the video, the same set over and over. CUDUDUDUD...
@xPlosiveFobx4 жыл бұрын
Thank you this helped so much!
@varnita44552 жыл бұрын
Thank you.
@pedromazariegos6536 Жыл бұрын
I love your work man
@brightsideofmaths Жыл бұрын
Glad you enjoy it! And thanks for your support :)
@K4moo3 жыл бұрын
Thank you for the great video!! I think (c) is somewhat redundant because (b) says A and A^c (X\A) must both exist, therefore their union is X, and X is in the Sigma Algebra according to (a), the second veens diagram seems wrong in my understanding.
@brightsideofmaths3 жыл бұрын
Thank you! What exactly is wrong about the Venn diagram?
@K4moo3 жыл бұрын
@@brightsideofmaths I was thinking (c) is union of all elements in sigma algebra, which should be X. I rewatched this part, I think you actually meant the union of elements in one of the element in sigma algebra.
@abdulghanialmasri55503 жыл бұрын
Man, you are a great teacher 👍
@brightsideofmaths3 жыл бұрын
I appreciate that! Thanks :)
@pk_13204 жыл бұрын
Loved it, great video!
@shraddha55883 жыл бұрын
Thank you ! its such a good explanation.
@brightsideofmaths3 жыл бұрын
Glad it was helpful!
@ChloeYang-z3g2 ай бұрын
Amazing video! A question: for the plot you drew, should it be P(X) instead of X? As X is a set and P(X) is the set of all subsets, so A should be a part of all subsets.
@brightsideofmaths2 ай бұрын
A is a part of X and an element of P(X). So these are the same pictures but with different visualizations.
@uorya Жыл бұрын
I have no idea what I am doing. I just graduated. But does these sets have something to do with that set paradox letter?
@monsijbiswal11044 жыл бұрын
Just awesome. Loved it!
@sebon113 жыл бұрын
Great video, man!
@gym59592 жыл бұрын
at 08:15 can you explain what do you mean by countable union of infinitely many sets ?
@brightsideofmaths2 жыл бұрын
The index set for the union is given by the natural numbers :)
@armatg3 жыл бұрын
This is the first video where i understand what a sigma algebra is, thank you!
@tsunningwah3471 Жыл бұрын
I am no math student and once tried to explain to my friend why it is impossible to pick a rational number on the real number line and here is my explanation. Imagine you are to create a number 0.xxxxxxxxx…by determining its decimal places at random, say drawing a number from 0-9. For example if you draw 3 ,2 and 6, then your number will be 0.326. Since there are infinitely many decimal places, the process goes on forever and you will likely be getting an irrational number. To create a rational number say 1/3 or 0.333333 that means you have to keep picking the same number forever which is impossible if you are picking the numbers at random. Is that a correct and good explanation?
@brightsideofmaths Жыл бұрын
Probability = 0 does not mean "impossible". I have a whole video series about that :) tbsom.de/s/pt
@Woollzable3 жыл бұрын
Is X here the same as large Omega (sample space) ? Since X is the complement of the empty set. Thx.
@brightsideofmaths3 жыл бұрын
Yes, exactly :)
@evaggelosantypas51395 жыл бұрын
Really nice video, just a small note though when giving the definition for the σ algebra one needs not include both the empty set and X since σ algebras are closed under taking the complement of a set
@brightsideofmaths5 жыл бұрын
There, you are completely right! However, I really like this definition because one sees the smallest Sigma-Algebra immediately in the first part.
@delberry87774 жыл бұрын
I kinda had the reverse "issue" with this why do we need (b)? It seems this simply follows from (a) because if m(X) exists (as by (a), where m() is 'measure') then for any subset A of X for which m(A) exists m(-A) is simply m(X) - m(A). No? I assume there's some pathological examples of sets X where this doesn't hold. I can't think of any. (which doesn't say much). (This is not a criticism by the way, just my way of trying to understand this).
@evaggelosantypas51394 жыл бұрын
@@NewCalculus alright I'm skipping the insults let's cut to the interesting part which is the math of course. You clearly wanted my attention by insulting me so there you have it explain yourself why is measure theory useless
@rgoswami4 жыл бұрын
Fantastic work!
@Raibows1226 Жыл бұрын
Thank you 🙏🙏🙏🙏 I finally understood
@brightsideofmaths Жыл бұрын
You are very welcome :)
@psytno4 жыл бұрын
thank you really I enjoy these topics
@MrOvipare3 жыл бұрын
I was reading Cybernetics : or control and communication in the animal and the machine by Norbert Wiener yesterday... I was surprised by the fact that I got totally lost when he used concepts of "measures" in the chapter about groups and statistical mechanics. What game is this!? What are those objects? Turns out I didn't knew shit about measure theory, despite my physics and engineering studies + working in R&D. This is exactly where I needed to land!
@KJ-ii1hq Жыл бұрын
Thank you! You save my life😭😭😭
@brightsideofmaths Жыл бұрын
Thanks :D
@JTan-fq6vy9 ай бұрын
Thanks for the great video! Regrading the definition of sigma-algebra, why do we require the set X is measurable? Would it be possible that that a set X is *not* measurable while the its subsets are measurable? For example, we may not know exactly the volume of the universe but the space of the British Museum is somehow measurable. Any explanation or hint is really appreciated!
@brightsideofmaths9 ай бұрын
But X is a subset of X as well :)
@bilalghermoul36344 жыл бұрын
Many thanks for these good and helpful mini-lectures. And I would like you to direct me to a useful textbook on this theory from your point of view.