IMPOSSIBLE INTEGRAL? Here's how to solve it and its properties

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Maths 505

Maths 505

Күн бұрын

Пікірлер: 165
@mcalkis5771
@mcalkis5771 5 ай бұрын
You can't just casually mention that this madness has application in statistical mechanics and not be prepared to show some of them.
@maths_505
@maths_505 5 ай бұрын
Something like a geometric mean. The regular integral is related to the arithmetic mean so a product integral is related to geometric mean.
@mcalkis5771
@mcalkis5771 5 ай бұрын
@@maths_505 Fascinating. I don't think I've ever encountered the geometric mean in my university physics. It'd be so cool to see it in action.
@maths_505
@maths_505 5 ай бұрын
@@mcalkis5771 there's actually a wide variety of product integrals. One Google search yeilds some really interesting papers 🔥
@elibrahimi1169
@elibrahimi1169 5 ай бұрын
@@maths_505 i've checked it out on google right after you said it has applications on statistical mechanics, i still didn't find any but i've noticed that they use a product symbol instead of a regular integral symbol. cool stuff i'll tell you that
@Marcel-zt7rg
@Marcel-zt7rg 5 ай бұрын
Yeah I am also very curious, as I've had a thermodynamics and statistical mechanics course, but didn't encounter these kind of integrals 😅
@coreyyanofsky
@coreyyanofsky 5 ай бұрын
the integral sign ∫ is an elongated "S", for sum using it for product integrals is a clash of flavors, like using salt in place of pepper
@writerightmathnation9481
@writerightmathnation9481 5 ай бұрын
Great point!
@maxvangulik1988
@maxvangulik1988 5 ай бұрын
eh, just slap a pi after it and it's fine. That is, unless you want a definite product integral.
@writerightmathnation9481
@writerightmathnation9481 5 ай бұрын
@@maxvangulik1988 Why don’t we use + for both addition and multiplication in elementary school?
@maxvangulik1988
@maxvangulik1988 5 ай бұрын
@@writerightmathnation9481 because that would be completely indistinct
@alexweschler9470
@alexweschler9470 5 ай бұрын
I thought he was using a stylized “P” for the first minute until I realized it was just his really bad handwriting
@hydropage2855
@hydropage2855 5 ай бұрын
Therapist: Cursive π/2 isn’t real, he can’t hurt you, it’s all in your head Cursive π/2:
@RRRREV
@RRRREV 5 ай бұрын
I lost it at sin^dx(x) lmfao Cool video btw
@GeoPeron
@GeoPeron 5 ай бұрын
Mathematicians: God damn, physicists! Stop treating dy/dx as a fraction, that's not how it works! Also mathematicians:
@Null_Simplex
@Null_Simplex 5 ай бұрын
I’m not entirely convinced he is allowed to turn an integral into a product the way he does.
@underfilho
@underfilho 5 ай бұрын
well, if you define anything pretty well, you can do math with it
@joefuentes2977
@joefuentes2977 5 ай бұрын
Engineers be like idgaf if it's right or wrong as long as it works
@MrWael1970
@MrWael1970 5 ай бұрын
This is the absolutely best integral you solved. Thank you for this innovative integral and proofs.
@kingzenoiii
@kingzenoiii 5 ай бұрын
NOT THE DX IN THE EXPONENT 😭😭😭😭
@maths_505
@maths_505 5 ай бұрын
@@kingzenoiii this is for real- I mean for complex
@kingzenoiii
@kingzenoiii 5 ай бұрын
@@maths_505 lmaoo
@wassimaabiyda
@wassimaabiyda 5 ай бұрын
imagine dx in the limits of integration
@kingzenoiii
@kingzenoiii 5 ай бұрын
@@wassimaabiyda we need that next
@aravindakannank.s.
@aravindakannank.s. 5 ай бұрын
​@@wassimaabiydabro u made me shit myself i just don't completely understood the physical meaning of dx in the power of a continuous function in constant bounds but u already begun to ask like what if the bounds where dx why whyyyy whyyyyyyyy? if it exists already then.... nevermind im not able to.... im having mental breakdown 🤪
@nolanrata7537
@nolanrata7537 5 ай бұрын
Its inverse function is the product derivative f*(x) = lim (f(x+h)/f(x))^(1/h), which is df^(1/dx) (x), and is equal to exp(f'(x)/f(x)) 😊
@РайанКупер-э4о
@РайанКупер-э4о 5 ай бұрын
How about the derivative? I actually derived that myself a few days ago. I have started with a loose formulation of the fundamental theorem of calculus - "the sum of all small changes on a shape is the total change on the shape boundary". I've started applying it do different ideas of "change". Standard derivative defines the change as the arithmetic difference normalized with respect to the change in x. I thought to myself - why don't we use normalized ratio as the change? So I have came up with this: [f(x + dx)/f(x)]^(1/dx) (the brackets here only to show clearly the order of operations) Using this as my starting point I had written down what the fundamental theorem should look like - the product of all small ratios on a segment is ratio of the borders. Through this I have derived the integral you are showing here. So the question is - what about derivative? P.S. the fundamental theorem holds for many more notions of change. You can describe it for discreet functions (from Z or N to R usually). That's called "forward difference operator". You can also use graphs. For the graph (V, E), where V is the set of vertices and E is the set of directed edges connecting them we can describe some function f: N -> V that would describe something traveling along the graph. Than the derivative would the function df: N -> E that defines the edges on the path. Than the "integral" from a to b where a and b are natural would be the path from f(a) to f(b) that the function had took. Idk if this useful or not, but it works.
@maths_505
@maths_505 5 ай бұрын
Multiplicative calculus does have some interesting applications. A Google search and a few pdfs will yield lots of wonderful concepts including the product derivative you're discussing.
@ignacypankracy2438
@ignacypankracy2438 5 ай бұрын
Is there any geometric interpretation of a product integral??? what can we evaluate with it? great video btw
@alucs6362
@alucs6362 5 ай бұрын
It can probably be interpreted in terms of a geometric mean! A normal integral is the arithmetic mean of the function on an interval (it's average value) times the size of the interval. The product integral is the geometric mean of a function on an interval to the power of the size of the interval. The first one is the run-of-the-mill area under the function, the second is like a "logarithmic area" of sorts? Here's my best attempt at a geometric interpretation: This "logarithmic area" over an interval is the product of the logarithmic areas of its subintervals and for finite products, the value is the n-dimensional volume of a hyper-cuboid whose sides are the values you are multiplying. (If you divide the size of the sides by the number of things you are multiplying the hyper volume is literally just the geometric mean). Okay, so, for the product integral the value will be the limit of the n-volume of this hypercuboid as its sides become infinitesimal sides but the number of dimensions become infinite. Not an amazing picture but it's something!
@maxvangulik1988
@maxvangulik1988 5 ай бұрын
The right-hand side looks like an integrating factor for a linear differential equation. If you have dy/dx+p(x)y=q(x), the integrating factor to multiply both sides by is e^int(p(x))dx, which results in the equation d/dx(ye^P(x))=q(x)e^P(x). Integrating both sides gives ye^P(x)=int(q(x)e^P(x))dx y=e^-P(x)•int(q(x)e^P(x))dx y=(1/int(p(x))^dx)int(q(x)int(p(x))^dx)dx that's not a geometric interpretation, but that's what I think of.
@ignacypankracy2438
@ignacypankracy2438 5 ай бұрын
@@alucs6362 thank u so much!!
@ignacypankracy2438
@ignacypankracy2438 5 ай бұрын
@@maxvangulik1988 thanks!!
@raphaelfrey9061
@raphaelfrey9061 5 ай бұрын
Cool, now do the integral of f(x) tetrated by dx
@spinothenoooob6050
@spinothenoooob6050 2 ай бұрын
Big fan ❤❤❤
@peterdyszel2382
@peterdyszel2382 5 ай бұрын
I took graduate level stat. mech. and absolutely loved the math that was involved; there are some really intricate manipulations which result in simple expressions for such complex systems. I ain't never seen no exponentiated dx though, but my first thought was to take log of it.
@maths_505
@maths_505 5 ай бұрын
@@peterdyszel2382 check out the pinned comment, there's a whole discussion going on about that 😂
@hilbertshotel
@hilbertshotel 4 ай бұрын
Wonderful. 👏🏻
@alejrandom6592
@alejrandom6592 5 ай бұрын
Since the integral sign represents a long S, the product integral/ geometric integral is representent by a long PP
@ChandrasegaranNarasimhan
@ChandrasegaranNarasimhan 2 ай бұрын
The integral is interesting. Thanks.
@insouciantFox
@insouciantFox 5 ай бұрын
Dr. Peyam discussed the sqrt(dx) a long time ago. Is there anything you can add to this?
@maths_505
@maths_505 5 ай бұрын
@@insouciantFox I shall see to it
@jayaprakashb1
@jayaprakashb1 5 ай бұрын
nice one! rediculously awesome indeed Kamal!
@nicksunrise1334
@nicksunrise1334 5 ай бұрын
Absolutely awesome! I'm so happy now. I will expect next video!
@naeemuddinahmed9820
@naeemuddinahmed9820 5 ай бұрын
Awesome 👍 After a long time I will see something else NEW in the integration related vedio ....!!! Thanks for sharing with us ....!!!
@Sugarman96
@Sugarman96 5 ай бұрын
The exponential form of the product integral kinda reminds me of the formula for the factor of integration for first order, linear and nonhomogeneous differential equations, wonder if there's something there.
@CM63_France
@CM63_France 5 ай бұрын
Hi, "ok, cool" : 1.42 , 6:26 , 6:45 , 8:19 , "terribly sorry about that" : 8:49 ,.
@noctis7359
@noctis7359 5 ай бұрын
However, the biggest disadvantage of the integral is that only positive functions f(x) > 0 can be considered, as the ln is only defined for these. This is a very, very, very strong restriction.
@maths_505
@maths_505 5 ай бұрын
The only restriction needed is a non zero function as we can use the principle branch of the logarithm from complex analysis.
@noctis7359
@noctis7359 5 ай бұрын
@maths_505 The logarithm is also only defined holomorphically on $C \(-\infty, 0]$ in the complex and therefore the transition does not help here and it remains with my statement that we can only evaluate functions that are not negative the integral.
@MagicGonads
@MagicGonads 5 ай бұрын
@@noctis7359 you can choose a different place to put the branch cut
@MagicGonads
@MagicGonads 5 ай бұрын
and if this is a path integral, then we don't need it to be holomorphic on the whole domain, just along each neighbourhood in the path (up to a constant difference, which would a constant factor?)
@omarsherif5659
@omarsherif5659 5 ай бұрын
why does the sum turn into the product for the riemann sum
@Null_Simplex
@Null_Simplex 5 ай бұрын
I think this is a mistake in the video. The wikipedia page for product integrals makes no mention of turning integrals into products, and I suspect that it is not possible to do as it has been shown in the video.
@omarsherif5659
@omarsherif5659 5 ай бұрын
@@Null_Simplex so this whole proof is wrong?
@Null_Simplex
@Null_Simplex 5 ай бұрын
@@omarsherif5659 Until the person who posted this video gives a valid reference, this video is clickbait. This video is interesting in that it shows the relationship between discrete arithmetic means and continuous integrals, and it shows how one can use this same idea to generalize discrete geometric means into a continuous analogue, but the premise of taking the integral of some function raised to the power of dx feels like clickbait to me on an otherwise already interesting video.
@omarsherif5659
@omarsherif5659 5 ай бұрын
@Null_Simplex pretty sure all the algebra is correct but just the turning the integral into a product part is what I'm not getting. Could it have anything to do with raising it to the power of dx
@Null_Simplex
@Null_Simplex 5 ай бұрын
@@omarsherif5659 You and I agree. Everything after he turns the integral into a product is fine. The issue is I’m pretty confident that you cannot turn an integral into a product via raising the function to the power of dx. No where in the wikipedia article for product integrals is this notation used. The integral of f(x)^dx should be the limit as n goes to infinity of the sum from i=1 to n of f(x_i)^(delta-x_i)
@SmithnWesson
@SmithnWesson 3 ай бұрын
What software do you use to create those drawings?
@salty2382
@salty2382 5 ай бұрын
Wonder if there would be a good definition for ∫f(dx), something like ∫sin(dx)
@romanvolotov
@romanvolotov 5 ай бұрын
that's sooo cool! especially the distributive property (if you will)
@writerightmathnation9481
@writerightmathnation9481 5 ай бұрын
This doesn’t appear to be the same as the kinds of product integrals mentioned in Wikipedia, and I seem to recall that your previous video agreed with the Wikipedia version. Maybe I’m misremembering? To be sure, Wikipedia indicates that there are multiple versions of the notion of a product integral, but I don’t see the definition you’re using there. Here is a link to the Wikipedia article for your convenience. en.wikipedia.org/wiki/Product_integral I wish you had included a reference so I can trace its provenance Anna so we can all learn more about this. The Wikipedia article cites Volterra for their version, and that’s quite a traditional origin. Who introduced the world to this product integral you’ve discussed?
@mtz4821
@mtz4821 5 ай бұрын
Under commutative case, type 2: geometric integral. It is there.
@Null_Simplex
@Null_Simplex 5 ай бұрын
@@mtz4821 Please correct me if I’m wrong, but not once in that wikipedia article do they show the use of dx in the exponent while simultaneously using the integral symbol. Whenever dx is in the exponent, they use the product symbol instead. Whenever an integral symbol is used, dx is a factor rather than an exponent. I feel there is good reason for this.
@writerightmathnation9481
@writerightmathnation9481 5 ай бұрын
@@mtz4821 Not with the integral sign notation.
@alejrandom6592
@alejrandom6592 5 ай бұрын
I enjoyed this video indeed
@user-pr6ed3ri2k
@user-pr6ed3ri2k 5 ай бұрын
I remember I once wondered what the equivalent of Π is in continuous functions just as Σ has ∫ I thank this video for finally answering that question many years later. However, what would be the inverse function of this "product integral"?
@maths_505
@maths_505 5 ай бұрын
What we need here is a product derivative video
@avinashbabut.n4123
@avinashbabut.n4123 5 ай бұрын
Every calculus student's dream, Integral of f.g = intgeral of f times integral of g!
@DavyCDiamondback
@DavyCDiamondback 5 ай бұрын
So can you take the dx root of dy?
@zakiabg845
@zakiabg845 5 ай бұрын
Can we replace the numbers a and b with the functions f and g in normal integal if so would the formula change ?
@ygalel
@ygalel 5 ай бұрын
Fun stuff 🎉
@giorgioripani8469
@giorgioripani8469 5 ай бұрын
Why didn't you use the Pi symbol (related to the product) instead of the elongated S symbol (related to the sum?
@CuriousLad
@CuriousLad 5 ай бұрын
Could you please tell me what application you use for this? I've been trying to find a nice whiteboard like app for a while.
@uselesscommon7761
@uselesscommon7761 5 ай бұрын
Yeah I do know the statistical mechanics meme! Now it's everyone else's turn to know it.
@maxvangulik1988
@maxvangulik1988 5 ай бұрын
infinite products are awesome
@stefanalecu9532
@stefanalecu9532 5 ай бұрын
If you had to do this integral in the reverse direction, would you have xd in the exponent or the base?
@ewofewifoihoihewhfoiwhefio9264
@ewofewifoihoihewhfoiwhefio9264 5 ай бұрын
Is it possible to request an integral?
@MaksimMakrushin
@MaksimMakrushin 5 ай бұрын
Where did you meet such in stat. mech.?
@maths_505
@maths_505 5 ай бұрын
See the pinned comment...there's a whole conversation going on about that 😂
@ChandrasegaranNarasimhan
@ChandrasegaranNarasimhan 2 ай бұрын
Can you state the source of the work? Thanks.
@Null_Simplex
@Null_Simplex 5 ай бұрын
How exactly did you get a product from taking the integral of your function raised by dx? Shouldn’t it just be the limit of the sum from i=1 to n of f(x_i)^(delta-x_i) as n goes to infinity?
@ericthegreat7805
@ericthegreat7805 5 ай бұрын
So can we generalize this by saying: Given an operator X and a product integral Pi, X Pi = Pi X I.e. the operations commute? Would this be the connection to Statistical mechanics?
@Serghey_83
@Serghey_83 5 ай бұрын
У меня сразу появилась подспудная мысль, что без логарифма здесь не обойтись.
@ΚωνσταντίνοςΔημητρίου-θ7δ
@ΚωνσταντίνοςΔημητρίου-θ7δ 5 ай бұрын
on who's regard did you take the initiative to replace the summation with a product?
@reckless_r
@reckless_r 5 ай бұрын
What if divide by dx? int((f(x))/dx)
@maths_505
@maths_505 5 ай бұрын
I tried that but it doesn't converge
@ladronsiman1471
@ladronsiman1471 5 ай бұрын
I wonder if Mathematic can compute this forms
@charlesgodswill6161
@charlesgodswill6161 5 ай бұрын
How does product term becomes summation term ??
@maths_505
@maths_505 5 ай бұрын
Log properties
@charlesgodswill6161
@charlesgodswill6161 5 ай бұрын
@@maths_505true….didnt know it applies to series terms too 😊
@nathanmenezes7914
@nathanmenezes7914 5 ай бұрын
Now do product derivatives
@WaliMirza-iv9hi
@WaliMirza-iv9hi 5 ай бұрын
Another really cool weird integral is the normal integral (not product) of f(x)^dx-1 this quantity approaches 0 so it would make sense when you apply an integral it reaches a number, you can actually find out that it’s equivalent to the integral of ln(f(x)) if you multiply and divide by dx and notice the inside is a limit, to be extra sure you can put it into the summation definition for the integral and evaluate it to get the same result.
@buzzzysin
@buzzzysin 5 ай бұрын
Product derivatives?
@maths_505
@maths_505 5 ай бұрын
Say no more fam
@ethanperret9644
@ethanperret9644 5 ай бұрын
At 2:55, it is said: “we know that this product now turns into a sum”.. Could someone please explain why ?
@khengari77
@khengari77 5 ай бұрын
It's one of logarithmic properties
@maths_505
@maths_505 5 ай бұрын
@@ethanperret9644 log(xy)=log(x)+log(y)
@ethanperret9644
@ethanperret9644 5 ай бұрын
@@maths_505 oh of course… I didn’t look at it this way.. thank you ☝🏻
@spinothenoooob6050
@spinothenoooob6050 5 ай бұрын
And I thought I discovered this operator😅😅😅. Ty for letting me know it's already done😊😊😊.
@writerightmathnation9481
@writerightmathnation9481 5 ай бұрын
Ok, but he gave no references or citations, so maybe he got it from you? Please send me your preprint.
@spinothenoooob6050
@spinothenoooob6050 2 ай бұрын
​@@writerightmathnation9481well I didn't published it anywhere so there's no way for him to get it from me. Thanks for your concern😊😊😊
@spinothenoooob6050
@spinothenoooob6050 2 ай бұрын
​@@writerightmathnation9481i was just playing with a lim which turned out to be the exp(f'(x)), I just reversed it to get integral_π, nothing special.
@spinothenoooob6050
@spinothenoooob6050 2 ай бұрын
​@@writerightmathnation9481sorry for the delay in replying to your comment.🙏🏻
@writerightmathnation9481
@writerightmathnation9481 2 ай бұрын
@@spinothenoooob6050 Which comment?
@jyotsanabenpanchal7271
@jyotsanabenpanchal7271 5 ай бұрын
Hello, how can i start watching your videos. I'm a class 12th student, us there anything i can understand. If you know plz tell me😢
@maths_505
@maths_505 5 ай бұрын
@@jyotsanabenpanchal7271 you can keep trying to solve the problems and research stuff as you go on.
@jyotsanabenpanchal7271
@jyotsanabenpanchal7271 5 ай бұрын
Okay sir 💪👍🏻
@m9l0m6nmelkior7
@m9l0m6nmelkior7 5 ай бұрын
Yeah bad notation, you could integrate f(x)^dx -1, and that's just the integral of ln(f(x))dx, but for a product integral draw a p instead of the s...
@Tarzan_of_the_Ocean
@Tarzan_of_the_Ocean 5 ай бұрын
but why is it an integral sign if it is not defined as a sum?
@Null_Simplex
@Null_Simplex 5 ай бұрын
This video is clickbait until you give a valid reference for your use of dx in the exponents. No where in the wikipedia article for Product Integrals is the integral symbol used while simultaneously the dx is an exponent. When the integral symbol is used, dx is a factor. When dx is an exponent, a product symbol is used instead of the integral symbol. The video is interesting in that it shows how arithmetic mean correlates with the integral, and how we can use that correlation to generalize the discrete geometric mean into a continuous analogue. But an integral with dx as an exponent is clickbait until proven otherwise.
@SlimThrull
@SlimThrull 5 ай бұрын
0:15 LIES! Well okay, maybe it is a thing but it makes my head hurt.
@ILYA1991RUS_Socratus
@ILYA1991RUS_Socratus 5 ай бұрын
F = int(f^dx) F' = f^dx
@nicolascamargo8339
@nicolascamargo8339 5 ай бұрын
Wow interesante
@ThAlEdison
@ThAlEdison 5 ай бұрын
can we say (f(x))^(d/dx)=lim_h->0((f(x+h)/f(x))^(1/h) then ln(f(x)^(d/dx))=ln(lim_h->0((f(x+h)/f(x))^(1/h))=lim_h->0((ln(f(x+h))-ln(f(x)))/h)=f'(x)/f(x) f(x)^(d/dx)=e^(f'(x)/f(x)) ... (Ac^x)^(d/dx)=e^(ln(c))=c No idea if this is legit, and the notation is questionable.
@asianglower
@asianglower 5 ай бұрын
to be even more ridiculous in the last step you should've turned e^-sin(x) into 1/e^sin(x), so you would have A*(sin(x)/e)^sin(x)
@leroyzack265
@leroyzack265 5 ай бұрын
Absolutely crazy 🤣
@mndtr0
@mndtr0 5 ай бұрын
Why product and not sum? Isn't integral is always a sum?
@VideoFusco
@VideoFusco 5 ай бұрын
It makes no sense to use the integral symbol for this. The integral symbol is a vertically elongated S (and this is also how the lowercase s was written a few centuries ago) which recalls the word "sum", which is the operation that appears, discrete, in its definition. ALL types of integrals can be traced back, in some way, to a direct sum of values ​​of the integrating function. Here, however, we have an object that arises from a product, so it should be indicated with a symbol that recalls the letter P (capital or lowercase).
@abc-iz9vg
@abc-iz9vg 5 ай бұрын
I never learner this in calc? When is this even taught?
@writerightmathnation9481
@writerightmathnation9481 5 ай бұрын
It’s not. It’s an interesting additional topic, so if you had seen it in calculus class, it would have been because your teacher was a more creative teacher who goes outside the core topics to give their students more. If they’d done that, some students would have complained, and then the administration would have come down on that teacher for “too much math in the math classes”.
@KAYBOL4554
@KAYBOL4554 5 ай бұрын
@clementdato6328
@clementdato6328 5 ай бұрын
Bad notation. The integral sign is a typographic variant of the letter S, as the sum sign Sigma also. Product should use different symbols.
@peterchan6082
@peterchan6082 5 ай бұрын
wWhat does that even mean?
@martinfurtner2136
@martinfurtner2136 5 ай бұрын
Poor Ehrenfest. He had some demons to fight. He lost.
@ernstboyd8745
@ernstboyd8745 5 ай бұрын
purple is hard to read
@orionspur
@orionspur 5 ай бұрын
firsties
@maths_505
@maths_505 5 ай бұрын
My legendary friend 🔥
@somniumkr6975
@somniumkr6975 5 ай бұрын
just take a log
@khengari77
@khengari77 5 ай бұрын
Third
@RandomBurfness
@RandomBurfness 5 ай бұрын
"and it's properties" AAAH, it should be "and its properties".
@maths_505
@maths_505 5 ай бұрын
@@RandomBurfness sorry about that - I mean - terribly sorry about that.
@RandomBurfness
@RandomBurfness 5 ай бұрын
@@maths_505 You are forgiven. xD
@GeraldPreston1
@GeraldPreston1 5 ай бұрын
8th 😎 wait I mean 7th
@ChandrasegaranNarasimhan
@ChandrasegaranNarasimhan 2 ай бұрын
Please avoid using language like wtf for describing work which is pathfinding. Even I am irritated that I am not even following. So respect. What is the emoji for respect?
@ChandrasegaranNarasimhan
@ChandrasegaranNarasimhan 2 ай бұрын
Avoid using words like wtf.
@arkadelik
@arkadelik 5 ай бұрын
what is the equivalent of this property in the physical world
@sammtanX
@sammtanX 5 ай бұрын
BRO BE WATCHING THAT ONE MATH GUY BRI! 🗣️🗣️🐐💀☠️🔊🗿💥💥🗣️🗣️☠️🐐💀🐐🐐💀💀🔊🗿🗿💥💀📢💀☠️💀🗣️💥🔊🔈💀
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