Finite fields made easy

  Рет қаралды 92,036

RH

RH

9 жыл бұрын

Solutions to some typical exam questions. See my other videos
/ @randellheyman .

Пікірлер: 119
@WAMProducties
@WAMProducties 7 жыл бұрын
Great video! I'm trying to understand this stuff off wikipedia and all I'm doing is frying my brain. This really helped, thanks!
@yashmandaviya1356
@yashmandaviya1356 4 жыл бұрын
What a video , i appreciate your work
@xxxpirlo
@xxxpirlo 2 жыл бұрын
this make much more sense to me than the b*llshit of the book XD
@PETAJOULE543
@PETAJOULE543 5 жыл бұрын
Great video explaining field construction for simple cases and also for complex cases which utilize polynomials instead (method2 with alpha is little different than from own source). Also good note that number of elements of finite field must be related to prime or its powers.
@romywilliamson4981
@romywilliamson4981 3 жыл бұрын
Thank you!!! I have a Galois theory exam in 2 weeks and loads of the exam questions involve finite fields but no one ever taught us what they are. For ages I've been looking for a nice intuitive explanation with concrete examples, this is perfect.
@RandellHeyman
@RandellHeyman 3 жыл бұрын
Thanks. I never studied Galois theory at University. On my list to do sometime.
@romywilliamson4981
@romywilliamson4981 2 жыл бұрын
@@RandellHeyman It's a pretty cool subject, I recommend this Galois Theory playlist that I have been using for revision kzbin.info/www/bejne/mWepnaOlp8mZes0&ab_channel=RichardE.BORCHERDSRichardE.BORCHERDS
@Grassmpl
@Grassmpl 8 ай бұрын
In fact finite fields are indeed prefect as well as characteristic 0 fields. Why are you tested on finite fields if you didn't learn them?
@thenapoler1881
@thenapoler1881 3 жыл бұрын
Thank you for this video, really helped me understand fields better.
@LokeshSharmaa
@LokeshSharmaa 6 жыл бұрын
Awesome. Thanks
@frantisekspurny9019
@frantisekspurny9019 7 жыл бұрын
Amazing video. You totally saved me.
@RandellHeyman
@RandellHeyman 7 жыл бұрын
Glad I was able to help :)
@johnryde6697
@johnryde6697 Жыл бұрын
Really clear. Thank you.
@vaishnavj2589
@vaishnavj2589 8 ай бұрын
Great video. Thanks
@RandellHeyman
@RandellHeyman 7 ай бұрын
Glad you liked it!
@adityamanimishra5053
@adityamanimishra5053 5 жыл бұрын
Awesome video,great work!
@RandellHeyman
@RandellHeyman 5 жыл бұрын
Thanks. More videos at kzbin.info
@adityamanimishra5053
@adityamanimishra5053 5 жыл бұрын
Randell Heyman sure
@Grassmpl
@Grassmpl 8 ай бұрын
I immediately know the answer and this is not the video for me but I'm watching it anyways.
@NassosKranidiotis
@NassosKranidiotis Жыл бұрын
Thank you so much for the excellent video!
@ankitb3954
@ankitb3954 Жыл бұрын
Life Saver. Beautiful Video
@RandellHeyman
@RandellHeyman Жыл бұрын
Great.
@wingwingxd61
@wingwingxd61 Жыл бұрын
Thanks!!!
@vaishnavj2589
@vaishnavj2589 8 ай бұрын
Should the polynomial we are dividing be irreducible or primitive?
@RandellHeyman
@RandellHeyman 8 ай бұрын
Irreducible
@RandellHeyman
@RandellHeyman 5 жыл бұрын
Thanks
@pavankat
@pavankat 6 жыл бұрын
Love the video! I'm trying to understand how you come up with the 9 polynomials at 2:52 from F sub 9?
@pavankat
@pavankat 6 жыл бұрын
is the polynomial ax+b where x=3, a and b range from 0 to 2? Is that the only way you can represent the numbers 0...8?
@RandellHeyman
@RandellHeyman 6 жыл бұрын
All the polynomials ax+b where a and b can be 0,1, or 2 with all the modulo arithmetic rules that I discuss. The important point is that the field does not contain numbers. It contains polynomials.
@pavankat
@pavankat 6 жыл бұрын
thank you Randell!
@praveendvd1
@praveendvd1 5 жыл бұрын
@@RandellHeyman so if pollynomials are in the form of ax+b , thne how can it have higher order polynomials in it.
@praveendvd1
@praveendvd1 5 жыл бұрын
@@RandellHeyman kzbin.info/www/bejne/aZ60ZIeapN98i7M like in this video
@ManuelBTC21
@ManuelBTC21 6 жыл бұрын
It would have been better to be explicit at 2:50 0x + 0 1x + 0 2x + 0 0x + 1 1x + 1 2x + 1 0x + 2 1x + 2 2x + 2
@RandellHeyman
@RandellHeyman 6 жыл бұрын
Manuel Barkhau Yes. I think that would have been better.
@ruthporter8971
@ruthporter8971 6 жыл бұрын
How does 2(x^2 + 1) + 2 == 2?
@pavankat
@pavankat 6 жыл бұрын
why did you do mod3 instead of mod9 at 3:59. Is it always the base prime (3 for 27, 5 for 125) for a finite field of an order of a prime power?
@RandellHeyman
@RandellHeyman 6 жыл бұрын
Pavan Katepalli yes. Always the base power as you call it.
@pavankat
@pavankat 6 жыл бұрын
thank you Randell! What's the proper terminology for base power/prime?
@RandellHeyman
@RandellHeyman 6 жыл бұрын
There is no obvious terminology other than saying `the prime in the prime power' or similar.
@oborooizamisi1894
@oborooizamisi1894 2 жыл бұрын
Hello, please I am still confused on how you are doing the modular reduction in g(x) after multiplication? Then how do we add and multiply: 7 and 8 for example
@RandellHeyman
@RandellHeyman 2 жыл бұрын
Hi, have a look at my video Modular arithmetic made easy and then return to this video.
@kagayakuangel5828
@kagayakuangel5828 3 жыл бұрын
Question, for this contradiction, at 5:37 when you say it is impossible for a^2d^2 = 2 you simply mean that it is impossible to find 2 numbers in the set {0, 1, 2} such that their squares can multiply to 2 right? like 0^2 • 0^2 = 0 ≠ 2 0^2 • 1^2 = 0 ≠ 2 0^2 • 2^2 = 0 ≠ 2 1^2 • 1^2 = 1 ≠ 2 1^2 • 2^2 = 4 ≡ 1 ≠ 2 (got lazy here not writing the rest of this out) ⋮ and so on...
@RandellHeyman
@RandellHeyman 3 жыл бұрын
Yes. That's correct.
@lexa-nr9vc
@lexa-nr9vc 7 жыл бұрын
все понятно, спасибо
@Post1690
@Post1690 5 жыл бұрын
You say a number must be invertible to be in the set, but is there any case where 0 has an inverse, where 0*x = 1?
@RandellHeyman
@RandellHeyman 5 жыл бұрын
David Nemati For any field, finite or otherwise, all elements, except the element zero, must be invertible under multiplication. I don't think zero can ever have an inverse since zero is defined such that zero multiplied by any number gives zero.
@butttasdtics
@butttasdtics 6 жыл бұрын
At 5:52 how does 2x^2 + 1 = 2(x^2 + 1) + 2? I feel like there's a step missing or something I'm just not seeing.
@RandellHeyman
@RandellHeyman 6 жыл бұрын
This line involves two concepts. Firstly, all coefficients (whether constants or coefficients of x or x^2) are added and multiplied modulo 3. So in this field 2+2=4=1 mod 3. Secondly, all addition and multiplication is carried out modulo x^2+1. So in this case we have 2x^2+1 and we want the remainder when divide by x^2+1. From my calculations, using both concepts, we see that the remainder is 2. Hope that helps.
@clamato422
@clamato422 6 жыл бұрын
i can see how 2(x^2 + 1) + 2 == 2 but, as butttasdtics originally asked: how does 2x^2 + 1 == 2(x^2 + 1) + 2 ??
@RandellHeyman
@RandellHeyman 6 жыл бұрын
2(x^2+1)+2 = (2x^2+2)+2=2x^2+(2+2)=2x^2+4. But in this field the only numbers are 0,1,2,3 and multiplication and addition are carried out modulo 3. In this case 2+2 is congruent to 1 modulo 3. So the final answer is 2x^2+1. If you don't get how 2+2=1 see my video Modular arithmetic made easy. Hope that helps.
@ManuelBTC21
@ManuelBTC21 6 жыл бұрын
The only numbers are {0, 1, 2} not {0, 1, 2, 3}. Besides that, I'm pretty sure I'm not having a problem with Modular arithmetic, the issue is that steps are being left out. I'm learning this from scratch because I need to implement it, so highlighting the polynomial division would have been very helpful. (2x + 1) * (1x + 1) = 2x² + 2x + 1x + 1 = 2x² + 3x + 1 = 2x² + (3 % 3)x + 1 = 2x² + 0x + 1 = 2x² + 1 = (2x² + 1) % (x² + 1) At this point we need to look up polynomial division. = (2x² + 0x + 1) / (x² + 0x + 1) = 2 remainder -1 (2x² + 0x + 1) # our term - 2x² + 0x + 2 # 2 times our irreducible In other words: 2 * (x² + 1) = 2x² + 2 and (2x² + 1) - (2x² + 2) = 0x² - 1 = - 1 % 3 = 2
@SimonePerriello
@SimonePerriello 5 жыл бұрын
@@ManuelBTC21 In fact, the division algorithm is not needed. Taking the irreducible polynomial x^2 + 1, you can directly apply the equality x^2 = -1 to obtain the same result. So, 2x^2 + 1 = 2 * (-1) + 1 = -1 = 2 (mod 3). But obviously the result is the same.
@thulasiraju7713
@thulasiraju7713 2 жыл бұрын
Sir this is this number theory topic please reply me sir
@RandellHeyman
@RandellHeyman 2 жыл бұрын
From Wikipedia...Finite fields are fundamental in a number of areas of mathematics and computer science, including number theory, algebraic geometry, Galois theory,...and coding theory.
@thulasiraju7713
@thulasiraju7713 2 жыл бұрын
@@RandellHeyman thank you very much sir 🙏🙏
@JohnDoe-sc4zf
@JohnDoe-sc4zf 3 жыл бұрын
Hey, can you explain why Z2 = {0,1} with addition and multiplication modulo 2 is a field? Since, I believe 1 is the multiplicative identity, but multiplicative inverse of 0 does not exists i.e 0 * ? = 1. Then how can z2 be a field. Btw awesome video.
@RandellHeyman
@RandellHeyman 3 жыл бұрын
Hi John, glad you found the video useful. The multiplicative inverse requirement for a field is that every element EXCEPT FOR THE ZERO ELEMENT has an inverse.
@Grassmpl
@Grassmpl 8 ай бұрын
In any non-trivial commutative ring with 1, 0 can't have an inverse. Suppose a is the inverse of 0. 0=0a=1. For any element b in the ring 0b=0, so b = a0b = 0, so the ring has to be trivial.
@Hyper7Justin
@Hyper7Justin 7 жыл бұрын
What is the point using alpha?
@RandellHeyman
@RandellHeyman 7 жыл бұрын
There are two perfectly valid, often used ways of describing a finite field where the number of elements is a prime power and that's what I show.
@praveendvd1
@praveendvd1 5 жыл бұрын
so does this mean that degree of ' i 'will always be 2 or less ?
@RandellHeyman
@RandellHeyman 5 жыл бұрын
Sorry. I don't understand your question.
@praveendvd1
@praveendvd1 5 жыл бұрын
@@RandellHeyman let P be my base, so elements of Zp[x] is 0,1.....p-1, x,2x,...(p-1)x,...(p-1)x+p-1. what degree of irreducible polynomial could I choose as i(x)
@praveendvd1
@praveendvd1 5 жыл бұрын
Discuss how a finite field with p^K elements where p is a prime is constructed around Z/ p. ? i wanted to answer this question . but i am feeling it hard to answer
@jupytr1
@jupytr1 7 жыл бұрын
Is taking mod 3 then mod x^2+1 the same as taking mod x^2+1 then mod 3 ?
@RandellHeyman
@RandellHeyman 7 жыл бұрын
+David Caywood I think the answer is yes. Here's a proof for a cubic that is easier to show here It can be extended to all polynomials. Suppose we have ax^3+bx^2+cx+d, with a not equal to 0 mod 3. Calculating the polynomial mod x^2+1 we get gx+h where ax^3+bx^2+cx+d=(ex+f)(x^2+1)+gx+h. Then applying mod 3 we get g (mod 3) +h (mod 3). Now think about applying mod 3 first. Taking mod 3 of the equation above gives us g (mod 3) +h (mod 3) as the result from mod 3 then mod x^2+1. Good question....hope my answer helps.
@willsharp9809
@willsharp9809 3 жыл бұрын
Can alpha^2 + 1 be simplified to 0 because alpha is the imaginary number i?
@RandellHeyman
@RandellHeyman 3 жыл бұрын
That is one way to think about it. Often we would say that alpha is a root of x^2+1. This is better if you can't/don't know what the root is. For example, for another problem we might say that alpha is the root of x^5+x^4+x^3+x^2+1.
@Aitchdeee
@Aitchdeee 4 жыл бұрын
At 2:38, how does the fact that 9 = 3^2 let us produce the 9 polynomials?
@RandellHeyman
@RandellHeyman 4 жыл бұрын
I've uploaded a video to explain.
@Aitchdeee
@Aitchdeee 4 жыл бұрын
@@RandellHeyman Thank you
@user-nc5fi8oi9y
@user-nc5fi8oi9y 5 жыл бұрын
Why is 4a^2+6a+2=a^2+2 ? (8:12) Thank you for the great video!!
@RandellHeyman
@RandellHeyman 5 жыл бұрын
Hi Hans. A finite field requires that in any addition or multiplication the result is an element of the field. We achieve this in 2 ways. Firstly, the coefficients are `simplified' modulo 3. So 6a is not in the field but 6 is the same as zero modulo 3. So we can replace 6a with 0a which is zero. Note that zero is an element of the field. This rule works well for addition but for multiplication we need an additional rule. We note that a^2+1=0 since a is a root of x^2+1. So we can replace any a^2+1 with zero. Combining these 2 rules you should be able to follow what I have done.
@user-nc5fi8oi9y
@user-nc5fi8oi9y 5 жыл бұрын
Well thanks very much!!
@user-nc5fi8oi9y
@user-nc5fi8oi9y 5 жыл бұрын
Umm have one more to ask.. i how can we assume a^2+1 is zero in modulo 3 cuz it’s a root of x^2+1?
@ruthporter8971
@ruthporter8971 6 жыл бұрын
How does 2x^2 +1 = 2(x^2+1) +2 at 5:55
@RandellHeyman
@RandellHeyman 6 жыл бұрын
I explain in the video around 3-4 min mark. If you are still unsure watch my video Modular arithmetic made easy first and then return to this video. Hope that helps.
@ManuelBTC21
@ManuelBTC21 6 жыл бұрын
It does not help.
@RandellHeyman
@RandellHeyman 6 жыл бұрын
Ok. If you look at the right hand side of your equation you have 2(x^2+1)+2. If you expand you get 2x^2+2+2=2x^2+4. Now in this finite field all coefficients are expressed modulo 3. So if you see a 4 you change 4 to the remainder when you divide 4 by 3. Since 4=1(3)+1 the remainder when divide 4 by 3 is 1. So we replace 4 by 1. So the final answer is 2x^2+1.
@gilian2587
@gilian2587 4 жыл бұрын
Determining which irreducible polynomial is associated with your generic GF(p^n) is the piece that I don't quite understand. GF(2^8) provides an irreducible polynomial equivalent to the hexadecimal value of 0x11B; I know this, that's what I've read; but I have no clue why, or how to derive that result for myself. Calculating result of multiplying (0x32).(0x62) on the Finite Field by hand seems to be a carpal tunnel inducing exercise; and you need to do perform this multiplication around 320 times for the AES algorithm to encrypt just one 16 Byte string. This whole thing makes me suspect that my brain might be leaking out of my left ear...
@RandellHeyman
@RandellHeyman 4 жыл бұрын
Hi Gilian, Let's talk about different finite field first. Nott sure if you have come across the term isomorphic. Are you aware that all finite fields of a given number of elements are isomorphic. They are same if we are allowed to relable elements. So for many purposes it doesn't make any difference which irreducible polynomial you use. A separate problem is finding irreducible polynomials of large degree. Happy to make a video on either of these issues if you want.
@gilian2587
@gilian2587 4 жыл бұрын
@@RandellHeyman "Nott sure if you have come across the term isomorphic." -- Iso-morphic - 'Same Form' - If I understand correctly; two structures of the same type can be reversed by an inverse mapping. Perhaps this implies commuttivity A + B = C. And this also implies that A = C - B. It may also imply that: X . Y = Z * mod(255); and Y = Z * mod(255)/ X; as long as the result of the operation generates a member of the original set; you should be in decent shape. I admit to being weak in number theory; you can see the lack of rigor in my response. -- Please feel free to correct me if my statements here are in error. "Happy to make a video on either of these issues if you want." -- I would be more than happy to watch a video on either or both issues if you feel so inclined to make either one; this has proven to be a difficult topic for me to fully comprehend; so... my response is to continue beating my head against the subject until I make some progress.
@gilian2587
@gilian2587 4 жыл бұрын
@@RandellHeyman Actually... to be perfectly honest; I had been reading through the AES algorithm and was wanting to perform some paper calculations to form an intuition for it's behaviors; problem is... a number set with 256 valid candidates seems to be too big to develop a reasonable intuition. If I could reformulate the algorithm to use a 2x2 matrix of bytes instead of a 4x4 matrix of bytes used by AES; then, I think the process of evaluating multiplicative expressions by hand would be a little less... painful (not that one would want to actually employ it's use in that form, the whole purpose would be to help build a person's intuition). As it stands, without the smaller matrix; I think I may need to take an open source version of the algorithm and split each of the components [ 'AddRoundKey', 'SubBytes', 'ShiftRows', 'MixColumns' ] into their own standalone programs with extensive logging peppered in them. Found an interesting paper on the subject... 1) web.archive.org/web/20070203204845/csrc.nist.gov/CryptoToolkit/aes/rijndael/Rijndael.pdf 2) www.geeksforgeeks.org/modulo-2-binary-division/ (not relevant to this discussion but I'd like to refer back to it)
@RandellHeyman
@RandellHeyman 4 жыл бұрын
I have uploaded a video on how to work out which irreducible polynomial is used to create the multiplication table. If your problem is how to do arithmetic in the field (eg multi, addn, inverse) let me know and I'll do another video.
@RandellHeyman
@RandellHeyman 4 жыл бұрын
Hi again, I had a look at some info on AES. I see what you are trying to do. You should be able to do something by hand on a smaller finite field as you said.
@vaishali8898
@vaishali8898 9 жыл бұрын
for 7 elements how does 2 have an inverse?
@RandellHeyman
@RandellHeyman 9 жыл бұрын
lol 2 times 4 = 8. But in the finite field with 7 elements all multiplication is carried out modulo 7. So 8 becomes 1. This means that 2 x 4 =1. So the inverse of 2 is 4.
@ruthporter8971
@ruthporter8971 6 жыл бұрын
Inverse of 2 is a half tho?
@ruthporter8971
@ruthporter8971 6 жыл бұрын
Wait I got it!
@knox19
@knox19 5 жыл бұрын
I'm trying to create a 27 element field (3^3). So, the elements have coeffieicents and powers (0-2), e.g. x^2 +2, but I'm having trouble finding a primitive element to the set. Would any irreducible polynomial of power 3 work to close the field under multiplication? Do I have to use a mod 3 polynomial?
@RandellHeyman
@RandellHeyman 5 жыл бұрын
Knoxort As I show in the video you need an irreducible quadratic polynomial. g (x)=x^2+2 won't work because g (1)=0 in mod 3. Use trial and error; there must be at least 1 irreducible quadratic.
@knox19
@knox19 5 жыл бұрын
Understood. Thanks a lot, Randell!
@willnewman9783
@willnewman9783 5 жыл бұрын
@@RandellHeyman no, I am pretty sure he needs a cubic polynomial
@smashingdots
@smashingdots 7 жыл бұрын
So at 4:30, how is (2x+1)(x+1)=2x^2 + 1 ???? What happens to the 3x?
@smashingdots
@smashingdots 7 жыл бұрын
Oh I get it, because we are working modulo 3, then 3x = 0 You need to spell these things out for people: write it up, say the words, then cross through the 3x, otherwise it takes me another age of research to realize what the heck is going on. Being a good teacher is not showing how smart you are, but understanding, preempting and responding to how dopey we, the students, are :)
@RandellHeyman
@RandellHeyman 7 жыл бұрын
We add ans multiply coefficients modulo 3. So 2x+x=3x=0x=0.
@RandellHeyman
@RandellHeyman 7 жыл бұрын
Fair point. I can't do a cross through the 3x but I have added an annotation saying 2x+x=3x=0x=0. Thanks for the suggestion.
@pavankat
@pavankat 6 жыл бұрын
at 5:22 you used x^2 + 1 because it's irreducible, but how did you know to choose that particular polynomial?
@RandellHeyman
@RandellHeyman 6 жыл бұрын
As I say in the video you need to pick a degree 2 polynomial of degree 2 that is irreducible in Z_3[x]. I then show why the polynomial I chose satisfies these conditions. In other situations you might have to use trial and error to find a suitable polynomial. It has been proven that there will always be at least one suitable polynomial to be found. Hope that helps.
@pavankat
@pavankat 6 жыл бұрын
Thank you Randell!
@HansFlamme
@HansFlamme 4 жыл бұрын
Why is 2x^2 + 1 mod (x^2+1) = 2? I get - 1 and not 2 at 5:55
@RandellHeyman
@RandellHeyman 4 жыл бұрын
-1 is the same as 2 in the mod 3 world. Also see my 2nd comment to Ruth 1 year ago.
@HansFlamme
@HansFlamme 4 жыл бұрын
@@RandellHeyman how is that? I know - 1 is not in our set, that's clear to me, but how is it 2?
@Meatchop
@Meatchop 7 жыл бұрын
why is a^2 + 1 = 0
@RandellHeyman
@RandellHeyman 7 жыл бұрын
That's what it means for a to be root of the equation f(x)=x^2+1.
@Meatchop
@Meatchop 7 жыл бұрын
ahh ok, ty
@phazei
@phazei Жыл бұрын
Really would like a better explanation of 6:15.... 2x^2 = 2x^2 + 0 = 2x^2 + 3 = 2x^2 + 2 + 1 = 2(x^2 + 1) + 1. x^2+1⟌2x^2 + 2 + 1 = 2 + 1/(x^2 + 1) I don't understand the division...
@RandellHeyman
@RandellHeyman Жыл бұрын
I don't understand why you are dividing. I was just showing that the inverse of x is 2x. To prove that, I multiply x by 2x and get 1.
@phazei
@phazei Жыл бұрын
@@RandellHeyman 2x * x = 2x^2. I don't see how that becomes 1. I thought you were moding it by the irreducible. How else is it converted? I spent 4 hours googling and found nothing
@RandellHeyman
@RandellHeyman Жыл бұрын
@@phazei Sorry to hear you've spent some much time on this. There are two rules. Firstly, the coefficients are modulo 3. E.g. 2+1=0, 2+2=1. Next polynomials are modulo x^2+1. That is the remainder when we divide by x^2+1. E.g. x^2+2=1(x^2+1)+1=1, x^3+x=x(x^2+1)+0=0. So now we can proceed. Firstly, x(2x)=2x^2 just as it did in high school. Next we have to find the remainder when we divide by x^2+1. We have (remember 3=0): 2x^2=2x^2+0=2x^2+3=2(x^2+1)+1=1. So x(2x^2)=1 and therefore the inverse of x is 2x.
@phazei
@phazei Жыл бұрын
@@RandellHeyman Ah ha! I get that 0 = 3 since it's modulo 3, but what wasn't directly clear was that x^2+1 = 0 as well so I wasn't seeing that as a replacement when I got to 2(x^2+1) + 1 = 2(0) + 1 = 1. Thank you, I think that clears it up
@clayrab
@clayrab 2 жыл бұрын
Why not just say the field for answer 3 simply be 0, 1, 2, i, i+1, i+2, 2i, 2i+1, 2i+2? why complicate it by thinking about polynomials and using an abstract "root of x^2 + 1" called alpha rather than an actual root and then we just do some modulo in the complex plane and it all seems much simpler to me...
@RandellHeyman
@RandellHeyman 2 жыл бұрын
That's fine for this question. But for harder problems/larger polynomials you won't know the root.
@mark_tilltill6664
@mark_tilltill6664 21 күн бұрын
You still have a problem with addition, Believe it or not.
@jeffersonsteelflex8015
@jeffersonsteelflex8015 5 жыл бұрын
Thanks!
@RandellHeyman
@RandellHeyman 5 жыл бұрын
:)
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