The 4D Julia Set

  Рет қаралды 27,984

very much tom

very much tom

Күн бұрын

Пікірлер: 175
@dtimer319
@dtimer319 5 ай бұрын
Dude I thought this would be from someone with hundreds of thousands of subs. This is a top tier video.
@verymuchtom
@verymuchtom 5 ай бұрын
Thank you so much, that’s incredibly encouraging to hear! Who knows, maybe I’ll crack the one thousand at some point. I’m happy you enjoyed it :)
@4m3y4
@4m3y4 5 ай бұрын
@@verymuchtomthis video is very high quality, you deserve much more subscribers
@robertosutrisno8604
@robertosutrisno8604 5 ай бұрын
​@@verymuchtomroad to 10k subs 🎉
@diggigamefr2156
@diggigamefr2156 3 ай бұрын
Real
@AZALI00013
@AZALI00013 5 ай бұрын
this is insanely high quality what :0 I'm shocked this doesn't have more views !!
@kaderen8461
@kaderen8461 5 ай бұрын
you know what you being here isnt that surprising
@verymuchtom
@verymuchtom 5 ай бұрын
Thank you!!! It's insane seeing you here tho omg!! :D
@Han-b5o3p
@Han-b5o3p 5 ай бұрын
whoa it's azali
@kitansan
@kitansan 5 ай бұрын
Hi azali
@A2music
@A2music 5 ай бұрын
last place i'd expect to see you azali, so cool
@stewartcopland7676
@stewartcopland7676 4 ай бұрын
unironically one of the best introductions to quaternions and why they're needed
@theeyeofomnipotent
@theeyeofomnipotent 3 ай бұрын
How about visualizing julia set with a p-adic number system hahaha
@agustinyavar525
@agustinyavar525 5 ай бұрын
The algorithm has blessed me with this gem, as a programming student I'll enjoy trying this out myself, amazing vid
@verymuchtom
@verymuchtom 5 ай бұрын
Happy coding! I can strongly recommand the blog by Inigo Quilez mentioned in the sources for guidance :)
@tamarpeer261
@tamarpeer261 4 ай бұрын
I'm all for class conscious mathematics
@kwinammartinez7746
@kwinammartinez7746 5 ай бұрын
i cant believe a 7th grader did all this while bored in math class!
@burgerbobbelcher
@burgerbobbelcher 5 ай бұрын
The embedded rant about video games, mmmm, so good.
@verymuchtom
@verymuchtom 5 ай бұрын
Ha, thanks mate! Yeah there were some game companies worker layoffs whilst I was writing the script and I made the mistake of reading some beyond stupid takes online about it, so I needed to vent a bit :D
@ancientfish6872
@ancientfish6872 Ай бұрын
Now's the time on Sprockets when we dance.
@ernestolombardo5811
@ernestolombardo5811 5 ай бұрын
"Jesus Christ what am I doing with my [effing] life?" I'll tell you what you're doing: 1) Something that you love. 2) Wading in the beach of a mathematical sea, towards future insights into areas of knowledge that we cannot yet even begin to glimpse, the way imaginary numbers were conceived a century and a half before it was realized they perfectly described subatomic particle spin. These mathematically rigorous visualizations are unique, their reliance on computational power and programming skills to be created make them something new in the human experience, which give them an almost mystical quality.
@zzink
@zzink 5 ай бұрын
Thanks for the video i had been doing a bunch of reading about this recently but this has everything i was looking for all in one place!
@verymuchtom
@verymuchtom 5 ай бұрын
Glad I could help :) Yeah before making this video I was also looking for something like this and was surprised there wasn’t already some video on the topic 😅
@somebodyhere3160
@somebodyhere3160 5 ай бұрын
wow this is is really high quality from such a small channel, loved the fact that you implemented your Julia Set visualization in Julia
@verymuchtom
@verymuchtom 5 ай бұрын
thank you! implementing it in julia was one half using the language i know best and one half committing to the bit :D
@onoff5815
@onoff5815 3 ай бұрын
Information dense and full of good entertainment. A real joy to watch through!
@strahinjasubotica
@strahinjasubotica 5 ай бұрын
Well i can say with almost utmost certainty i have never before watched a video with this much interest while understanding next to literally nothing. I am truly humbled at the amount of knowledge i do not poses and yet your enthusiasm and effort to explain something completely otherworldly to me made me want to watch and listen to what you had to say. From one student to another you have my applause and admiration. Keep up the amazing work!
@endersteph
@endersteph 4 ай бұрын
golden video, seriously the quality is insane please have millions of views
@dragoon347
@dragoon347 4 ай бұрын
Brilliant video! This actually helps me so much with how to image n-dimensional vector spaces. Keep up the awesome work
@HaiderAli-wm6mq
@HaiderAli-wm6mq 5 ай бұрын
This is fuking insane. definitely one of the top 10 KZbin videos imo. You break down complex topics and make them easily understandable and you dont assume that we know anything. Thank you for giving us this beautiful video.
@algorithminc.8850
@algorithminc.8850 5 ай бұрын
Beautiful work - takes me back to the early/mid 80's. It was a fun time for fractals, dynamics simulation, computer graphics and the like. Alan Norton at IBM sent to me some of his really great papers. I think his work was later on the cover of Smithsonian. I could never find it, but there was a jazz/music video that included quaternions in the mid 80's (on VH1, I think). It was fun to build ray tracers and renderers for such back then, but difficult (given the level of computational power needed). Thanks for the video ... I look forward to scoping your channel. Subscribed. Over the next couple of months I'll see, if I can find some of my old work from back then - if any interest ... might spark a thought for you about strange attractors or the like. Cheers, Christopher
@verymuchtom
@verymuchtom 5 ай бұрын
Christopher, thank you so much! I can only imagine the feeling of discovery you guys back then must have had when writing those renderers. I recon you must have been among the first people to do so that’s amazing! And what a great offer, I would love to see some of the projects from back then, I’ll probably have to learn some C/Assembly/Fortran to understand what’s going on, but so be it. :)
@sive-natura
@sive-natura 4 ай бұрын
a random video a decade and a half ago that I saw on a random website I had stumbled upon was that of a Quaternionic Julia set, it made me fall in love with mathematics, in about a weeks time I am defending my doctorates thesis at the French ENS ULM on Iwasawa theory, what a nostalgic video this was, thank you!
@positivity3311
@positivity3311 5 ай бұрын
this deserves so much more
@yesinsky552
@yesinsky552 5 ай бұрын
this has to be seen by everyone, the whole video is perfection. The subject of the video is fascinating, the contents are educational and the video was produced in an captivating manner such that it is fun to watch if i had to grade this in right to grade this id give it whatever highest score there is.
@herpsenderpsen
@herpsenderpsen 5 ай бұрын
Those have got to be the most beautiful screensavers i've ever seen
@bennyloodts5497
@bennyloodts5497 5 ай бұрын
Magic stuff! Interesting and beautiful.
@rlyehpolaris4456
@rlyehpolaris4456 5 ай бұрын
this is amazing man!! thanks for doing this video it was so interesting
@verymuchtom
@verymuchtom 5 ай бұрын
Gladly dude! Happy that you enjoyed it :)
@primenumberbuster404
@primenumberbuster404 5 ай бұрын
Nah, this channel deserves more support! W channel.
@thejusdeau
@thejusdeau 5 ай бұрын
Absolutely amazing ! Love the math, the graphics and the beauty of it
@stanky-cheese-factorio
@stanky-cheese-factorio 5 ай бұрын
Fantastic Video. Dont get so see such beautiful math animations like these very often. Very cool watch and excellent explanation
@loveless-savage
@loveless-savage 5 ай бұрын
I actually started working on a real-time rendering program for the Julia set in high school. I tried to do it in OpenGL like a maniac, but I ran into a buffer issue and gave up a couple years ago. So needless to say, 4D raymarching is pretty close to my heart. This is really clean work, great rendering and solid explanations. Easiest 'subscribe' ever
@diggigamefr2156
@diggigamefr2156 3 ай бұрын
Animation of the fractals would be insane wallpapers
@incription
@incription 5 ай бұрын
very nice to see someone go through the same journey I went through after stumbling across inigo quilez' articles. It took me a while to understand the distance field derivations but after you realise how it works your mind is finally opened up to a lot of 3d fractal ideas
@FunctionallyLiteratePerson
@FunctionallyLiteratePerson 5 ай бұрын
18:20 had me laughing (out of depression)
@kruksog
@kruksog 5 ай бұрын
Hope you keep making stuff. This was awesome.
@menaceinsane
@menaceinsane 5 ай бұрын
i am very stupid - but understood quiet a bit (especially the sneaky jokes hihi) - very nice (person I totally don't know!) the music fits very nicely too! excited for more!!
@verymuchtom
@verymuchtom 5 ай бұрын
man thanks so much person i don’t know either!! that’s so crazy we should collaborate on a music video or something :)
@nsgcommando2861
@nsgcommando2861 5 ай бұрын
Just discovered your channel and I can say I will certainly enjoy watching all your videos. Subscribed
@Mysteries-revealed
@Mysteries-revealed 4 ай бұрын
With infinite regression and symmetry based shapes, one can speculate that 4d and 5d are real
@DaxSudo
@DaxSudo 5 ай бұрын
Most underrated channel so far this year.
@lucamorgese7475
@lucamorgese7475 5 ай бұрын
Beautiful video, it must’ve taken ages to do all this work, you should be proud of yourself
@synterr
@synterr 5 ай бұрын
Very cool! Now all we need is to put the model into a slicer and 3D print it! :)
@verymuchtom
@verymuchtom 5 ай бұрын
That would be incredibly cool, I can alredy see my future getting in trouble for sneaking into my facultiy building at night to secretly use their 3D printer :D
@lis6502
@lis6502 5 ай бұрын
i should wake up early tomorrow, yet i was unable to leave the video. Seeing at the end you have 358 subscribers and video gaining 9 likes in 90 minutes was more of a surprise than the actual content. i don't get too much of mathematics, yet complex numbers are somewhat comprehensible for me. I've got lost in 3d projection methods but overall material was very interesting, carefully balancing on the edge of boring math, bit of history, stunning visuals and clear explanation of subject's matter. Well, seems you've gained 359th subscriber ;)
@verymuchtom
@verymuchtom 5 ай бұрын
thanks mate, don’t forget my horrendous attempts at humor, they are another essential part :D
@qwkutiub
@qwkutiub 5 ай бұрын
Loved the subject, mood, aesthetics… A pleasure to watch, and inspirational. Hated to type the references on google though 😝 Please, put them in the description :-)
@alfredwillins
@alfredwillins 5 ай бұрын
Amazing work. Thank you!
@onnio7998
@onnio7998 5 ай бұрын
Holy shit! I've been curious about the Quaternion Julia for like 2 years now, but haven't actually tried to implement it. You explained the process well, and the results... Beautiful! In the future you could try experimenting with orbit traps as well. I remember some of Inigo Quilez' images being amazing.
@YoutubSosetXui
@YoutubSosetXui 5 ай бұрын
Thank you very much ❤Clear and interesting explanation and beautiful images.
@raphaelgonzales3481
@raphaelgonzales3481 5 ай бұрын
It looks amazing ! Good Job !
@beaverbuoy3011
@beaverbuoy3011 5 ай бұрын
I love this
@Palisade5810
@Palisade5810 4 ай бұрын
My earphones back in the day.
@math6844
@math6844 5 ай бұрын
This channel rules oh my god, i'm sharing this
@ETBCOR
@ETBCOR 5 ай бұрын
What a great high quality vid. Happy to be sub #716! :D
@maxpetschack3342
@maxpetschack3342 2 ай бұрын
Goddamn that rendering is cool
@kristijanpete4473
@kristijanpete4473 5 ай бұрын
your videos are SO GOOD
@verymuchtom
@verymuchtom 5 ай бұрын
Thank you!! :)
@fossil98
@fossil98 5 ай бұрын
How do I buy stonks in a youtube channel?i
@mategido
@mategido 5 ай бұрын
That was fascinating
@DelandaBaudLacanian
@DelandaBaudLacanian 5 ай бұрын
"What is i times j"? *the beat drops*
@mukinga
@mukinga 5 ай бұрын
julia (programming language) mentioned!!
@verymuchtom
@verymuchtom 5 ай бұрын
It's blazing fast and comprehendible for fools like me :D Also love the creature in your profile picture
@zcu8404
@zcu8404 5 ай бұрын
wow, this is great!
@elvisbrum1
@elvisbrum1 5 ай бұрын
you deserve a million subscribers!
@ninjajakee
@ninjajakee 5 ай бұрын
Youre slowly but surely becoming my replacement for Sebastian Lague! Also not too surprised that you know acerola haha
@joshuabrown4952
@joshuabrown4952 2 ай бұрын
I think the algorithm thinks I'm smart enough to watch this... so the machines won't be taking over anytime soon...
@TestAccountUndetailed-dd7vp
@TestAccountUndetailed-dd7vp 5 ай бұрын
ah yes i too also go into pure math when playing with calculators then proceed to explain fractals
@kevinpatricsmith
@kevinpatricsmith 5 ай бұрын
Phenomenal. Exzellent.
@bobbilly8821
@bobbilly8821 5 ай бұрын
love this
@beaverbuoy3011
@beaverbuoy3011 5 ай бұрын
Very nice!
@WengineerKimProductions
@WengineerKimProductions 5 ай бұрын
spectacular!
@mrhassell
@mrhassell 5 ай бұрын
Everything lives in 4 dimensions! The 4th dimension is time. You spanner.
@verymuchtom
@verymuchtom 5 ай бұрын
There’s a difference between the 3+1 physical dimensions as described by general relativity and the dimensionality of some vector space. You have a bachelors in computer science, you should know this.
@mrhassell
@mrhassell 5 ай бұрын
@@verymuchtom while spatial space corresponds to intuitive three dimensions, vector spaces can have different dimensions depending on the number of independent basis vectors required. Dimensionality extends beyond physical experience and plays a role in various mathematical and scientific contexts including the julia set, which exists in 3+1 space already. Happy?
@GrifGrey
@GrifGrey Ай бұрын
thanks mrhassell
@modolief
@modolief 5 ай бұрын
Bravo!!
@drdca8263
@drdca8263 5 ай бұрын
From the title I imagined this was going to be about non-coordinate-aligned slices of the 4D fractal given by all the different Julia sets (or whatever the appropriate term is) Like, the set {(z,c) in C^2 | iteration starting at z_0=z , with c being added each time, doesn’t blow up to infinity} and taking 3D slices of this which aren’t given by fixing one of the 4 coordinates, but instead by fixing a particular linear combination of the 4 coordinates.
@verymuchtom
@verymuchtom 5 ай бұрын
Oh wow that's actually also a great idea! There's a video out there by Damnimp which is somewhat similar to that, in case you don't know that one yet :)
@drdca8263
@drdca8263 5 ай бұрын
@@verymuchtom Thanks! I was not aware. I’ll check it out
@MachinaInfinitum
@MachinaInfinitum 5 ай бұрын
Insane good job here ! Come have a look at what we do with other 4D Fractals :)
@anantagarwal8279
@anantagarwal8279 5 ай бұрын
subscribers gonna go trough the roof soon great vedio!!
@verymuchtom
@verymuchtom 5 ай бұрын
here’s to hoping🤞
@4sk3wrecital
@4sk3wrecital 5 ай бұрын
loved this, your style is very similar to the youtuber named MAKiT
@6Azamorn9
@6Azamorn9 5 ай бұрын
This was insanely fucking cool!
@srb20012001
@srb20012001 5 ай бұрын
I wonder if something like a 4th dimension could explain Quantum Entanglement.
@AB-gf4ue
@AB-gf4ue 5 ай бұрын
KZbin was severely lacking til this video was uploaded
@verymuchtom
@verymuchtom 5 ай бұрын
Incredible compliment, thank you some so much mate! :)
@duytdl
@duytdl 5 ай бұрын
Amazing. Subbed
@borisadimov
@borisadimov 5 ай бұрын
@sirjersey
@sirjersey 5 ай бұрын
Love the Video!
@PravdaSeed
@PravdaSeed 5 ай бұрын
🧞 Stop making Another masterpiece.
@decare696
@decare696 5 ай бұрын
36:50 would be such a good screensaver!!!
@verymuchtom
@verymuchtom 5 ай бұрын
true!! i might need to look into how to make my own screensaver :D
@1997oreosFTW
@1997oreosFTW 2 ай бұрын
“Based on the script written by: take a wild guess” 😅
@Ρενκο
@Ρενκο 5 ай бұрын
The quality is phenomenal! This deserves 1M views, considering how much effort should've been put to produce such a good video. But I think that your speech pacing needs to be slowed a little bit, as well as a bit of intonation would be required to make your voice less monotone and robotic.
@verymuchtom
@verymuchtom 5 ай бұрын
thanks for the advice :D especially at the beginning i rush a bit trough the script, mainly because of nerves. but i know that i’ll need to work on that. in terms of intonation that’s just my normal speaking/reading voice but i’ll might put some more excitement into it in the future.
@Ρενκο
@Ρενκο 5 ай бұрын
@@verymuchtom yeah, to be honest it's already alright and good, but if you compare it to 3b1b, Vsauce and other already well established science KZbin creators, you'll notice that they always try to use emotion in their voices. To be frank, I also have a very monotonous voice, when I'm serious, read or just forget to use emotion - but my experience in public speaking, teaching and debates have made me realize the power of intonation and emotion in one's voice. It literally changes everything. Oh, though you can make this your charm, as junferno did - he cracks really fun jokes with a deadpun facial expression while also having a very monotonous voice. But, at the same time he doesn't rush as much as you do and let's some space in between, to make jokes a little more emphasized, as well as important information. Anyways, I hope you continue your career as a content creator, these kinda long videos are the best - this is how science videos should be imho. And anyhow, you're doing an amazing job, thanks for uploading this.
@__christopher__
@__christopher__ 3 ай бұрын
Great video! Just one thing I noticed: You used "angels" in your code comments. You probably meant "angles".
@thedoublek4816
@thedoublek4816 5 ай бұрын
You only needed to mention the "p-q-formula" for me to know that you're most likely German :)
@verymuchtom
@verymuchtom 5 ай бұрын
I hummed the dorfuchs song whilst typing out the equation in latex :D
@positivity3311
@positivity3311 5 ай бұрын
amazing!
@landonkryger
@landonkryger 5 ай бұрын
I love the 4D julia set too. My only complaint is that it these images have too much symmetry. I wonder if there's more interesting 3d slices you could take, or if you could vary the `c` point with the camera's uv coordinates. That might make it more similar to the 4d mandelbrot which is even more symmetric though.
@verymuchtom
@verymuchtom 5 ай бұрын
Hi there :) the 4D julia set is, to my knowledge, point symmetrical around the origin, so you’ll inevitably end up with a pretty symmetrical image. However the idea with the UV coordinates could actually be a pretty cool solution for that, i might have to try that out at some point 🤔
@whosmaya666
@whosmaya666 5 ай бұрын
just started watching and I'm already really enjoying it! seems like a great video. small note - at 2:20, you talk about how x²-1 doesn't depend on the sign of x, but the equation on screen (x²-1=x) is sign dependent, which confused me for a bit. imo (subjective! you can disagree) you could've been more explicit about why the sign doesn't matter here (the way I understand it, your point is that -x₁ is still taken to the same fixpoint x₁ despite not [necessarily] being a fixpoint itself)
@verymuchtom
@verymuchtom 5 ай бұрын
Thanks for the feedback, I really appriciate that. Yes you are correct, I maybe rushed a bit through that part of the video. The solution isn't a fixpoint in any strict sense for exactly your line of reasoning. What I wanted to convey, and which maybe I could've explained better is that -x₁ also converges to a true fixpoint in a finite amount of steps, in this case just the one. This is opposed to the values in between where the convergence is asymptotic.
@galoomba5559
@galoomba5559 5 ай бұрын
That part confused me too.
@whosmaya666
@whosmaya666 5 ай бұрын
@@verymuchtom thank you:) I think that was basically the understanding I came to after thinking about it, so at least it wasn't too confusing❤️
@ulyssesk7325
@ulyssesk7325 5 ай бұрын
how can a liumes diverge by 8% from its approiximation ?
@crumblinggolem6327
@crumblinggolem6327 5 ай бұрын
Very cool video. Unless I misunderstood, the final result is a "slice" of the actual 4d set, so in addition to moving the parameters and moving around the projection in 3d, could you not also move through the fourth direction (the one not directly visible) in order to see the different 3d slices of the 4d fractal from ana ("4d-left") to kata ("4d-right")?
@verymuchtom
@verymuchtom 5 ай бұрын
Great question! Yes you could absolutley do that, I thought about including such an animation, but rendering them out out always takes a few hours and in my mind there were already enough animations, but for illustrative purposes that would've probably been useful. Maybe I'll upload something like that as a short in the future :)
@robert_trirop
@robert_trirop 5 ай бұрын
Some anti-aliasing would be nice. Maybe you can try to do some random super-sampling (kind of like Blender Cycles) to get rid of some artifacts and get nicer looking details :)
@muscovado09
@muscovado09 5 ай бұрын
For the algorithm 👌👌
@knarkknarkaren
@knarkknarkaren 5 ай бұрын
Name of tune starting at 25:40?
@verymuchtom
@verymuchtom 5 ай бұрын
That's Cipher by LEMMiNO, I put half of his discography into the video :D
@aliriza1688
@aliriza1688 5 ай бұрын
Does this relate in any way to twistors? The drawings appear to be similar.....
@verymuchtom
@verymuchtom 5 ай бұрын
not to my knowledge no, but I also haven’t heard of them before your comment and I just skimmed the wikipedia article, so you know.. grain of salt 😅
@Qwerasd
@Qwerasd 5 ай бұрын
The "bored in math class" framing is very Vi Hart
@verymuchtom
@verymuchtom 5 ай бұрын
True, the inspiration was certainly there! I should have put a hexaflexagon in the animation :D
@govindagarwal3310
@govindagarwal3310 5 ай бұрын
why does he only have only 2k subs
@user-nd7rg5er5g
@user-nd7rg5er5g 5 ай бұрын
26:09 I did pause and ponder, but I wound up drawing a mouse. :(
@verymuchtom
@verymuchtom 5 ай бұрын
great success, what more can one ask for!! :)
@ulyssesk7325
@ulyssesk7325 5 ай бұрын
okey but if it swing between 2 values as the same imput the calculater assumes 2 diffrent spaces
@ulyssesk7325
@ulyssesk7325 5 ай бұрын
4 example a pure thermical spcale and z
@ulyssesk7325
@ulyssesk7325 5 ай бұрын
no if you want ti imagien 5 dimensions you jsut imagine 2 cubs with diffrent fuctions
@Finnnicus
@Finnnicus 5 ай бұрын
subscribed!
@UnboundCinematography
@UnboundCinematography 4 ай бұрын
digger, watn video!
@fedang
@fedang 5 ай бұрын
Subscribed ❤
@rockman1942
@rockman1942 5 ай бұрын
Does it means 3d Julia set can only be made by “slice” from 4d Julia set? Is it possible we create a “n number system” to solve the infinite dimension of Julia set
@verymuchtom
@verymuchtom 5 ай бұрын
Correct, the type of behaviour we want from a number system to create julia sets can’t be achieved in 3D, that’s why we have to use four. You can also further increase the number of dimensions but the needed number system, so called hypercomplex numbers, can only be formulated in 2^n dimensions so 2,4,8,16… dimensions. The higher the number of dimensions the more properties you loose: for quaterions (4D) you loose commutativity, for octonions (8D) you loose associativity, but theoretically you could keep going.
@rockman1942
@rockman1942 5 ай бұрын
Somehow, I feel sad about the fact that we are all behind higher dimensions, and we are just experiencing the projection from higher dimensions. For a long time, we have been trapped in Euclidean geometry mathematics based on what we have experienced, but in fact, Non-Euclidean geometry is a more accurate way to describe our universe, thanks to Albert Einstein.
@lih3391
@lih3391 5 ай бұрын
Can you do the mandelbrot set with quaternions next?
@verymuchtom
@verymuchtom 5 ай бұрын
Can't guarantee it'll be my next video, but it's definetly on my list. There's already some papers I put in my "to-read" folder on the topic, now it's a question of when I'll find the time, uni sadly has to have priority :D
@lih3391
@lih3391 5 ай бұрын
@@verymuchtom no worries then, it's just that the julia set is very very similar to the mandelbrot set, where the +c instead of being constant is just the designated quaternion value for each voxel. In fact, when you zoom in close on a mandelbrot set at one point, it will look like the julia set for that point! It's kind of like the mandelbrot set is the grandaddy of all julia sets. If you read up on geometric algebra/clifford algrbras, you could probabaly take any power of the quaternions(bivectors) and make a fractal out of it by using x^n=e^(n*lnx)
@rutalorp4777
@rutalorp4777 3 ай бұрын
8:04 missed opportunity ;)
@verymuchtom
@verymuchtom 3 ай бұрын
@@rutalorp4777 ahhh how didn’t i notice, that’s a golden opportunity for a horrible dad joke
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