The Shadowy World of Umbral Calculus

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  • เผยแพร่เมื่อ 14 มิ.ย. 2024
  • An introduction to a famously enigmatic area of math, for calculus students of all levels
    ↓ Info and Timestamps ↓
    In this video we use a primer on discrete calculus to motivate an exploration of the idea you saw in the thumbnail, deriving 2 summation methods along the way!
    This was made for the 2022 Summer of Math Exposition (#SoME2), an annual jam encouraging new creators like me to make content like this. It's been a really satisfying project to complete, and I'll definitely be making more in the future!
    Discord Server: / discord
    Patreon: / supware
    0:00 Intro
    1:28 Forward Differences
    2:49 Summation
    5:59 Falling Powers
    7:23 Umbral Calculus
    9:53 Stirling Numbers
    11:39 Umbral Exponentials
    13:27 Newton's Forward Difference Formula
    14:31 Thanks for watching!
    Music:
    Chris Haugen - Glacier
    Chris Haugen - Northern Lights
    #umbral #calculus
    Corrections:
    7:13 denominator should be (x+1)(x+2)...(x+n+1) - Jose V
    13:13 and so ϕ(1/x) = 1/(x+1) - Jose V
    13:22 ϕe^-x is undefined, and the other "curious equation" shown means that implicitly applying ϕ to a circle gives a logarithmic spiral - Discord community
  • เกม

ความคิดเห็น • 385

  • @krhino42
    @krhino42 ปีที่แล้ว +17

    “By rearranging the question, we get the answer.” Imma use that

  • @al.7744
    @al.7744 ปีที่แล้ว +321

    You explained the topics enough to understand what was going on and showed barely enough for us to be intrigued and interested in this without us getting really spoiled or you being tiresome. I am fully convinced to at least attempt and learn more from these fields eventually because of this video. I cannot help but praise you

  • @elkinmontoya9640
    @elkinmontoya9640 ปีที่แล้ว +37

    There is so much mystique in this area. I feel like there is a mystery that is just lurking, waiting to be discovered. I see little tidbits of group theory conjugation, analytical combinatorics, probability density functions, so many paths begging to be traversed. From a personal point-of-view, so many potential application to physics

  • @fabiant.2485
    @fabiant.2485 ปีที่แล้ว +90

    In the sci-fi rouge like rpg "Caves of Qud" dark calculus is a forbidden field of mathematics, because it's study opens a path into a transcending layer of reality inhabited by an infinite ocean of psionic minds...
    After watching this i am impressed by how accurate to real life the devs made their lore.

    • @jayst
      @jayst 7 หลายเดือนก่อน +2

      I could feel my Glimmer rise after watching this

  • @lexinwonderland5741
    @lexinwonderland5741 ปีที่แล้ว +35

    this is SO much better than the wiki page. It left me fascinated (even moreso than Dr. Michael Penn's talks on the matter), and honestly someone should REALLY add the homomorphism between discrete and infinitesimal calculus you described here to the wiki AT THE MINIMUM. thank you so much for the contribution to math education!!

    • @Supware
      @Supware  ปีที่แล้ว +4

      Wow haha thank you! Guess I've no choice but to keep it up :)

    • @pauselab5569
      @pauselab5569 2 หลายเดือนก่อน +1

      it's already there but not much on it. like 3 line paragraph style

  • @vladimirmakarov9849
    @vladimirmakarov9849 ปีที่แล้ว +62

    Absolutely fantastic video. The Newton difference formula derivation was simply amazing, i used it before but never knew where it came from and this was just the cherry on top. Can't wait for the follow up!

  • @user-ou3mp2lz2o
    @user-ou3mp2lz2o ปีที่แล้ว +9

    I've been struggling with abstract algebra and your video presents a perfect example for why isomorphisms are useful! Really appreciate it!

    • @Supware
      @Supware  ปีที่แล้ว +1

      Great to hear!!

  • @corbinsmith5015
    @corbinsmith5015 ปีที่แล้ว +27

    I love umbral calculus and generating functions. Ive been reading George Boole’s book on the calculus of finite differences, and I really appreciate videos like these which make the ideas more accessible to the general public

  • @TheRationalPi
    @TheRationalPi ปีที่แล้ว +160

    Oooh, this seems like it could have lots of utility in digital audio processing, since you're regularly moving between the discrete and continuous domains.

    • @Supware
      @Supware  ปีที่แล้ว +44

      Interesting, I'd love to see more practical applications of this thing

    • @OdedSpectralDrori
      @OdedSpectralDrori ปีที่แล้ว +20

      brilliant direction. time to see how these transforms would help analyze some filter and the fourier transform

    • @Supware
      @Supware  ปีที่แล้ว +17

      @@OdedSpectralDrori don’t quote me on this but it seems the Laplace Transform is VERY relevant here :p

    • @OdedSpectralDrori
      @OdedSpectralDrori ปีที่แล้ว +18

      @@Supware this will make a fine quote

    • @Supware
      @Supware  ปีที่แล้ว +9

      @@OdedSpectralDrori what have I done

  • @johnchessant3012
    @johnchessant3012 ปีที่แล้ว +32

    Very nice! The example of umbral calculus on the Wiki page is pretty cool too, it relates to Bernoulli polynomials B_n(x) which satisfy the identity B_n(x) = (B + x)^n, i.e. B_n(x) = sum (n,k) B_k(x) x^(n-k). And you can actually simplify some proofs of identities involving the Bernoulli polynomials by doing "calculus" with this umbral notation.

    • @Supware
      @Supware  ปีที่แล้ว +4

      They’ll be appearing in the follow-up!

  • @MirMarksman
    @MirMarksman ปีที่แล้ว +26

    Rad! The familiar-but-different feeling makes this feel almost like a math dream

    • @Supware
      @Supware  ปีที่แล้ว +1

      After working for a while on a second video I think this might actually be a major vibe I wanna aim for haha

    • @alpers.2123
      @alpers.2123 ปีที่แล้ว

      Is this similarities related to group theorem?

    • @Supware
      @Supware  ปีที่แล้ว +3

      @@alpers.2123 phi is a homomorphism between discrete and classical calc

  • @jmcsquared18
    @jmcsquared18 14 วันที่ผ่านมา +1

    That was one of the most entertaining things I've ever watched. Bravo, subscribed.

    • @Supware
      @Supware  14 วันที่ผ่านมา +1

      Wow, thank you!

  • @LebronJ0
    @LebronJ0 ปีที่แล้ว +1

    What a legend only one ad in the beginning . Your so damn underrated

  • @Malk007
    @Malk007 25 วันที่ผ่านมา

    This video changed my (math) life. I can't think of anything else anymore.Thanks

  • @discreet_boson
    @discreet_boson ปีที่แล้ว +7

    One of the best SoMe vids yet!
    I literally just learnt about the binomial theorem and summation, intriguing to see it can also be expressed using discrete calculus

  • @rosettaroberts8053
    @rosettaroberts8053 ปีที่แล้ว +10

    Oh wow, this is really cool! I've played around with the umbral operator before without realizing what it was. I think the most recent time I used it is when I was converting a formula for factorial moments into a formula for non-central moments a few weeks ago.

    • @Supware
      @Supware  ปีที่แล้ว

      Oh nice! I'd love to know if it has a name or symbol, I somehow haven't come across either yet

  • @mcdudelydoo3116
    @mcdudelydoo3116 ปีที่แล้ว +4

    I gotta admit, this is one of my favorite videos of the SoME2 this year. This intrigued me so much and you explained it pretty straightforward even though I didn't completely understand everything on the first viewing. This year's SoME really gave us some banger math videos, can't wait for next year!

  • @MultiAblee
    @MultiAblee ปีที่แล้ว +10

    Super interesting Stuff! I like how categorically you can see in this topic that calculus itself is a limit of this discrete version! The exposition was super easy to follow, love it.

  • @diogeneslaertius3365
    @diogeneslaertius3365 ปีที่แล้ว +3

    Thank you for the video! I spent like 45 minutes going over the video, writing everything down, checking.
    It was a great experience. Please make more videos like this one, including the follow-up video on the Umbral Calculus.

  • @funnydog7817
    @funnydog7817 ปีที่แล้ว +21

    I’ve been shown another area of mathematics that peaks my interest, and has given me a decent view into the essence of it! Thank you, when it’s a drag it’s always better learning something new, and maybe finding some meaning within it.

    • @user-ef8kc4rv7n
      @user-ef8kc4rv7n ปีที่แล้ว +3

      Just in case you didn't know, it's "pique" in the phrase to "pique one's interest"

    • @lookupverazhou8599
      @lookupverazhou8599 ปีที่แล้ว

      @@user-ef8kc4rv7n Like Piqueachu.

  • @vnever9078
    @vnever9078 ปีที่แล้ว +2

    Thank you Supware for introducing me to this beautiful world of Umbral Calculus!

  • @firefox7857
    @firefox7857 ปีที่แล้ว +6

    3:01
    I've never seen that explanation for the fundamental theorem of calculus... it seems so simple now.

    • @angelmendez-rivera351
      @angelmendez-rivera351 ปีที่แล้ว +3

      Well, unfortunately, the equation shown on screen is not actually what the fundamental theorem of calculus is or says.

  • @miklosbognar1449
    @miklosbognar1449 ปีที่แล้ว +2

    this is probably one of my favorite math videos on youtube, well done

  • @dyllanusher1379
    @dyllanusher1379 ปีที่แล้ว

    Definitely looking forward to another video, thank you for sharing these mind blowing ideas!

  • @KoHaN7
    @KoHaN7 ปีที่แล้ว

    This was an incredible video. The way in which you merged everything together was mesmerising! I can't wait to se the follow up and some more exceptional quality of work and educational content. Bravo!

  • @georgecote
    @georgecote ปีที่แล้ว

    awesome quality! I'll be very happy to see more of that :) good luck!!

  • @timkohl9831
    @timkohl9831 ปีที่แล้ว

    This is something I've been curious about for a long time, thank you. This is very well made.

  • @jonipaliares5475
    @jonipaliares5475 ปีที่แล้ว

    Really interesting topic and amazing explanation! I had never heard of Umbral Calculus up until now.
    I'm loving this summer of math exposition, I'm learning about so many new interesting things!

  • @riccardofiori828
    @riccardofiori828 ปีที่แล้ว +1

    This is one of the best math videos i've ever seen! Ideas are presented so neatly and however so mind-blowing. You earn a subscriber, I'm hoping for more videos like this!

  • @ficakcblack1090
    @ficakcblack1090 ปีที่แล้ว

    This video is so amazing, it blew my mind, please continue making these

  • @dcterr1
    @dcterr1 ปีที่แล้ว +2

    Wow, this is fascinating! I never learned much about discrete calculus before, but you've definitely whetted my appetite! Great job!

  • @adamantmist9394
    @adamantmist9394 ปีที่แล้ว +1

    Great video about a topic I didn't really know anything about. Surprised of seeing stirling numbers too, when I learned about them they were shed by a completely different light and these kind of connections are what make math so interesting.
    Looking forward for a follow-up! And I hope this video gets blessed by the algorithm just like other SOME2 videos have been. Thanks and have a great day.

  • @SirTravelMuffin
    @SirTravelMuffin ปีที่แล้ว +1

    Really solid pacing, and definitely leaves me with a lot of curiosity for the subject!

  • @Catt0
    @Catt0 ปีที่แล้ว

    This was beautiful, I had never heard of this branch of calculus before but I'm absolutely in love with it. Your sub count honestly shocked me, this was such high quality.

  • @orirrr8
    @orirrr8 ปีที่แล้ว +1

    Extremely clear, insightful and interesting exposition!

  • @pedroth3
    @pedroth3 3 หลายเดือนก่อน

    Great explanation of this concept! Congrats and thank you

  • @NoNTr1v1aL
    @NoNTr1v1aL ปีที่แล้ว +1

    Absolutely amazing video! Subscribed.

  • @pr4_kp
    @pr4_kp ปีที่แล้ว

    Incredible! I hope you do more on this topic - really got me thinking :)

  • @akio-the-lazzycatto
    @akio-the-lazzycatto 9 หลายเดือนก่อน

    Wow, that is pne of THE BEST videos I've seen! I am impressed! This is magic in real life!

  • @ColeCoug
    @ColeCoug ปีที่แล้ว

    Great explanations and animations for a topic that I have never heard of before!! This video makes me want to learn more about it

  • @djamondaxuzm4712
    @djamondaxuzm4712 ปีที่แล้ว

    Thank you for the intro, really professional and keeps everyone on the same page

  • @EC-pf1tr
    @EC-pf1tr ปีที่แล้ว

    This was awesome. I feel like I finally have a window into why I leaned everything that I did and how everything is connected from combinatorics to sums and differences and the discrete, to the continuous, to linear algebra, to complex numbers

  • @jaafars.mahdawi6911
    @jaafars.mahdawi6911 11 หลายเดือนก่อน

    Simply fabulous! More of these, please, sir!

  • @paulkohl9267
    @paulkohl9267 ปีที่แล้ว

    Loved it! Please, by all means, more on this topic.

  • @minimath5882
    @minimath5882 ปีที่แล้ว

    This was great, I look forward to seeing more in the future!

  • @HaliPuppeh
    @HaliPuppeh ปีที่แล้ว

    This was really interesting. Thank you for explaining things slow enough that I could keep up. So many videos on advanced topics go too fast and I get really lost.

  • @kkski4817
    @kkski4817 ปีที่แล้ว +1

    I like this video a lot

    • @Supware
      @Supware  ปีที่แล้ว

      Hey thanks! I installed a de-esser for the next video, hopefully that'll do it :)

  • @nbspWhitespaceJS
    @nbspWhitespaceJS 5 หลายเดือนก่อน +1

    Umbral calculus is truly a shadow of school calculus. I played around with umbral calculus and discovered that the sequence 2^n is its own difference. Therefore, 2^n is a shadow of e^x. Really cool.
    EDIT: If you apply newton's forward difference formula to 2^n, you get something that is disturbingly similar to the maclaurin series for e^x

    • @Supware
      @Supware  5 หลายเดือนก่อน

      Yep! This is a special case of the stuff I talk about at 12:00ish in the video (a=1) :)

  • @meccamiles7816
    @meccamiles7816 ปีที่แล้ว

    Excellent video. Thanks for sharing.

  • @ILSCDF
    @ILSCDF ปีที่แล้ว +2

    Wow, i definitly want more of this

  • @proxagonal5954
    @proxagonal5954 ปีที่แล้ว +68

    Very high quality vid! I once read the Wikipedia page on discrete calculus, and the conclusion I came up with after reading for a bit was that it was dumb people calculus for dumb babies, and also that it was boring and dumb. But this was actually pretty interesting!
    The video & graphics quality here was great, loved the visualizations and I would've loved it if you had even more graphing and illustrations, especially in the later parts of the video. I'm looking forward to your next video!!

    • @Supware
      @Supware  ปีที่แล้ว +5

      Thanks! Illustrations are certainly gonna be an interesting challenge in the next one...

    • @Briekout
      @Briekout ปีที่แล้ว

      @@Supware what are you demonstrating with sir? MathCad ?

    • @Supware
      @Supware  ปีที่แล้ว +5

      @@Briekout Manim

    • @alpers.2123
      @alpers.2123 ปีที่แล้ว

      It is calculus for engineers lol

    • @proxagonal5954
      @proxagonal5954 ปีที่แล้ว

      @@alpers.2123 Don't laugh at engineers man. They cool

  • @gianpierocea
    @gianpierocea ปีที่แล้ว

    Incredibly well done, this is exactly my kind of thing. Thank you :)!

  • @whitestonejazz
    @whitestonejazz ปีที่แล้ว

    this video was a trip. crazy to think this was never mentioned in any calculus classes. Very cool, thanks!

  • @maxime2949
    @maxime2949 ปีที่แล้ว

    I don't usually comment on videos but such quality from a channel with 254 subscribers amazes me.
    This video's topic is really well chosen as it is understandable and complex and your explanations make it a great time !

    • @Supware
      @Supware  ปีที่แล้ว

      Thanks, means a lot!

  • @michelangelowebb4362
    @michelangelowebb4362 ปีที่แล้ว

    I hope you continue with this videos. It it amazing work. Thanky you man !

  • @qazxwecvr
    @qazxwecvr ปีที่แล้ว +2

    Did anyone else get excited at 7:42 when they realized that he's drawing a commutative diagram? (with elements of the objects instead of the objects themselves, but still)

    • @Supware
      @Supware  ปีที่แล้ว +2

      More coming! I got some bad bois in the follow-up whose objects aren't even labelled ;)

  • @simonflavioibanez7715
    @simonflavioibanez7715 ปีที่แล้ว +3

    Just…wow. Super concise, accurate, insightful, intuitively explained… definitely a video worth seeing by every modern mathematician. I’ll certainly look a little deeper on umbral calculus research thanks to you. My dearest congratulations. Thanks for sharing! 🧮

    • @Supware
      @Supware  ปีที่แล้ว +1

      What a wonderful thing to read! Thank you so much!

  • @tricanico
    @tricanico ปีที่แล้ว +2

    Wow, that was so cool. Thanks for posting this.

  • @nagoshi01
    @nagoshi01 ปีที่แล้ว +1

    Please keep making these!!

  • @robharwood3538
    @robharwood3538 ปีที่แล้ว

    Great video! I had been exposed to Umbral Calculus a wee bit, but not much stuck with me; and I had also learned a little bit about doing finite sums (a la Newton) using falling and rising powers. But the two different parts of my brain didn't make the connection between the two topics until this video. Thanks!
    This new (for me) connection has already illuminated a lot of things I had been confused/stumped/stuck about before, and I can't wait to put this into practice!

  • @MCLooyverse
    @MCLooyverse ปีที่แล้ว +1

    Absolutely wonderful. Something about conjugation (q * x * q^(-1)) makes me happy every time it comes up (it comes up a lot).

  • @RSLT
    @RSLT ปีที่แล้ว +1

    Very Interesting! Great Job. Well and easy explained!

  • @symbolspangaea
    @symbolspangaea ปีที่แล้ว +1

    This is a gem!

  • @georgegaumond2733
    @georgegaumond2733 ปีที่แล้ว +2

    Brilliant calculus video!

  • @kodirovsshik
    @kodirovsshik ปีที่แล้ว

    This was just WOW
    I always had the idea and the basics of the discrete calculus calmly sit somewhere in the back of my mind with me knowing that is it like "somewhat" related to the canon calculus, but now that i see this video, i realize that OH MAN is it something completely different!! I would surely love to see more content on some more advanced stuff on this topic, top interesting stuff

  • @pawebielinski4903
    @pawebielinski4903 ปีที่แล้ว

    Excellent video. I'd love to see more on the topic!

  • @orktv4673
    @orktv4673 ปีที่แล้ว

    The way that forward difference operator is defined strongly reminds me of Dirac's derivation of the gamma matrices.

  • @eduardoabreu78
    @eduardoabreu78 ปีที่แล้ว

    Fantastic, you Sir did a Great Work!

  • @notjerrett
    @notjerrett ปีที่แล้ว

    Definitely looking forward to that followup!

  • @luiz00estilo
    @luiz00estilo ปีที่แล้ว +1

    Just leaving a comment to help with the algorithm. This video was _enlightening_ . Great work man!

    • @arongil
      @arongil ปีที่แล้ว +1

      Agreed, the algorithm needs to know this video is top quality! Leaving this comment for the same reason :)

  • @SnapThority
    @SnapThority ปีที่แล้ว

    The maths animations are really good, I appreciate the effort you put into them!

    • @Supware
      @Supware  ปีที่แล้ว +1

      Thanks, and sorry for only just noticing this comment haha! The animations were made possible by 3B1B's Python library. Great software but takes some setting up

  • @diegohcsantos
    @diegohcsantos ปีที่แล้ว

    I really want to see more advanced discrete calculus stuuf!!! Thank you so much for the high quality video!!

    • @Supware
      @Supware  ปีที่แล้ว

      I'm planning some shorter videos on summation by parts and summation using complex numbers :)

  • @Orionhart
    @Orionhart ปีที่แล้ว +2

    Totally worth the wait!

  • @GelidGanef
    @GelidGanef ปีที่แล้ว

    This hit the sweet spot for me in that it's perfectly intuitive that this should work, but how it works and why blows my mind.

  • @Fenristation
    @Fenristation ปีที่แล้ว

    Nice stuff! Thanks for sharing

  • @kuppersrocky6834
    @kuppersrocky6834 ปีที่แล้ว +1

    wow, great video, thanks!!

  • @TranquilSeaOfMath
    @TranquilSeaOfMath 6 หลายเดือนก่อน

    Really nice presentation .

  • @wdobni
    @wdobni ปีที่แล้ว

    this umbral calculus is the quantum mechanics of mathematics where the wave function is applied to the derivative of the delta operator and the result is a function amplitude which, if squared, gives you the probability that you have the correct answer in terms of the sigma of the exponential.

  • @randomz5890
    @randomz5890 ปีที่แล้ว

    Amazing work here. Grant will definitely take notice to this! I generally love videos explaining more niche areas of maths, so I unfortunately have to be a bit selfish here and ask that you keep making more videos like this because they're amazing!

    • @Supware
      @Supware  ปีที่แล้ว

      Working on it!

    • @randomz5890
      @randomz5890 ปีที่แล้ว

      @@Supware awesome, I should expect you to be two steps ahead 😄!

  • @PamSesheta
    @PamSesheta 10 หลายเดือนก่อน

    This has reminded me of something from a calculus class near the end.
    This was amazing, first encounter with phi operator and now I wanna know more because this seems really handy for dsp

  • @sejr8053
    @sejr8053 ปีที่แล้ว +1

    Awesome video 😍

  • @joda7697
    @joda7697 6 หลายเดือนก่อน

    Umbral Calculus is just the best when you're deep in some special functions, like Bessel, Laguerre, and so on.

  • @ooos2989
    @ooos2989 ปีที่แล้ว

    Out of all of the videos from SOME2, this one was the most eye-opening. Looking forward to SOME3!

  • @Luan-bs1vp
    @Luan-bs1vp 9 หลายเดือนก่อน

    Awesome video!

  • @haroldbn6816
    @haroldbn6816 ปีที่แล้ว

    This was just beautiful 😍😍

  • @therealjordiano
    @therealjordiano ปีที่แล้ว

    The part at 7:35 when you introduced the main idea I near enough leapt out of my chair and yelled 'holy shit!' from the bottom of my lungs (not rly but still), amazing stuff and very nice explanation

  • @CCequalPi
    @CCequalPi ปีที่แล้ว

    This was great thank you

  • @benjaminojeda8094
    @benjaminojeda8094 ปีที่แล้ว

    Woooow, this is incredible

  • @SeanGhaeli
    @SeanGhaeli ปีที่แล้ว +1

    fantastic video

  • @emanuellandeholm5657
    @emanuellandeholm5657 ปีที่แล้ว

    Nice video!

  • @pamdemonia
    @pamdemonia ปีที่แล้ว

    Please do more!

  • @devincustodio2258
    @devincustodio2258 ปีที่แล้ว

    This was amazing! Would love to see more umbral calc videos. I've also been getting into surreal numbers. Would be cool to see your treatment on that subject. :)

    • @Supware
      @Supware  ปีที่แล้ว

      Thanks! I just started on my second umbral calc video :)
      Oh man, surreal numbers haven't been on my radar for such a long time! RIP Conway. I'll see what I can do :p though there are a few topics I wanna talk about already

    • @apm77
      @apm77 ปีที่แล้ว

      There's a pretty good intro to surreal numbers at th-cam.com/video/ZYj4NkeGPdM/w-d-xo.html but I would definitely present some things differently, especially early on. In particular I'd lay the foundations (up to the definitions of star, half, and up/down) using a simpler game than Hackenbush, one specially constructed to provide a 1:1 mapping between mechanism and formalism. Just draw trees with red and blue branches, put a counter (monkey) at the bottom of each tree, and specify that the red player must take a monkey up a red branch, while the blue player must take a monkey up a blue branch. If you can't move a monkey, you lose.

  • @kiiometric
    @kiiometric ปีที่แล้ว

    Oh my god my brain is tickling, this is beautiful

  • @housamkak8005
    @housamkak8005 ปีที่แล้ว

    PLEASE MAKE THIS INTO A SERIES

    • @Supware
      @Supware  ปีที่แล้ว

      episode 2 coming soon :)

  • @paulchelou3596
    @paulchelou3596 ปีที่แล้ว

    Excellent, thank you very much 🙂

  • @cassandrasinclair8722
    @cassandrasinclair8722 ปีที่แล้ว

    Just found this, and your channel. This is the wildest math I have seen in a long time! I wonder if this has applications elsewhere.

    • @Supware
      @Supware  ปีที่แล้ว

      I think "the wildest math I have seen in a long time" is what I'll be going for from now on hehe :) I think you'll enjoy the second video..!

    • @cassandrasinclair8722
      @cassandrasinclair8722 ปีที่แล้ว

      @@Supware looking forward to it! :D

  • @lachlanperrier2851
    @lachlanperrier2851 ปีที่แล้ว

    Make more that was great!!

  • @Fru1tyy
    @Fru1tyy ปีที่แล้ว

    Now this is super intriguing 😳

  • @mrtfttkhv
    @mrtfttkhv ปีที่แล้ว

    Great video!! Keep up

  • @GeorgeTsiros
    @GeorgeTsiros ปีที่แล้ว

    i was intrigued by the thumbnail and the musterious/ominous-sounding title, not gonna lie

    • @GeorgeTsiros
      @GeorgeTsiros ปีที่แล้ว

      yeaaaah, i don't understand you :|