Is It Possible to Learn The Language of Planets?

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Күн бұрын

Could we learn to "speak planet"? Computational linguistics is now found in your smart phone, car and speakers, making sense of our speech and text. Could these same algorithms make sense of exoplanets? Join us today as we explore a radical new research idea recently published by the Cool Worlds Lab. Written and Presented by Dr Emily Sandford. This research was made possible through funding from the Data Science Institute’s Seed Fund Award.
→ Support our research program: www.coolworldslab.com/support
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THANK-YOU to our supporters T. Widdowson, D. Smith, M. Sloan, L. Sanborn, C. Bottaccini, D. Daughaday, A. Jones, S. Brownlee, Z. Star, T. Zanjonc, C. Wolfred, F. Rebolledo, L. Skov, E. Wilson, M. Elliott, B. Daniluk, J. Patrick-Saunders, M. Forbes, S. Vystoropskyi, S. Lee, Z. Danielson, C. Fitzgerald, V. Alexandrov, L. Macchia, C. Souter, M. Gillette, T. Jeffcoat, H. Jensen, F. Linker, J. Rockett, N. Fredrickson, B. Mlazgar, D. Holland, J. Alexander, E. Hanway, J. Molnar, D. Murphree, S. Hannum, T. Donkin, K. Myers, A. Schoen, K. Dabrowski, A. Critchley, A. DeRuiter, B. Sando, J. La Plante, M. Freydl, N. Popp, T. Gross, M. Nielsen, G. McLean, J. Black, P. Ainsworth & E. Moyle.
::Links::
► Sandford, E., Kipping, D. & Collins, M. (2021), "On planetary systems as ordered sequences", MNRAS, 505, 2224: arxiv.org/abs/2105.09966
► Brown et al. 1992, "Class-Based n-gram Models of Natural Language": www.aclweb.org/anthology/J92-...
►McAllester 2018, "Information Theoretic Co-Training": arxiv.org/abs/1802.07572
► Stratos 2019, "Mutual Information Maximization for Simple and Accurate Part-Of-Speech Induction": arxiv.org/abs/1804.07849
::Music::
Music licensed via Creative Commons (CC) Attribution License (creativecommons.org/licenses/...)
► Joachim Heinrich - Stjärna
► Indive - Trace Correction
::Video clips::
► Exoplanet animations by ESO/L. Calçada/spaceengine.org www.eso.org/public/videos/eso... ESO, L. Calçada, V.Romanyuk www.eso.org/public/videos/eso... ESO, M. Kornmesser, L.Calcada www.eso.org/public/videos/eso... ESO/L. Calçada www.eso.org/public/videos/eso... ESO/L. Calçada/spaceengine.org www.eso.org/public/videos/eso... ESO/L. Calçada www.eso.org/public/videos/eso... ESO/L.Calçada/spaceengine.org www.eso.org/public/videos/eso... ESO/L. Calçada www.eso.org/public/videos/eso... ESO/L. Calçada www.eso.org/public/videos/eso... ESO/L. Calçada/spaceengine.org www.eso.org/public/videos/eso... ESO/L.Calçada/M.Kornmesser www.eso.org/public/videos/eso... ESO/M. Kornmesser/Nick Risinger www.eso.org/public/videos/eso... ESO, M. Kornmesser, L.Calcada www.eso.org/public/videos/eso...
► TESS animation by NASA's Goddard Space Flight Center Conceptual Image Lab svs.gsfc.nasa.gov/20260#60680
► Kepler animation by NASA/Kepler mission/Dana Berry exoplanets.nasa.gov/resources...
► Planet formation simulation by Sean Raymond: • Jupiter and Saturn's g...
► Hydraulic press videos by Crazy Hidraulic Press:
• HYDRAULIC PRESS VS CAR... and • 100 TON HIDRAULIC PRES...
► Animated solar system animation by Steven Howe:
• Animated Inner Solar S...
::Film/TV clips used::
► Arrival (2016) - Paramount Pictures
► The House (2017) - Warner Bros. Pictures
► Star Trek: The Next Generation - Paramount Television
► Saturday Night Live - NBS
::Chapters::
00:00 Prologue
01:42 Exopatterns
07:25 Computational Linguistics
10:40 Brown Clustering
19:25 Planetary Linguistics
29:52 Outro and credits
#PlanetaryLinguistics #CoolWorlds

Пікірлер: 660

@derekswanson2685 2 жыл бұрын

You weren't lying, her science communication is stellar (sorry, I had to).

@uapuat 2 жыл бұрын

It really is. Really abstract ideas made clear and understandable. Even I got what she was talking about. Love the cat too.

@Did.You.Forget 2 жыл бұрын

Omg we all hate you. Lol

@elongatedmusk3132 2 жыл бұрын

So bad it's...mediocre 😏 nah good one lol peace.

@roflmfao4life 2 жыл бұрын

This presenter is very easy to listen to and understand from. Amazing.

@WilliamFord972 2 жыл бұрын

Why can’t all colloquium lectures be as well-spoken as this?

@Everett-xe3eg 3 ай бұрын

Isnt he great

@ronyx86 2 жыл бұрын

Dr Emily, give that cat a treat for being so nice on camera

@VernAfterReading 2 жыл бұрын

This reminds me of Mendeleev, figuring out just by grouping into that first Periodic Table that some undiscovered elements probably exist - long before they had figured out atoms and other things. Very cool!

@WilliamFord972 2 жыл бұрын

Huh. I never thought of it like that. Perhaps we’ll develop a “cosmic periodic table.”

@damncritics 2 жыл бұрын

I love the enormous but subtle flex involved with citing your own research in your videos. Great to see more and more really qualified people making pop sci videos these days.

@CoolWorldsLab 2 жыл бұрын

This channel is primarily about our research!

@qwerteria7366 Жыл бұрын

@@CoolWorldsLab Chad

@justben1399 2 жыл бұрын

She explained everything bloody well fair play made it much less complicated for me

@stevencoardvenice 2 жыл бұрын

She is good at explaining things

@Tessmage_Tessera 2 жыл бұрын

"Is there, in some sense, a cosmic Rosetta Stone?" _~ Carl Sagan, Cosmos, 1980_

@j944ew 2 жыл бұрын

"Cool worlds" best channel

@richardavery2894 2 жыл бұрын

This really is a boss channel I love his content.

@ferretappreciator 2 жыл бұрын

Idk man, Isaac Arthur is a serious contender for that title. It's a close match, for sure though

@mst4309 2 жыл бұрын

Arrival was fascinating, and portrayed aliens as truly neutral, otherworldly and fascinating beings, very rare for science fiction. To think whatever we may encounter in real life will probably be even more strange...

@tylerslagel5485 2 жыл бұрын

Or maybe not, considering convergent evolution is a thing. Their world would have to be quite different from ours in order to justify them being incomprehensibly alien. If it’s very much like Earth, I believe they’re very likely to have a humanoid form. Simpler solutions are easier to come by and our form works very well. And since we aren’t 100% rational creatures, if we ever do transition to machines, we’re likely to design whatever we become to look like us. An identity sort of thing.

@profkingthing 2 жыл бұрын

@@tylerslagel5485 How fascinating would it be to find *any* amount of familiarity in the alien.

@geemanbmw 2 жыл бұрын

@@profkingthing true

@geemanbmw 2 жыл бұрын

@@tylerslagel5485 I agree with you. Just like everything in the universe pretty much is similar like all planets are round everything orbits round or almost round, solar systems go around even galaxies but there's much more than that. Surely they could look like anything but I truly believe there is humanoid style beings in the milkyway galaxy and a host of freaky bizarre creatures as well. I also believe there's humanoid creatures that are not at the top of their food chain on their planets also. The universe is a crazy mixed bag and it's gonna take our however long existence to discover a tiny fraction of it if were lucky.

@geemanbmw 2 жыл бұрын

I have to watch it again I didn't get to watch it in full last time.

@reidflemingworldstoughestm1394 2 жыл бұрын

The cat was like a fruit bowl in the background of an old Doonesbury sunday comic: bananas in the first panel, oranges in the next, then apples, and so on.

@ferretappreciator 2 жыл бұрын

The movie Arrival actually inspired me to go into linguistics. One of the best films ever imo

@reidflemingworldstoughestm1394 2 жыл бұрын

Durnt good sci-fi it was. Real sci-fi, not that space swash buckler routine.

@rics1883 2 жыл бұрын

You are not wrong

@Po1lux 2 жыл бұрын

@@reidflemingworldstoughestm1394 Space can still be sci fi, its mostly things like Star Wars that isn't proper sci fi, it just needs a focus around science.

@errolofearth1961 2 жыл бұрын

Well explained. Me and my cat were both very into this video, albeit for different reasons.

@mpurses 2 жыл бұрын

Dr Sandford is a great speaker, hope she becomes a channel regular!

@CoolWorldsLab 2 жыл бұрын

She’s made many videos in the past! Check out the back catalog

@disasterarea9341 2 жыл бұрын

@@CoolWorldsLab her video on the space elevator was amazing, still sticks in my mind

@Dx-Dm 2 жыл бұрын

How lucky I feel to have ready access to this information. Thank you : )

@EVILJAMARR 2 жыл бұрын

Yet another win from the internet’s best!

@nic1208 2 жыл бұрын

YESSSS! Seeing a new one of these gives me a jolt of excitement

@LoopcrateAudio 2 жыл бұрын

Absolutely love the interesting topics this channel covers. Already know this’ll be a good one

@PedroSnRx 2 жыл бұрын

I love you Cool Worlds, thank you so much for keeping me entertained & in a constant state of learning! God bless & take care all of you lovely people! 🤗🥰👍

@sebastianweise4790 2 жыл бұрын

"God", this channel calms, interests, teaches and amazes me all at the same time! Thanks guys! Almost instant like. :)

@jerrysstories711 2 жыл бұрын

You were right about Dr Sandford being a superb science communicator!

@XxTheAwokenOnexX 2 жыл бұрын

My question is, why cool worlds only has 366K subscribers, this channel is disgracefully underated lolz. Thankyou for great video. Respect

@XxTheAwokenOnexX 2 жыл бұрын

@Smee Self Lolz. That was a funny reply.

@ReynaSingh 2 жыл бұрын

These videos get better and better

@GermanBlackSheep 2 жыл бұрын

It is so shocking how intelligent people can be.

@16xthedetail76 2 жыл бұрын

It's also shocking how dumb they can be.

@brandoncrutchfield5201 2 жыл бұрын

I gotta be honest, I been contemplating this info for hours & I’m not a scientist, this is one High Caliber channel in the sense that it’s not just flashy recycled data I’ve heard over & over, this is Incredible new insight so well presented by everyone involved. If your interested in science /astrology etc, this channel is absolutely in the Top 5 on KZfaq. 👍🏻😊

@CoolWorldsLab 2 жыл бұрын

Thank you! Discussing familiar concepts is of course easier to digest for the casual viewer, and certainly we’ll continue to offer “our takes” on many big questions like that… but to me what makes this channel unique is that we actually do research here and in particular often in daring new directions. That of course makes the videos more challenging to make and fully absorb for our viewers, but it’s interwoven with this channel’s identity.

@alogicalperspective5726 2 жыл бұрын

The most interesting, informative cat video I've ever seen

@mydogniko 2 жыл бұрын

I've been checking this channel multiple times a day the last week thinking I missed a notification. Now it's finally come. Love it.

@kenn743 2 жыл бұрын

2 aliens are talking in outer space, looking down on Earth. "It seems the inhabitants of planet Earth have created nuclear technology and missiles" says one alien "are they showing signs of intelligence?" asks the other "I dont think so. They seem to be aiming at themselves" (i love this channel)

@sbtopzzzlg7098 2 жыл бұрын

@vincenzoambrogio9412 2 жыл бұрын

It's so easy to argue against nuclear weapons. I know it's scary to think about and overall is bad but ever since we developed them, there hasn't been any major world wars since everyone is too afraid to get nuked. Not saying nukes are good, but there's pros to them too.

@SuperTonyony 2 жыл бұрын

@@vincenzoambrogio9412 Nukes allow certain nations to violate human rights on a massive scale and get away with it. How many more times will Putin pull that little Crimea stunt and get away with it? How many more Tibets will China commit? And would you want to be Taiwanese right now? Nuclear weapons are blackmail, plain and simple, and who commits blackmail? Criminals.

@ibizenco 2 жыл бұрын

Good one. :)))

@JamesTaylor-on9nz 2 жыл бұрын

@@SuperTonyony It still baffles me that people give a crap about Crimea.

@henrydepaiva278 2 жыл бұрын

She is way too smart for the bulk of us. I could just listen, hipnotized by her elouquence and witt.

@stillnocouch 2 жыл бұрын

Ditto, Brother !

@Daniel-Strain 2 жыл бұрын

Given the selection bias inherent in this data set, am I correct in thinking that this is training networks to be able to predict where we might find "planets we are likely to be able to detect", and not training a network that will predict "where planets are likely to be - whether or not we can detect them"? If so, I can still see that the former would be a very useful and helpful tool to have. But it makes me wonder how we might figure a way to build a predictive model for the latter - short of simply increasing the size and diversity of our data set.

@Kleon333 2 жыл бұрын

This is such a creative method to support exoplanet research in the future. It will be fascinating to look back in years to see how accurate or dead-wrong the initial models are when compared to an exponentially expanding database of planetary systems.

@kevinscales 2 жыл бұрын

This is an awesome intersection of topics that interest me: exoplanetary systems, linguistics (particularly text generation/prediction but I'm also learning Japanese) and neural networks. It's always fantastic to see ideas from one field be of use in other fields.

@CoolWorldsLab 2 жыл бұрын

Together we go further

@isaacshyrock8835 2 жыл бұрын

This has scratched an itch I’ve had since arrival came out, super unique and in depth, keep up the good work!

@Voltaphonic 2 жыл бұрын

Everytime I watch your video, I truly feel how passionate and genuine your intention is: To share this invaluable knowledge for us! When I was a young boy I always dreamed to be an astronaut or any job in that field. The vast and majestic night sky always fascinated me and never once I drop my interest on the subject. Even though circumstances in life now had me working in totally different things than what I dreamed of, with nobody around to share this passion of astronomy, I keeps finding myself spend hours and hours sleepless night just to watch and be amazed by science channel like yours. So.. thank you, Professor 🙏 (Oh yeah, Arrival is definitely on my top 3 alien encounter movie)

@Voltaphonic 2 жыл бұрын

@Smee Self haha okay now I have to do the hard task of actually choosing the top 3. Lots of great alien encounter movie but I got to go with Annihilation (2018) and Aliens (1986). Pretty standar answer huh? I tried to like 2001 A Space Odyssey but sadly the experience already ruined by tons of spoiler. And the movie kinda too slow pace imo

@ossiehalvorson7702 2 жыл бұрын

Check out PBS Space Time channel too, if you haven't already. I'm pretty new to this channel, but I've been watching them nonstop for years. Especially if you like the real nitty gritty, their channel is a treasure trove. They make the most mundane ideas feel awesome to learn about, and some of the most absurd and awesome ideas even cooler.

@Voltaphonic 2 жыл бұрын

@@ossiehalvorson7702 I was subscribed to that channel for quite a while until I realized I cannot grasp their more advanced hard science/math explanations. I guess their channel are not for common people like me

@TheDisabledGamersChannel 2 жыл бұрын

This was immensely fascinating, great video !

@z-beeblebrox 2 жыл бұрын

It's amazing how much this project was able to tell us, given a) there's no training data and b) how limited are current observations of exoplanets are! Once we start to get some more robust data, I bet this kind of linguistic approach to organizing star systems will be extremely valuable

@DavidRexGlenn 2 жыл бұрын

I live for videos like this. Cutting edge research presented in a cogent manner without the bells & whistles that distract from the material being presented. Thank you!

@mentysmith7580 2 жыл бұрын

Everything became clear for me at around the 16min mark, it’s a really unique and a good feeling whenever that happens. I want to thank you David for that short introduction there beforehand, that was genius of you to realize in advance that we would benefit from that.Really cool. I wish I had a teacher like you growing up!

@tylerslagel5485 2 жыл бұрын

I still don’t get it.

@hleonetti 2 жыл бұрын

I look forward to every single upload by this channel. I like to watch Cool Worlds' videos when I'm about to go to bed so I can digest and think about these topics as I fall asleep. It's my favorite thing to do. Well done.

@TheRoadLessChosen 2 жыл бұрын

Very intelligent. I’m thankful we have people willing to go this deep to discover more information.

@EagleNebula 2 жыл бұрын

How he is talking, his voice... Its so calming,relaxing to listen to. What a man...

@victoriazalizko6993 2 жыл бұрын

The cat of this girl is adorable 😍😍

@madiqismal4186 2 жыл бұрын

The girl ain't too bad herself 😛

@realitypoet 2 жыл бұрын

This was fascinating! I studied a lot more linguistics at university than I did astronomy, so it was fun to see those concepts applied in a novel way. Also, as much as I love Prof. Kipping's voice (and I do!) it's always nice to hear/see his colleagues/students and their research and remember that the cool worlds lab is a collaborative project. Anyway, thanks as always for sharing and keep the knowledge coming!

@cobracommander4985 2 жыл бұрын

This is hands down the absolute best channel on KZfaq. Please keep up the most excellent work, kind sir.

@CoolWorldsLab 2 жыл бұрын

Thanks so much!

@pomskylifenova7344 2 жыл бұрын

I love this channel. I wish you posted more often because this is one of the best channels on KZfaq!

@KingsMom831 2 жыл бұрын

I have really enjoyed seeing her on some of your previous videos. This is so fascinating!

@coen226 2 жыл бұрын

Yes! This just made my night! Thank you for the incredible work💪🏽❤️

@parkerjohnson5270 2 жыл бұрын

"Cool worlds" is the best channel

@MrEnjoivolcom1 2 жыл бұрын

Emily's back! Love & enjoy her explanations!

@makrjoemrak6043 Жыл бұрын

this is so fascinating, and you're extremely good at explaining

@cadeblush1085 2 жыл бұрын

Great video! I'm definitely following your channel's energy and her explanation of this new research. Fantastic work 👌

@WellDisregardThat 2 жыл бұрын

Wow, this was amazingly well put together. Barely noticed being taken from linguistics to astronomy. I'm currently writing my master's thesis in media studies and can only hope to write something that will be usable for further studies or policies, as my area of study hasn't been explicitly mapped or explored yet. This was very inspiring, both the communication and in particular the interdisciplinary approach.

@view1st 2 жыл бұрын

Great show, great host, great guest! The subject matter is an interesting area of study and holds promise. Keep up the good work, someday you might win the Nobel prize.

@roenne2 2 жыл бұрын

Another excellent video by a fantastic channel. Emily explained everything perfectly 🙂

@rJaune 2 жыл бұрын

It's so amazing that you could eventually glean pretty good information about planetary systems from noisy information. Great explanations! And I also loved Arrival

@keithbyrne1 2 жыл бұрын

Wow so easy to understand! Love it, gotta be my favourite KZfaq channel, mind blown.

@rokasbalciunas8058 2 жыл бұрын

This is so awsome how advances in information theory change the way we make new discoveries!

@JerOCx 2 жыл бұрын

Brilliant Video. Absolutely love this channel.

@993LD 2 жыл бұрын

So happy I found this channel, absolutely superb content 👏

@BigWhitePerson 2 жыл бұрын

This is one the coolest studies I have ever seen. Thank you !

@johnlomax2502 2 жыл бұрын

This is why I love your channel. Literally thinking outside of the box. ☀️

@Czeckie 2 жыл бұрын

damn, you people at cool worlds lab are so creative and bold in your research, love it

@mboyer68 3 ай бұрын

Learning and my family are the two best things in the entire world. Canned laughter/sitcoms are worse than nails on a chalkboard. I love your content. Thank you:)

@rlskinner5261 2 жыл бұрын

Excellent information - thank you so much for a window into your research!

@AlexanderKoryagin 2 жыл бұрын

Amazing! Thank you so much for sharing this!

@JazzyArtKL 2 жыл бұрын

Absolutely brilliant, David!

@TVaz7777 2 жыл бұрын

I found it fascinating! Congratulations to all the people involved in this.

@doandroidsdream1748 2 жыл бұрын

This was truly fascinating. Dr Sandford is a great narrator.

@marcodebruin5370 2 жыл бұрын

From the title I was baffled on what this was about. At the end of the video I was impressed with the very clever way of making sense of a limited dataset. Love to know the outcome of this analysis with ever more data points from future planet findings.

@robertcase4995 2 жыл бұрын

I can't believe I understood that! Thanks

@gmsteele44 2 жыл бұрын

I always get excited when I see a video on this channel.

@SnootchieBootchies27 2 жыл бұрын

Very cool. I love the innovative and pragmatic approach to interpreting a relatively small data set.

@johnbrooks1269 2 жыл бұрын

Fascinating approach. Whether it blooms or withers please keep us posted. At this point the idea has more appeal than the results, but that can quickly change. Carry on!

@chuckcooley7395 2 жыл бұрын

Congratulations DOCTOR Sanford! Hope we hear more of your fascinating research.

@thatotherguy7703 2 жыл бұрын

Fantastic presentation. Complicated ideas but presented so thoughtfully they are easy to understand. Looking forward to hearing more about your work.

@Promis_QS_Panda 2 жыл бұрын

That was so satisfying and fascinating. I study linguistics and it is inspiring to see methods and research being used to discover new worlds. Awesome.

@TheUltimateRage 2 жыл бұрын

The thing I LOVE about Cool Worlds is that it challenges the way we even think about how to go about things. These clever individuals are the ones who contribute to the progression of humanity, because their insight helps us better understand this crazy existence we so happen to inhabit! THANK YOU David Kipping, Emily Sanford, and everyone contributing to the furtherance of human progression!!!!

@GibbHuckley 2 жыл бұрын

Fabulous! Fascinating! A field of study that marries two of my greatest passions, language and astrophysics. The connection between the influence of the parts on the whole in both fields offers a most relevant parallel. I will follow the progress of your work with great interest.

@kylegamble6531 2 жыл бұрын

Every Cool Worlds video is great! You guys don’t miss 😝

@a13Banger 2 жыл бұрын

Geez, I love this channel. Im undecided on whether it's all related to Kipping's voice or something more "science-y"... j/k Absolutely love your content Cool Worlds! Keep it up!!!

@nicklasomme3329 2 жыл бұрын

Its the best to leave a video with new info! New knowledge

@treelight1707 2 жыл бұрын

Interesting topic, and Emily did a great job presenting it. Cheers.

@jimpiaz9537 2 ай бұрын

This woman seems amazingly brilliant. To keep all that in her head and by able to retrieve it so easily is impressive. There is nothing I admire more than a person who has dedicated their mind to a worthwhile cause. You and others like you are the tip of the human intellectual spear. Good job !!!

@CharliMorganMusic 2 жыл бұрын

I don't think I've ever heard something so new and complex explained so we'll. You keep doing you, Emily. This was one of the better Cool Worlds episodes, I think.

@CoolWorldsLab 2 жыл бұрын

Emily will be a superstar soon I think

@petyamiteva2382 2 жыл бұрын

Actually, in Chile it’s Wednesday the 13th as opposed to Friday the 13th, fun fact 😅

@kappesante 2 жыл бұрын

this channel deserves more subscribers

@nursemark447 2 жыл бұрын

Somebody needed to say it. Thank you Dr Emily.

@derp4428 2 жыл бұрын

Fantastic application of great machine learning research!

@paulmullany7147 2 жыл бұрын

That was great. What a chunk of information to get across in 30 minutes. I wonder is this model developed in linguistics commonly applied to recognise and predict patterns in other fields or did one you by chance know enough about it to see its utility? Fasinating stuff. Well done. Paul

@drzoidberg7767 2 жыл бұрын

Definitely one of the more unique and interesting videos I have watched in quite a while. 👍

@erich930 2 ай бұрын

Really amazing stuff! I was absolutely blown away by Arrival, and I think it’s so cool to see it inspire some real cutting-edge science.

@SebastiansFacts 2 жыл бұрын

This is a fascinating and unique approach. This is impressive, it's what it is. And also the kitty is sooo cute :D

@ricksspeedshop 2 жыл бұрын

That's just cool and fascinating! I love this channel, thank you very much :-)

@nassimhadjbenali3819 2 жыл бұрын

This is such an interesting research study, that I wanted to put two likes. Good luck for the rest !

@zeromancer-x 2 жыл бұрын

A new Cool Worlds video, today was a good day. Also, on a side note, this project is very important to the future of galactic cartography. Thanks so much for pioneering yet another segment of astrophysics.

@Ktotwf 2 жыл бұрын

Love to see Dr. Emily back

@bobbyg65 2 жыл бұрын

Outstanding presentation.

@roys3769 2 жыл бұрын

Exciting and pioneering. Very impressive!

@galaxy5am987 2 жыл бұрын

This cahnnel is a gem

@profkingthing 2 жыл бұрын

Thanks for this. Very engaging stuff.

@stevblag2118 2 жыл бұрын

Love how her cat starts off in a formal feline pose, then realizes that it’s gonna be a long video and begins to transition to the classic cat curl up and nap