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Introduction to REGRESSION! | SSE, SSR, SST | R-squared | Errors (ε vs. e) 

zedstatistics
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21 авг 2024

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Комментарии : 581   
@rohitekka2674
@rohitekka2674 3 года назад
Absolutely...9 years later your created videos are still saving countless student lives . My binge watching has changed from Netflix to your regression series xD
@bennychun1021
@bennychun1021 2 года назад
Even for doctors preparing for their board exams , such a life saving video
@manishleekha7803
@manishleekha7803 Год назад
@@bennychun1021 How did it go? :)
@hustle-kn5xp
@hustle-kn5xp 3 года назад
I have to square my life then to get rid of all that negativity
@AriPotter
@AriPotter 3 года назад
LOL.
@feelthemoment9552
@feelthemoment9552 3 года назад
how do we square life?
@satishhicks2762
@satishhicks2762 2 года назад
@@feelthemoment9552 live life to the fullest with out any regrets of past. Only present moment awareness.
@chideramarvisonumaku3867
@chideramarvisonumaku3867 2 года назад
🤣🤣
@jenniferyates3032
@jenniferyates3032 Год назад
That's cool I was just thinking of using mean in a joke. Lol
@feanordidnothingwrong
@feanordidnothingwrong 6 лет назад
I'm a first semester MBA student who's never had anything beyond college algebra, and this video made me feel so much better about my stats final next week! I learned more in 15 minutes with this video than I did in the last 3 weeks of class. Just being able to pause, rewind, and think about what you said for a minute helped me so much. I may actually do well on the final next week!
@riaverma8945
@riaverma8945 3 года назад
You are easily the best statistics tutor I've found online- I am SO appreciative of these videos and the time you take to create them!
@SportsMarvels121
@SportsMarvels121 3 года назад
No body in the whole RU-vid would have the intuitive mind like you and the intuitive way of teaching. You just amaze me by your intuitive way of teaching everytime that i want to be a teacher like you. I want my student to love me as i love you because of your method and keeping away from formulas etc
@user-ps2vh1do6t
@user-ps2vh1do6t 6 лет назад
As I just start to learn Statistics and Data Science, this lecture (I can't call this just 'video') is 10 times useful and helpful than real class to understand what Regression is. I've been watching whole 5 series over 5 times each and get close to clear understanding. I dare to ask lecturer to create more lectures to save many students who are still suffering from a confusion of concepts.
@zedstatistics
@zedstatistics 6 лет назад
Thanks for the lovely comment! I'm putting many more videos up these days, hope you enjoy :)
@PunmasterSTP
@PunmasterSTP 2 года назад
I know it's been a long long time, but I was just curious; how'd the rest of your class go?
@V_683
@V_683 5 лет назад
No teacher no book has explained me as well as you. Thank you ever so much! You are a very gifted teacher by nature.
@suhasjadhav1610
@suhasjadhav1610 3 года назад
Justin I must say you are one of the those precious teachers who can explain complicated statistics concepts in a very intuitive and simplistic manner. Kudos to you!!!!!
@gauravjeet2181
@gauravjeet2181 8 лет назад
this is by FAR THE BEST regression explanation i have seen ...i attaneded a 3 hour lecture and couldnt make a head and tail of the prof at ASU ...but voila u did the magic !
@stevstrums23
@stevstrums23 4 года назад
same here.. they on some bs at asu bro
@zedstatistics
@zedstatistics 11 лет назад
Video #2 complete. Check the zstatistics channel :) Others coming shortly (promise!)
@belleinspire
@belleinspire 2 месяца назад
I got sick with COVID a bit over a year ago. It affected me neurologically in a pretty severe way where I was left unable to think, speak, read, or remember anything for at least 9 months. I am now much improved but still struggling to navigate this new world of diminished cognitive ability I find myself in. As I am finally, slowly re-entering my PhD program (in a social science) and having to re-learn all my statistics, I am constantly running into the limitations of these new cognitive disabilities. Nothing, and I truly mean nothing, has worked for me until I found these videos. I can't thank you enough for making them. It feels like I can finally hold on to these concepts for the first time in a long time. Thank you so much for making me feel like I can actually manage to re-learn statistics and finish my PhD. It is a gift.
@liuqing1995
@liuqing1995 4 года назад
I started to learn statistics in August of 2018, while today is the first day I understand SSE, SSR, and SST. Thank you so much!
@sandeepandu
@sandeepandu 6 лет назад
SSRegression=ExplainedSS and SSError=ResidulaSS, for those who are saying it's a mistake. It's just a matter of notation. The video is 100% correct.
@arunprx
@arunprx 10 лет назад
It would be nice if the trainer also explains that many professors call what the trainer calls here as SSR as SSE and vice versa. In those cases, SSE is the Explained Sum of Squares and SSR is the Residual Sum of Squares.
@zedstatistics
@zedstatistics 6 лет назад
Hi, there's a pop up comment that explains this at 8:51. I understand that it might not be visible on mobiles, so apologies. In Australia we use SSR = Sum of Squares due to Regression. SSE = Sum of squares due to Error.
@szewahchan6753
@szewahchan6753 3 года назад
Thank you so much Arun. I was confused. Your reminder really helps.
@itskathan7940
@itskathan7940 3 года назад
Please pin this comment! This is very helpful :)
@JamesJon1187
@JamesJon1187 3 года назад
@@zedstatistics I'm on a desktop, but it doesnt come out.
@JamesJon1187
@JamesJon1187 3 года назад
@Arun Thank you!
@pandabearmonster
@pandabearmonster 3 года назад
What I got from this video is enlightenment. When searching for SSE and SSR on youtube I was either gonna click on a pretty lady's thumbnail or this handsome man's thumbnail. So glad I clicked yours. Oh dear, the accent really helped too. I digress. Really good video, I seriously finally understood. Thanks!
@mohammedemran8626
@mohammedemran8626 7 лет назад
such an amazing explanation of regression. I have searched a lot of video clips. this is the best to get the concept of regression. Amazing. I think the rest four on regression will also be nice like this.
@zedstatistics
@zedstatistics 5 лет назад
You betcha. Check out the playlist I've created for them in my channel. :)
@morganloveslace
@morganloveslace 2 года назад
I've been taking a data analysis course at uni and watching this has made the concepts I've learned fit together far more intuitively. Thanks Zed!
@PunmasterSTP
@PunmasterSTP 2 года назад
How did the rest of your class go?
@AeroMx8
@AeroMx8 10 лет назад
Very good explanation. Would have been great if I saw this before my exam, but at least I have a better understanding of this, which I can apply in the future.
@Mica_No
@Mica_No 3 года назад
Wow youre the manifestation of staying positiv
@xingyewang2242
@xingyewang2242 2 года назад
Absolutely even after 7 years
@anishnehete
@anishnehete 2 года назад
@@xingyewang2242 facts
@sausagelamo
@sausagelamo 9 лет назад
in 2 minutes I understood what my teacher was trying to explain over a week
@ashishk81
@ashishk81 4 года назад
Vis o length is 15 min , how did you understand it in 2 minutes
@MuhdIzzatFarhan
@MuhdIzzatFarhan 4 года назад
clown
@jeevanpati1993
@jeevanpati1993 4 года назад
he meant the essence of regression, as to why we do it. that is well captured within the first 2 mins of the lesson.
@EmilParkour
@EmilParkour 3 года назад
@@ashishk81 The statement can still be true. In 2 minutes, they understood what took the teacher over a week. Say it was exactly one week as an easier example: Then in 4 minutes it would be the equivalent of 2 weeks with their teacher. In 8 minutes it would equate to 4 weeks. As "Vis o length is 15 min" it means it would have taken their teacher over 7.5 weeks. Maybe you should learn statistics ;) lol
@EmilParkour
@EmilParkour 3 года назад
@@ashishk81 Also, just for lolz, I watch tutorials at 2 times speed and i skip to the next part when I've understood the current concept, since there is often repetition or examples. I understood this lesson in way under 15 minutes. So it's not like all brains work at the same speed. Hell some people can read a 1000 page book in a day.
@koridean6258
@koridean6258 4 года назад
someone please tell me why this man perfectly explained in 15 minutes what my professor has been trying to explain to me for the past 2 months
@outrightmed
@outrightmed 3 года назад
It's rare that every word in a video on statistics is made understandable. Great job!
@madj0312
@madj0312 4 года назад
I'm watching a 9-year-old video on 10/5/2020. The best explanation video I can say. I was confused even after half an hour of searching and he explained everything in a detailed manner with the appropriate choice of words. Thank you very much.
@liamaldensmith1779
@liamaldensmith1779 4 года назад
Wow dude, you're going to help me actually pass this quantitative analysis class for my public policy degree. I was really worried that i just couldn't understand this stuff until now. Thank you for breaking things down and making them so simple and straightforward. This actually makes sense now.
@PunmasterSTP
@PunmasterSTP 2 года назад
I'm just curious; how'd the rest of the class go?
@jaypod
@jaypod 4 года назад
Thanks heaps for this series mate. I'm taking a course (Data Analysis for social scientists) from MIT and it's so bad that I'd almost given up. I usually write down the concepts in a notebook and try to make sense of things. But it wasn't working for that course. This has helped a lot more than those taught by Nobel prize winning instructors! No offense to them but your content is a lot easier to follow and understand the intuition behind it all. I'll attempt that course again after going through your material. I can never thank you enough. Hope things are better in Sydney. We're under stage 4 curfew here in Melbourne. Good time to gain some knowledge. Hopefully I can contribute to the community in future. Cheers mate.
@zedstatistics
@zedstatistics 4 года назад
Much love for the Victorians out there.
@jaypod
@jaypod 4 года назад
@@zedstatistics Thanks man. :)
@PunmasterSTP
@PunmasterSTP 2 года назад
Hey I came across your comment and was just curious. How did the rest of the class go?
@jaypod
@jaypod 2 года назад
@@PunmasterSTP hey.. yeah, the course was okayish. I was probably a bit too harsh in my original comment. But given a chance I wouldn't do it again. If someone is a complete beginner the course is going to be overwhelming as it covers a lot of stuff but only at a very shallow level. If someone already knows these stuff then they might gain some value out of it. It doesn't teach R either and expects students to know how to program in R before starting the course. Depends on what you're trying to achieve. I liked the Machine Learning course. The Probability and the Statistics courses are amazing. But they're very theoretical and teach the mathematics and intuition behind those formulae and even derive many of those. I'm looking forward to the Python Data Analysis course this May. It's replacing the Data Analysis for social scientists course!
@PunmasterSTP
@PunmasterSTP 2 года назад
@@jaypod I definitely know the feeling about "hidden prerequisites" and unreasonable expectations. I'm glad there were some good qualities to your courses, and I'm glad to hear about the Python Data Analysis class!
@nareshhh96
@nareshhh96 Год назад
Several hours after diving into a regression rabbit hole on RU-vid, I can condiently say that this is the most intuitive explanation I found. Thanks a lot, Zed!!
@zedstatistics
@zedstatistics 12 лет назад
Hey SSaB, thanks for the comment. Check my reply to Sachin's comment below (as he had the same problem). It might be an Australian/American difference, but depending on what E and R stand for, the meanings might be reversed. My advice? Never just write SSE and SSR. It's one of the more annoying inconsistencies in stats - so always take pains to explicitly what the letters stand for (in someone elses explanation, as with your own work!). Hope that clears it up!
@yaling1865
@yaling1865 Год назад
still saving students 11 years later. Thank you sir!
@szewahchan6753
@szewahchan6753 3 года назад
The colouring system matching the equations and graph really helps. Thank you!
@user-wv3jg9np1v
@user-wv3jg9np1v 10 месяцев назад
My goodness! is all I can say. I have been in limbo in my data mining classes because the professor just keeps talking and talking, and I can't seem to understand anything. Your videos have been a lifesaver. Not all professors ought to be teaching, and this is why students sometimes grow weary of going to school because some professors are better at research than teaching.
@SiddhantSethi02
@SiddhantSethi02 Год назад
This literally is the best explanation of the regression terminologies. I have had so much confusion despite reading so many text and videos. However, your explanation was so eloquent, precise and to the point. Thank you very much for your contribution :D
@iroastyoutubers9793
@iroastyoutubers9793 4 года назад
Bro this was like legit the Enlightenment
@zedstatistics
@zedstatistics 4 года назад
Flattered. Especially coming from a roaster on the reg.
@sprokkelmof
@sprokkelmof 8 лет назад
you are saving my life here man. Have an exam in statistics tomorrow, which i am deff going to fail, but im going to watch your videos and try to catch up with everything for my re exam in 2 months. The books and colleges i got from my university are as if they are in chinese to me; this is so much more understandable!
@feelthemoment9552
@feelthemoment9552 3 года назад
These details i searched everywhere and i found those here...I am always like to learn so deep like you teach in deep.
@honeyjain6655
@honeyjain6655 Год назад
This is just amazing, I read thrice the CFA curriculum, which is written by PhD, Masters, but couldn't understand the single thing. Kudos to our new quants prof.
@MisterLobb
@MisterLobb 3 года назад
The best lessons can be put in the simplest terms. This is a great resource for algebra teachers and their students.
@rafaelerwin
@rafaelerwin 10 месяцев назад
Gosh! You're the best stats/econometric teacher I've found so far explaining this!
@qianwu1873
@qianwu1873 6 лет назад
The population regression function was something I didn't pay attention to before, but learning more about it from your video really helps me understand the regression concepts better!! Thank you!
@sillymonger
@sillymonger 8 лет назад
I love you... thank you so much! I will name my 14th child after you. Seriously though, keep up the amazing explanations!
@kelly_browning
@kelly_browning 5 лет назад
Man this is so much better than the explanation I received from my online course (from a Business School)!! Great job and THANK YOU!!
@jmelb7840
@jmelb7840 3 года назад
Thanks buddy, for making the effort to produce this useful explainer video. I'm currently doing a part-time MBA and having trouble understanding the statistics class. 9 years after your post, viewers like me are still benefiting! - Your new subscriber from Melbourne
@thukral98
@thukral98 4 года назад
I owe u my success in CFA examination...will never forget regression for my entire life.
@rahulfederer20
@rahulfederer20 3 года назад
This god is still liking comments legend.
@rider2731
@rider2731 6 лет назад
You are so talented in explaining it. You spoke clearly and articulately. It makes it easy for others to follow. I wish I had professors like you when I was in college. Great job, thank you for sharing. Please make more videos of the same kind.
@hariomhudiya8263
@hariomhudiya8263 2 года назад
10yrs ago this was created still one of the finest well explained video on the topic , hats off to the creator👏
@cashorts748
@cashorts748 Год назад
He is actually my teacher in school LOL😄
@shadrinan90
@shadrinan90 2 года назад
Thank you! I am studying for CFA and regrettably they do not provide such pictures as you. Your explanations are soooo clear!
@laryneskridge-williams4194
@laryneskridge-williams4194 Год назад
OMG thank you for this simplified, clear, and concise explanation on regression. I never had an instructor clearly explain the coefficients and symbols, which is why it's so intimidating for me to complete a formula. I still have some questions about the estimates for B0 and B1, but overall very helpful. THANK YOU!
@juliocezarsilva5979
@juliocezarsilva5979 2 года назад
Your explanation of SSE is what sold me. Thank you Zed, and I'll be seeing ya.
@ahnafislam6004
@ahnafislam6004 4 года назад
NOBODY explains stat quite like you do..Brilliant job!
@lessthanzero.
@lessthanzero. Год назад
The visual on the SSR, SSE, and SST did it for me. Amazing vid
@MrSiddhantsaini
@MrSiddhantsaini 4 года назад
You're a genius in explaining concepts. you made it look like a grade 4 class.
@jlin74
@jlin74 3 года назад
Wow! Better explained than my college professor. I wasted thousands of dollars! Thank you!!!!
@TheOntheskies
@TheOntheskies 3 года назад
Now i will never forget what's SSE, SSR, and SST. Thank you so much, bro!
@tushtichakraborty4149
@tushtichakraborty4149 11 месяцев назад
Oh. My. God. This is the best video I have ever seen on Regression basics. You're so coooool, sir. I wonder how you taught yourself this because it's pure genius. I am so happy, I am really struggling with Regression Analysis, that too simple reg. Idk what would happen in multiple regression.
@Animewriter13
@Animewriter13 11 лет назад
Thank you! I went to class today and the professor just confused me. You are a life saver!
@PunmasterSTP
@PunmasterSTP 2 года назад
What is regression? More like "Your videos are certainly impressin'!" Thanks for making and sharing them; they had some of the clearest descriptions I've seen anywhere in RU-vid.
@riderblack6401
@riderblack6401 7 лет назад
Great vid, that I will recommend to anyone who is beginning in his machine learning or python career.
@Alptraum669
@Alptraum669 5 лет назад
Your goddamn avatar
@pupface
@pupface 10 месяцев назад
This is a great explanation. I never understand why you have to take the square rather than the absolute value
@shreyagovil8641
@shreyagovil8641 3 года назад
The best explanation I have watched till now !
@isabellasanar2143
@isabellasanar2143 2 года назад
This is the most helpful video I have ever seen for my stats class! Thank you so much. I hope both sides of your pillows are cold at night.
@planetx1823
@planetx1823 3 года назад
I was so scared of topics like this (I am trying machine learning kinda a newbie) but now i feel encouraged...You taught it so well...thank you
@gauravgupta2266
@gauravgupta2266 3 года назад
Thank you for the great video. After searching the whole internet probably one of the best explanations I found so far!!
@emsdy6741
@emsdy6741 3 года назад
This channel deserves a million subscribers. I am glad I found it. This helps me understand statistics.
@idabrit
@idabrit 2 года назад
Amazing! I'm a postdoc coming from a qualitative background but now moving into a more quant space, and I'm missing really fundamental principles of this stuff which are explained beautifully here. People trying to teach me stats tend to toss out 'obvious' statements like "and of course this R2 tells us how much of the variance is explained by the model", and I had NO IDEA what that meant until today!
@christophmichel9496
@christophmichel9496 2 года назад
Needed to pause the session to leave a comment, even if i am a couple of years to late .... you are really an awesome teacher. If you are not already teaching, think about to do it , the world needs people like you who can explain things in a way that even a stone would understand. Just saying, I had a lot people trying to teach me and normally it requires me doing research at home, teaching basically myself to understand and make use of what was taught to me but with you and your statistic videos I don't feel a research at home is necessary. Ok, in that sense your videos are my research at home but I was not taught before.
@zedstatistics
@zedstatistics 2 года назад
Thanks so much, CM. You'll be glad to know I've become a high school teacher just this last year :)
@TheAthakur
@TheAthakur 4 года назад
Thank you so much for this series. It beautifully binds the interpretation of results with the mathematical concepts behind the regression model. I could not find any other lecture (online or offline) doing that for me. Is there any chance of you covering SEM?
@DFCinBE
@DFCinBE Год назад
Absolutely brilliant ! You've been able to explain some of the things that were confusing me for a long time ! Thanks so much for your videos !
@AZacLife
@AZacLife 2 года назад
Thank you so much, after hours studying SLR through other mean and getting nowhere, I finally cracked it thanks to your little video!
@kulinjichisema2754
@kulinjichisema2754 3 года назад
Understandable, I like the presentation. I was afraid of exams, now I'm more than ready.
@sheebee8398
@sheebee8398 7 лет назад
Thank you very much. It shows that diverse approaches and perspectives will help the populace as a whole, come to a greater understanding of life's complexities.
@internetuser2291
@internetuser2291 2 года назад
You videos are a gift for me as i struggle to understand stat,your videos make things clear as day.. May Allah grant you a long peaceful life...
@jpart0317
@jpart0317 4 года назад
Very informative and easy to follow along..I find a lot of other stat videos a bit confusing and difficult to follow but this video was perfect . Thank you so much.
@dasbootyliciousness271
@dasbootyliciousness271 5 лет назад
You are a god amongst humans! Thank you for giving an understanding what SSE, SSR and SST are all about.
@asmitasengupta3966
@asmitasengupta3966 3 года назад
The most beautiful video on regression series that I have come across. You are simply amazing!
@MyMy-tv7fd
@MyMy-tv7fd 2 года назад
this is a top quality presentation, I wish I had been able to see it when I did my degree (which contained two years of undergrad stats)
@joeaustinathimalamaria624
@joeaustinathimalamaria624 5 лет назад
Man you're the best. Wish you were my teacher. Most forums or websites say that sse = ssr.
@R_Ash131
@R_Ash131 3 года назад
I have to admit, your video is the best in this topic anyone can find out here! I mean.. by far is best!! Hat's off 👌👊
@thm4337
@thm4337 5 лет назад
This video was helpful for me, especially because of the graphics you have used in order to explain the different terms. They are awesome. Thank you very much!
@harshsingh0996
@harshsingh0996 3 года назад
i know the level of hardwork to make this type of quality videos . thank you so much
@mahmoudalmahamid2658
@mahmoudalmahamid2658 3 года назад
yeseedak Rabi. Perfect explanation!!!! My professor confused me and you fixed it:) Keep going, dude.
@yuvikayadav8203
@yuvikayadav8203 2 года назад
Oh my god this is so good and useful. My bachelor degree is failed in front of this. I could just watch all these videos here and get more knowledge than I would ger through my books.
@bbishyy
@bbishyy 6 лет назад
I think it's amazing how you can explain this to me better than my real life instructor at my "high ranked" university. Thanks
@julmorley
@julmorley 4 года назад
This was incredibly helpful. Thanks for giving a great lecture!
@89rmehra
@89rmehra 6 лет назад
This is an amazing video. Thank you very much for explaining all terms in such a good visual manner. I was facing so much issue in trying to understand these terms via theory books.
@ruthnwofor7063
@ruthnwofor7063 3 года назад
I appreciate this from the bottom of my heart.
@po-t7299
@po-t7299 Год назад
One reason why I hate abbrevations: ESS = SSR Explained Sum of Squares / Sum of Squares of the Regression RSS = SSE Residual Sum of Squares / Sum of Squares of the Error 🤯 statisticians could not make things more complicated! I somehow thought the appellations would be ESS = SSE / RSS = SSR. Thanks for the explanation! I think it is finally stuck in my brain after reading and listening to teachers, writers, university professors... P.S. Wikipedia can be even more confusing: "the explained sum of squares (ESS), alternatively known as the model sum of squares or sum of squares due to regression (SSR - not to be confused with the residual sum of squares (RSS) or sum of squares of errors)" "the residual sum of squares (RSS), also known as the **sum of squared residuals (SSR)** or the sum of squared estimate of errors (SSE)" WAIT WHAT?! They use SSR for both Sum of squares due to regression AND Sum of squared residuals?! 🤣😂 For the confused souls out there, I hope this helps.
@honeyahuja474
@honeyahuja474 10 лет назад
thanks a lot Justin. Your explanation is just awesome!Never seen a video with such a clear explanation. I was so afraid of understanding Regression but you made my day :) thanks again!Cheers (y)
@alesh2275
@alesh2275 4 года назад
Concentrating is such a challenge with such a handsome teacher.
@smoothacceleration437
@smoothacceleration437 5 лет назад
Crazy good video. Made me understand regression like no other text or video ever. Brilliant.
@thungp
@thungp 8 лет назад
I'll second all the positive comments on this thread. Very clear, informative and helpful.
@nyczcrzyazn1
@nyczcrzyazn1 12 лет назад
You explained the concepts better than my professor! Thank you!!
@HarpreetSingh-ke2zk
@HarpreetSingh-ke2zk 7 лет назад
Such a nearly true line (simple videos) fits (clears) my data points (doubts).
@chetanshastry9040
@chetanshastry9040 Год назад
This is the best among any regression videos, Thanks sir
@HamletNOR
@HamletNOR 7 лет назад
This was a VERY good video mate. I learned so much from this after seeing it several times now! Have a great weekend!
@cakefactoryy
@cakefactoryy Месяц назад
This video is amazing; it helped me so much!👍
@tungtran770
@tungtran770 Год назад
chile.... why couldnt my instructor teach like this. literally teaches the class as if we already know what every notation in statistics represents.
@atulkrishna4992
@atulkrishna4992 4 года назад
There isn’t a better explanation ! Thanks mate !
@zedstatistics
@zedstatistics 4 года назад
Too kind!
@MrObveous777
@MrObveous777 4 года назад
the fucking best video on this I have seen on this. It all makes so much sense now
@zedstatistics
@zedstatistics 4 года назад
My new tagline for the channel.
@pedrerorey
@pedrerorey 9 лет назад
I understood more in this video than in class! Thanks a lot!
@sridharalla1269
@sridharalla1269 9 лет назад
This got to be the best video on regression. This is simply superb, really like it.
@pasha7293
@pasha7293 4 года назад
Amazing explanation. Making it easy for us to understand such concepts.
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