Data Science & Statistics Tutorial: The Poisson Distribution

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365 Data Science

365 Data Science

Күн бұрын

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When we measure the occurrences of an event over a certain period of time or distance, we are often left wondering if what we observe is surprising. The Poisson Distribution helps us determine the likelihood of specific discrete outcomes based on a given historical average number of occurrences. For instance, we know that the average firefly lights up 7 times over the course of 20 seconds. With this distribution we can determine the extent to which it will be out of the norm if it lights up only 4 times during that interval. Being able to spot unusual frequencies of recurring events will help us determine whether something is worrisome or not and if we should further investigate the problem.
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#datascience #statistics #tutorial

Пікірлер: 72
@365DataScience
@365DataScience 3 жыл бұрын
👉🏻 Sign up for Our Complete Data Science Training with 57% OFF: bit.ly/33DO9i4
@nazifataha8868
@nazifataha8868 3 жыл бұрын
Wish you explained how the formula came about but nonetheless thank you for the visuals and clear explanation
@farrys8487
@farrys8487 4 жыл бұрын
The croissant distribution
@xash3000
@xash3000 3 жыл бұрын
Hahahaha
@kejnextdoor
@kejnextdoor 2 жыл бұрын
HAHAHAHAHA
@moncboi8471
@moncboi8471 2 жыл бұрын
lol
@lee3929
@lee3929 2 жыл бұрын
I can't focus anymore
@kasala965
@kasala965 8 ай бұрын
this comment finally made it clear to me how to pronounce poisson properly.
@Apuscus
@Apuscus 4 жыл бұрын
Thank you so much! Such clear, coherently and simple explanation!
@a103yo
@a103yo 3 жыл бұрын
Clear, simple and concise. Brilliant explanation. Very useful!!
@365DataScience
@365DataScience 3 жыл бұрын
Glad it was helpful!
@sanjeevb007
@sanjeevb007 4 жыл бұрын
5 minutes and i had it all...Thanks 365 Data Science.!!!
@jasonroggy4393
@jasonroggy4393 3 жыл бұрын
your videos are interesting ! i like them ! its one of the best that i see
@rimed5718
@rimed5718 Жыл бұрын
Very helpful, I like the clarity
@heilapaulino7602
@heilapaulino7602 2 жыл бұрын
So useful! Thank you.
@bhaveshohal3390
@bhaveshohal3390 4 жыл бұрын
Thank you Sir, the video was good
@wallis5955
@wallis5955 4 жыл бұрын
Very well put together
@YatharthPatil_14
@YatharthPatil_14 4 ай бұрын
Clear and Concise
@shrexy8095
@shrexy8095 Жыл бұрын
Brilliant!
@venus8331
@venus8331 3 жыл бұрын
So underrated channel
@charleskidney4279
@charleskidney4279 10 ай бұрын
Good video, cleared up a lot for me. However still lost on those formula's
@yingzpiration
@yingzpiration 5 жыл бұрын
Is there a reason why you uploaded 2 Poisson Dist video in your playlist? Or is Exponential Dist missing?
@hahaeggplanet12
@hahaeggplanet12 4 жыл бұрын
thank you!
@_clergyman
@_clergyman 3 ай бұрын
thank you
@naolgizaw8261
@naolgizaw8261 Жыл бұрын
Thank you man
@aryaagrawal4889
@aryaagrawal4889 Жыл бұрын
oh my god!!...you really rock!..loved this
@raghuk1523
@raghuk1523 3 жыл бұрын
Very useful 😃
@smitshah8074
@smitshah8074 3 жыл бұрын
thank you sir
@Oceansteve
@Oceansteve 2 жыл бұрын
useful video.. subscribed.
@btbbbiologythebrainbuffer6012
@btbbbiologythebrainbuffer6012 3 жыл бұрын
Helpful ✌✌🙏
@antonbreugel3332
@antonbreugel3332 4 жыл бұрын
AMEN DUDE
@keym3955
@keym3955 Жыл бұрын
Thank you.
@balavigneshm6111
@balavigneshm6111 4 жыл бұрын
Can you please make the Probability Mass function and Probability density function videos.
@AkulSamratbluechip
@AkulSamratbluechip 2 жыл бұрын
Great
@jiminworkaholic82
@jiminworkaholic82 2 жыл бұрын
THANKS MY FRIEND😼
@hasannazarov4992
@hasannazarov4992 5 жыл бұрын
Usefullll !!!!
@user-ui7ff7eg8l
@user-ui7ff7eg8l Жыл бұрын
What if I had example: First day there is 3 students asking question, second day there were 5 students asking question. Do i take lambda to be 4 (as average) ?
@gauravjoshi3566
@gauravjoshi3566 4 жыл бұрын
nice
@Amit17utube
@Amit17utube 4 жыл бұрын
What's the solution to the firefly problem? Is it .8% probability?
@Theprime-1234
@Theprime-1234 2 ай бұрын
could you make videos on this distributions Geometric Distribution Hypergeometric Distribution Negative Binomial Distribution Continuous Probability Distributions Uniform Distribution Exponential Distribution Laplace / double-sided exponential Cauchy Distribution Gamma Distribution Rayleigh Distribution Beta Distribution
@valots
@valots 5 жыл бұрын
Now is right :)
@MatLICEABECERRILSANTIAGO
@MatLICEABECERRILSANTIAGO 2 жыл бұрын
are you gonna finish that (french accent) poisson?
@aiax742
@aiax742 3 жыл бұрын
IT'S PRONOUNCED EULER
@shritishaw7510
@shritishaw7510 3 жыл бұрын
aren't ya the same guy, who advertises for Simplilearn!?!? btw the content is very lucrative.
@yavarjn2055
@yavarjn2055 11 ай бұрын
We need to know where the equations come from.
@jooao_guerra
@jooao_guerra 4 жыл бұрын
Nice video! By the way, I tried to calculate the probability of a fly lighting 8 times in 20 seconds. I didn't know exactly how to do it so instead of lambda = 3 (3 lights/10 sec), I used lambda = 6 (6 lights/20 sec), which gives us a probability of 25.6%. Can anyone help me? Is it correct?
@plasticflower
@plasticflower 2 жыл бұрын
Well, if you plug those values, λ=6 and y=8, you should get 10.32% as the chance for getting exactly 8 times or am I wrong? I checked with an online poisson calculator and it seems like 25.6% is the chance of getting 8 or more times in 20 seconds? What exact formula did you use? (All that is of course, assuming we can just scale 3/10 up to 6/20 which is an assumption I'm not sure is OK. I mean consider if we asked about the odds of getting 4 times in 10 seconds, where 3/10 was the expected value? We get around 16% so I'm not sure we can scale things up and down that way...)
@jooao_guerra
@jooao_guerra 2 жыл бұрын
@@plasticflower Hi. Thanks for the reply (I don't remember which formula I used). By the way, are you a mathematician, a statistician or something like that? You seem to have some knowledge in the area, and I just happen to be struggling with another stathistical problem. Could you give me a brief help? I can explain it to you in detail in some of your videos' comment.
@plasticflower
@plasticflower 2 жыл бұрын
@@jooao_guerra Hey, no I'm just taking a course on statistics at the moment, so I don't really have any deeper knowledge. But if there's another problem you could just post it here and maybe I can give you an idea or another angle? No promises though :P
@sebastiankraust6236
@sebastiankraust6236 Жыл бұрын
When given a rate, you scale it up to the desired unit of interest (in your case 20 seconds). Lambda is the expected value, so in a 20 second interval you would expect to see 6 occurences, therefore λ = 6. Then, Pr(X=8) = 0.103258. Source: en.wikipedia.org/wiki/Poisson_distribution#Probability_mass_function
@mukeshpant8669
@mukeshpant8669 3 жыл бұрын
👍
@scottsmith4006
@scottsmith4006 2 жыл бұрын
OILER It's pronounced "oiler," not "you-ler." That's my only complaint.
@moncboi8471
@moncboi8471 2 жыл бұрын
hahaha... I almost missed it
@TheGroundskeeper
@TheGroundskeeper 4 жыл бұрын
I know I’m a stickler guys, but any math person is going insane right now. I have to say it. It isn’t Yuler’s number. It’s Oiler’s number. Euler->Oiler. 🤬
@Captinofthemudslayer
@Captinofthemudslayer 3 жыл бұрын
how would you do this Say you started a KZbin channel about a year ago. You’ve done quite well so far and have collected some data. You want to know the probability of at least x visitors to your channel given some time period. The obvious choice in distributions is the Poisson distribution which depends only on one parameter, λ, which is the average number of occurrences per interval. We want to estimate this parameter using Maximum Likelihood Estimation. Simulate 100 visits to your youtube channel, assuming that they will a Poisson distribution with a mean of 10 visits per minute. Plot the arrival time vs visitor index.
@randaya5854
@randaya5854 Жыл бұрын
The only thing that you didn't nail is pronouncing Euler. It's pronouned as "oiler" not U-ler. But overall, I like the content.
@oedhelsetren
@oedhelsetren Жыл бұрын
Euler is pronounced oy-ler not yu-ler.
@scottlapier4797
@scottlapier4797 5 ай бұрын
Is anyone else here after starting Gravity's Rainbow?
@memming
@memming 3 жыл бұрын
Good stuff, but the pronunciation of 'Euler' is very wrong...
@mathyouforgot
@mathyouforgot 2 жыл бұрын
i feel this video ended a bit early.
@marwanalameri5344
@marwanalameri5344 4 жыл бұрын
Where transition
@NobdyInfinite
@NobdyInfinite 4 жыл бұрын
*translation
@phenomenalphysics3548
@phenomenalphysics3548 4 жыл бұрын
Where did the formula came from? Oh is this an engineering tutorial? Sorry for asking proof but please
@dukashraj9693
@dukashraj9693 4 жыл бұрын
why use lamada and what mean
@ThinkLikeaPhysicist
@ThinkLikeaPhysicist 4 жыл бұрын
I've got some videos on the Poisson distribution and its derivation, in case you're interested.
@Gruemoth
@Gruemoth 4 жыл бұрын
*Euler* is pronounced *Oi-ler* not *You-ler.* Great explanation otherwise
@TBoy205
@TBoy205 3 жыл бұрын
pronounces poisson correctly, can’t pronounce euler correctly
@George-rq1yp
@George-rq1yp Жыл бұрын
half-backed explanation, not impressed at all
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