Equitable Equations
Equitable Equations
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Poisson regression in R
Let's model counts using R! If this vid helps you, please help me a tiny bit by mashing that 'like' button. For more #rstats joy, crush that 'subscribe' button!
Переглядів: 733

Відео

Poisson regression
Переглядів 79221 день тому
Poisson regression is used to model counts, like the number of viewers for vids on UA-cam, Let's get into it! If this vid helps you, please help me a tiny bit by mashing that 'like' button. For more #rstats joy, crush that 'subscribe' button!
Deviance in logistic regression models
Переглядів 762Місяць тому
Why isn't it a great idea to use residual sum of squares to assess logistical models? I'll explain and then show you some better options. If this vid helps you, please help me a tiny bit by mashing that 'like' button. For more #rstats joy, crush that 'subscribe' button!
Simple linear regression in R
Переглядів 1,3 тис.Місяць тому
A simple introduction to simple linear regression suitable for a first stats class that uses R, like mine at Lake Forest College. If this vid helps you, please help me a tiny bit by mashing that 'like' button. For more #rstats joy, crush that 'subscribe' button!
Not-so-simple linear regression with R
Переглядів 4,6 тис.2 місяці тому
Simple linear regression isn't so simple! We'll do a test/train split, build and diagnose a model, consider p-values, look for influential points, make predictions, compute root mean squared error, and more. This is a deep dive! If this vid helps you, please help me a tiny bit by mashing that 'like' button. For more #rstats joy, crush that 'subscribe' button!
Bibliographies with R and Quarto
Переглядів 1,2 тис.2 місяці тому
Today I'm using BibDesk to generate a bibliography file for use in a Quarto document. Easy! If this vid helps you, please help me a tiny bit by mashing that 'like' button. For more #rstats joy, crush that 'subscribe' button!
Beautiful tables with the gt package
Переглядів 3,3 тис.3 місяці тому
Clean, clear tables may not be glamorous, but they're *so* important. Let's get into it! If this vid helps you, please help me a tiny bit by mashing that 'like' button. For more #rstats joy, crush that 'subscribe' button!
Cross references in R and Quarto
Переглядів 1 тис.3 місяці тому
It's easy to reference a figure, table, or equation in a Quarto document. I'll show you how! If this vid helps you, please help me a tiny bit by mashing that 'like' button. For more #rstats joy, crush that 'subscribe' button!
Beautiful presentations with R and Quarto
Переглядів 3,6 тис.3 місяці тому
Beyond the basics! We'll talk about transitions, backgrounds, columns, callouts, and more. If this vid helps you, please help me a tiny bit by mashing that 'like' button. For more #rstats joy, crush that 'subscribe' button!
Return of the starwars data set
Переглядів 8484 місяці тому
What's with all those list columns anyway? What can we do about them? If this vid helps you, please help me a tiny bit by mashing that 'like' button. For more #rstats joy, crush that 'subscribe' button!
LaTeX for R users
Переглядів 2,3 тис.4 місяці тому
Learn how to make nerdy documents even more effective and beautiful with LaTeX. Your mom will be so proud! If this vid helps you, please help me a tiny bit by mashing that 'like' button. For more #rstats joy, crush that 'subscribe' button!
Using Quarto with R and Python for reports, slides, and web publishing
Переглядів 3,8 тис.5 місяців тому
Quarto is an amazing tool for data communication. Let's learn it! If this vid helps you, please help me a tiny bit by mashing that 'like' button. For more #rstats joy, crush that 'subscribe' button!
Understanding the structure of R functions
Переглядів 1,5 тис.5 місяців тому
How are R functions evaluated? What are their components and how can you see them? If this vid helps you, please help me a tiny bit by mashing that 'like' button. For more #rstats joy, crush that 'subscribe' button!
The gamma function
Переглядів 6976 місяців тому
The gamma function
Today I learned in R: Quarto
Переглядів 1,2 тис.6 місяців тому
Today I learned in R: Quarto
Write your own R functions
Переглядів 2,8 тис.7 місяців тому
Write your own R functions
How to add annotations to ggplots in R
Переглядів 1,6 тис.7 місяців тому
How to add annotations to ggplots in R
Log-normal calculations using R
Переглядів 1,3 тис.7 місяців тому
Log-normal calculations using R
The log-normal distribution
Переглядів 5 тис.8 місяців тому
The log-normal distribution
Regression analysis in R: backward selection
Переглядів 3,9 тис.8 місяців тому
Regression analysis in R: backward selection
Computing normal probabilities: examples
Переглядів 6698 місяців тому
Computing normal probabilities: examples
Mutating data frames with case_when
Переглядів 1,5 тис.9 місяців тому
Mutating data frames with case_when
Data visualization with R in 36 minutes
Переглядів 24 тис.9 місяців тому
Data visualization with R in 36 minutes
Scatterplots and regression lines in R
Переглядів 7 тис.9 місяців тому
Scatterplots and regression lines in R
If-else statements in R
Переглядів 3,4 тис.10 місяців тому
If-else statements in R
Data analysis with R: the Billboard Hot 100
Переглядів 5 тис.10 місяців тому
Data analysis with R: the Billboard Hot 100
Controlling the family-wise error rate
Переглядів 55010 місяців тому
Controlling the family-wise error rate
Avoiding data dredging
Переглядів 1,4 тис.11 місяців тому
Avoiding data dredging
Simpson's paradox
Переглядів 1,2 тис.11 місяців тому
Simpson's paradox
How to create an "other" category in R
Переглядів 1,9 тис.Рік тому
How to create an "other" category in R

КОМЕНТАРІ

  • @SyedMuhammadIqbal-c9d
    @SyedMuhammadIqbal-c9d День тому

    I didn't understand the concept of k what it would be, can you solve by letting k equals to some value

    • @EquitableEquations
      @EquitableEquations 9 годин тому

      Hi! It's helpful to think of k as carrying information about the size (broadly speaking) of the rejection region. It's related to the level of significance and can be computed once that's specified, but this isn't typically helpful to do. The important thing in the NP-lemma is that such a k *exists*.

  • @rafalsza
    @rafalsza 2 дні тому

    why not in 5 minutes?

  • @araeisi
    @araeisi 2 дні тому

    I do appreciate it. R to me is a new programming language and I was browsing TY to see what should I and where to start. Yours in my opinion is the best one. Thank you

  • @josenavarrete6151
    @josenavarrete6151 4 дні тому

    Does the fill command works only on NA cells or also in empty cells?

  • @geokola
    @geokola 5 днів тому

    Will have to watch this video many more times at my pace. Otherwise, very nice and simplified video. Thanks Richard.

  • @lowbudgettravelerbd
    @lowbudgettravelerbd 6 днів тому

    thanks a lot

  • @johnbainbridge1931
    @johnbainbridge1931 6 днів тому

    Hi apologies I'm not quite sure how to search within the channel but does Andrew have an intro into Shiny apps?

    • @EquitableEquations
      @EquitableEquations 6 днів тому

      Not yet, I’m sorry! If you go to the channels homepage it should be searchable. I’m doing machine learning stuff mostly right now

  • @hafidhahmadrizqipratama7608
    @hafidhahmadrizqipratama7608 6 днів тому

    Thank you so much for the tutorial video! Very helpful for me on learning a lot about data!!!

  • @loveumesi3577
    @loveumesi3577 7 днів тому

    Great tutorial! Thank you! I've been frustrated with replicating R commands that I don't really understand, but your video have made that clearer

  • @amanmalik1683
    @amanmalik1683 8 днів тому

    Thanks for making me dealwith R in Just one Video !!!

  • @felinamegan6352
    @felinamegan6352 8 днів тому

    thanks this was a great help!

  • @haraldurkarlsson1147
    @haraldurkarlsson1147 8 днів тому

    Just a note - the conv_multiunit function from the measurements package does a nice job on unit conversions (miles per gallon to km per liter)

  • @haraldurkarlsson1147
    @haraldurkarlsson1147 9 днів тому

    Very nice. I am torn whether one should start with base R or jump straight into the tidyverse when teaching R. I get the feeling that one does not appreciate the beauty and simplicity of the tidy (and pipe) approach until one has "suffered" through a little bit of base R s nested approach. After all some things may not run or be needlessly complex in the tidyverse but simple in base R. Any thoughts? - Thanks.

  • @haraldurkarlsson1147
    @haraldurkarlsson1147 9 днів тому

    Andrew, Your point about the missings is interesting but it only amounts to a percent (113 hrs) and may thus not be worth trying to impute. Besides that there could be simple explaination for the missing hours. Perhaps the bike company was closed for a holiday and/or buisness-related activities. Imputation might therefore not be warranted.

    • @EquitableEquations
      @EquitableEquations 9 днів тому

      Yep, totally! I actually have another vid set for release next week that talks about all of this before jumping in to add zeros. Those missing values are pretty much all at odd hours in the middle of the night. The effect on the model is on the order .7 bike per hour, which is surprisingly high.

    • @haraldurkarlsson1147
      @haraldurkarlsson1147 8 днів тому

      @@EquitableEquations By the way I see you are in the Chicago region teaching. I attended uni up there and have family in the area.

  • @haraldurkarlsson1147
    @haraldurkarlsson1147 9 днів тому

    There is only ONE value with heavy rain/ snow so why not just skip it??? (run Bikeshare |> count(weathersit) for a table).

  • @haraldurkarlsson1147
    @haraldurkarlsson1147 9 днів тому

    Good discussion - especially of why you chose to use Poisson.

  • @carlosveramendi2226
    @carlosveramendi2226 10 днів тому

    Believe me, tons of hours and days are wasted to finally run over with content of value like this. Thank you so much

  • @nimababariya3852
    @nimababariya3852 11 днів тому

    hi, do you offer live online lessons to teach R?

    • @EquitableEquations
      @EquitableEquations 10 днів тому

      Hi! I do sometimes, but I'm not able to take on new clients right now, I'm sorry. Busy times!

  • @CaribouDataScience
    @CaribouDataScience 11 днів тому

    Good stuff!

  • @serhatakay8351
    @serhatakay8351 12 днів тому

    There is nothing better than good old statistics in the era of ml/nn

  • @EquitableEquations
    @EquitableEquations 12 днів тому

    You can find materials supporting this vid (and others) at github.com/equitable-equations/youtube. Here's the link to my vid on the {broom} package: ua-cam.com/video/Oy1_A_ZhCY0/v-deo.html

  • @alarabalasaygun7936
    @alarabalasaygun7936 16 днів тому

    awesome video!

  • @yourivyleaguegirl
    @yourivyleaguegirl 17 днів тому

    for those who couldn't get arrange function done: library(dplyr) df=diamonds_sm df2<-df %>%arrange(color) view(df2)

  • @yourivyleaguegirl
    @yourivyleaguegirl 17 днів тому

    I'm getting error in library(tidymodels)=not found and also in "initial_split" not found

  • @yourivyleaguegirl
    @yourivyleaguegirl 17 днів тому

    How do you download air-quality files?

  • @samuelolaoluwa150
    @samuelolaoluwa150 18 днів тому

    You're awesome. I heard to come back here, having watched one of your videos; learning R in 39 minutes. I have a question please I'm doing the data analysis for my research titled; modeling of selected classification methods and comparison of their performance in the classification of anaemia patients among Nigerian children. Now, I've not been using much of R before this work. So I ran into an issue with my dataset. I have one on of my predictor variables to be continuous. When I declared its class in R as numeric, all values for that variable were overwritten as NAs. I can't start checking each cell because there are almost 11,000 observations. How do I fish out where the problem is?

  • @samuelolaoluwa150
    @samuelolaoluwa150 18 днів тому

    You're awesome. I heard to come back here, having watched one of your videos; learning R in 39 minutes. I have a question please I'm doing the data analysis for my research titled; modeling of selected classification methods and comparison of their performance in the classification of anaemia patients among Nigerian children. Now, I've not been using much of R before this work. So I ran into an issue with my dataset. I have one on of my predictor variables to be continuous. When I declared its class in R as numeric, all values for that variable were overwritten as NAs. I can't start checking each cell because there are almost 11,000 observations. How do I fish out where the problem is?

  • @offtopic521
    @offtopic521 19 днів тому

    Hi. Thanks for this. With these examples you're assuming you have the population sd? In practice would you just use your sample sd?

    • @EquitableEquations
      @EquitableEquations 16 днів тому

      Hi! I have vids on this too. An example: ua-cam.com/video/DZbBrDw7Ha8/v-deo.html Using R: ua-cam.com/video/oNpfjcIf2Es/v-deo.html You're right that we almost never have the population sd in practice. Honestly, this is mostly just used to gently introduce sig testing since students are usually more comfortable with z than t at this point in their lives.

  • @haraldurkarlsson1147
    @haraldurkarlsson1147 22 дні тому

    Interesting. I find it easiest to understand lambda as a rate constant as in the decay of a radioactive isotope - N = N_o x exp(-gamma x time).

  • @maireadleyden6387
    @maireadleyden6387 24 дні тому

    Excellent. Thank you

  • @SuperMorglum
    @SuperMorglum 25 днів тому

    new to me: you can to CTRL-1 to shift to the "code pane" and CTRL-2 to shift to the "console" pane

  • @junal27
    @junal27 25 днів тому

    Thank you

  • @EquitableEquations
    @EquitableEquations 26 днів тому

    You can find materials supporting this vid (and others) at github.com/equitable-equations/youtube.

  • @isaak1904
    @isaak1904 27 днів тому

    Thank you sir

  • @TimTim-gm9pj
    @TimTim-gm9pj 29 днів тому

    Hey man, nice videos! I originally came to learn R but then started to speedrun calculus to remember it again. I like your videos a lot.

  • @ginanjarT
    @ginanjarT Місяць тому

    Thank you so much!!! Master student here after 11 years graduated from bachelor degree and never take any education after…recently all things should be corelated with statistic and Rstudio and I had to take repeat course this summer after not passed for data analysis 😢😢 it really helpful!!

  • @HelloThere-lo3qi
    @HelloThere-lo3qi Місяць тому

    Hii, i hope you can answer my quesiton i used stata to process my data... when I tried to use the normal distribution test using swilk, the result came not normally distributed (0,0000 significance T.T) so i tried the ln normal distribution option that came with swilk test in stata, and the significance when so high, def way above 0,05 but the problem is my data variable contains 0 and negative value, does this mean make the result invalid? or is it still valid ? I have return on asset ratio and non-performing loan as my variable hence there will be 0 and negative values.

  • @geo15304
    @geo15304 Місяць тому

    Thank you very much!

  • @bartlibens1620
    @bartlibens1620 Місяць тому

    F(y) ⁵ = [p(y)*y ]⁵ not y⁵?

  • @ibrahimsereer1938
    @ibrahimsereer1938 Місяць тому

    Bro is literally saving me rn

  • @zhizhongpu8937
    @zhizhongpu8937 Місяць тому

    thanks super helpful!

  • @adolfnothitler3536
    @adolfnothitler3536 Місяць тому

    You are the BEST!

  • @Abzarad
    @Abzarad Місяць тому

    Why make positive comments without a 👍? I wish there is a code that enables you to make a hundred likes.

  • @kristinwindsland9615
    @kristinwindsland9615 Місяць тому

    This was REALLY helpful! Thank you!

  • @mo-soliman
    @mo-soliman Місяць тому

    I can't believe that I'm saying this. But now I kinda love R!! I used to HATE R with every bit of my soul, that's largely because it's substantially different from other programming languages I'm used to (most importantly Python, I've always been team Python). But now, I know why R is pretty handy at times, not only for those who are unfamiliar with programming languages and only want to get the job done with simple code, but also for professionals who are tired of specifying every single little thing in their code/graph/... Thank you professor Andrew! I don't know if you realize it, but you do have a very unique way of illustrating concepts, and your approach on explaining the philosophy behind why R was designed the way it's designed really makes a huge difference. I'm really grateful to have found your videos, and I can't wait to finish this playlist (it's statistical programming with R btw) Speaking of playlists, why don't you collect your half-hour videos (the ones that you collect multiple concepts/functions) in R in one playlist so that you can deliver the highest value in the least number of videos with minimal repetition? I think that would be a good idea. I'm talking about videos like 'Learn R in 39 minutes', 'Data Wrangling in R in 27 minutes', 'Data Visualization with R in 36 minutes'. I wish you the best of luck!

    • @EquitableEquations
      @EquitableEquations Місяць тому

      Thanks! I love Python too and use it when it's the better tool for the job (which it sometimes is). I'm actually considering how to restructure my playlists now. Thanks for the input!

  • @Researcholigist
    @Researcholigist Місяць тому

    thank you so much for these valuable lessons!

  • @ifeomajames8702
    @ifeomajames8702 Місяць тому

    Insightful, now you’ve pushed me to work on this dataset

  • @adityellectual4563
    @adityellectual4563 Місяць тому

    I cannot thank you enough for making this video. Even though I was missing on some things I understood deviance and it's importance to the core. Thank you so much. Stealing the quote from the back ground, love you to the moon and back.

    • @EquitableEquations
      @EquitableEquations Місяць тому

      It's a book! www.amazon.com/I-Love-You-Moon-Back/dp/1589255518

  • @CanDoSo_org
    @CanDoSo_org Місяць тому

    Hi, Andrew, could you please make a tutorial for sample selection model? Thanks.

  • @EquitableEquations
    @EquitableEquations Місяць тому

    You can find materials supporting this vid (and others) at github.com/equitable-equations/youtube.