Explore your data using R programming

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R Programming 101

R Programming 101

Күн бұрын

When doing data analysis, you need to start with a good understanding of you data. To explore your data, R has some fantastic and easy to use functions. In this video I take you through the process of exploring dataset and understanding its various characteristics and dimensions using data that you can access on your computer. This is an R programming for beginners video. It is for people interested in data science, statistics, r programming, quantitative analysis and research in general. I use the tidyverse to do my data exploration. That includes ggplot, dplyr and other packages. I also work in R-Studio.
If you're interested in doing a course in R - go to www.learnmore365.com

Пікірлер: 139
@RProgramming101
@RProgramming101 Жыл бұрын
Get my FREE cheat sheets for R programming and statistics (including transcripts of these lessons) here: www.learnmore365.com/courses/rprogramming-resource-library
@ilhemdjenane
@ilhemdjenane Ай бұрын
Just started learning R, I love how you simplify things to make them make sense. Thank you
@chriskerr6500
@chriskerr6500 2 жыл бұрын
Just started Learning R Programming and your videos are some of the best and easiest to follow. Keep up the great work!
@RProgramming101
@RProgramming101 2 жыл бұрын
Thanks for the encouragement!! Will do :)
@TakeFlow1
@TakeFlow1 2 жыл бұрын
Thank you for these tutorials! So far, your channel is the best one I've found to start learning R. Keep up the good work! We appreciate it!
@darkcloud13
@darkcloud13 6 ай бұрын
Honestly, I've never done anything in R before, just started randomly watching this video. I understood EVERYTHING! Just amazing, definitely subscribed.
@christianjimenez2383
@christianjimenez2383 2 жыл бұрын
Please, please keep making these videos. It is crucial for us data analyst who are just getting started and would like to continue expanding our knowledge. I would even donate if you had a patreon
@pipertripp
@pipertripp 2 жыл бұрын
Great content, Greg. Thanks much for taking the time to put it all together.
@goodmanshawnhuang
@goodmanshawnhuang 2 жыл бұрын
Great work! It re-ignited my passion for R. Thanks a lot!
@josecastro4143
@josecastro4143 2 жыл бұрын
Thank you for making these videos, it must take a lot of your time in preparation and editing. Cheers from Scotland.
@DingDongGrahamBell
@DingDongGrahamBell 8 ай бұрын
Thank YOU so much! I've learned a lot about R functions. I will be watching the rest of your video tutorial. Thank YOU, Professor!
@fliegendesklassenzimmer5459
@fliegendesklassenzimmer5459 2 жыл бұрын
Great tutorials and huge thank you for your content! I always use a split screen with my data set on the left and your videos on the right. Please keep providing! Greetings from Berlin
@Tyriion
@Tyriion 12 күн бұрын
I did not know learning R could be so much fun! Thank you for this great video
@mohamedfarag9584
@mohamedfarag9584 2 жыл бұрын
Well done for the fantastic lectures that make life with R easier
@Junecode
@Junecode 3 ай бұрын
Great to see the level of detail to learn R here. You are so right about cut and paste 🙂
@yidanjiang7599
@yidanjiang7599 2 жыл бұрын
Your videos are amazing and so helpful for half beginner to look like a pro!
@CindyLaquidara
@CindyLaquidara Жыл бұрын
I love these videos. They are so incredibly helpful. Thanks a million!
@monicabn3067
@monicabn3067 4 ай бұрын
Thank you for these kind of content, someone who is learning via internet… I salute you 😊
@nkunam
@nkunam 2 жыл бұрын
Thank you, Greg. You are the best!
@gianluca.pastorelli
@gianluca.pastorelli 2 жыл бұрын
Your videos are simply great! I feel I've become a bit more proficient with R also thanks to you. I recently started to do some PCA on my datasets and I'm wondering if you could give an introduction to multivariate analysis with R in your next videos. Keep up the good work 👍
@RProgramming101
@RProgramming101 2 жыл бұрын
Thanks !!! :)
@kunststoffjunkie
@kunststoffjunkie Жыл бұрын
Wow thank you so much for this! You have taken away my fear of using this program, with this video I broke through a WALL that was in between me and my data analysis. Very clear way of explaining things as compared to other videos.
@RProgramming101
@RProgramming101 Жыл бұрын
Wow - what a nice thing to say (thanks!!)
@piyushchauhan1955
@piyushchauhan1955 2 жыл бұрын
Learned different methods of performing same tasks. Great work ser!
@yamaahmady1381
@yamaahmady1381 Күн бұрын
Thank you, Dr Greg. Very useful content and very nicely explained. I had almost given up on R, but your videos reignited the passion for learning it.
@RProgramming101
@RProgramming101 18 сағат бұрын
oh I'm so glad - thanks for the feedback
@melissahirst3078
@melissahirst3078 Жыл бұрын
This is so helpful, thank you so much! I am on the capstone project for Coursera analytics 8 part course and I am SO LOST lol. I know exactly what I want to see, but throughout the course there was only 1 module on "R" and many bookmarks were noted. But the commands are not organized so it takes hours to see what code is necessary to clean something or narrow the data that you are looking for. I think that I chose a project that has an overwhelming amount of data... and it has my Kaggle freaking out lol... I WAS going to use RStudio but I was having trouble importing the datasets that I needed so I figured that if I could just code in Kaggle; and that was the platform that I was going to showcase the project on (AND that is where I found the datasets that I am using) I might as well just run the code there.. but it is taking months lol.
@josephkimote661
@josephkimote661 2 жыл бұрын
Good work right here. Consider doing another on data imputation especially using MICE, I know it'll be🔥🔥. Waiting, thanks in advance
@rupeshingle2681
@rupeshingle2681 2 жыл бұрын
the way of your teaching is "THE BEST " Thanks for giving the best information
@RProgramming101
@RProgramming101 2 жыл бұрын
You are most welcome. Thanks for the comment!
@leireagirre2340
@leireagirre2340 5 ай бұрын
Best R teacher, thanks a lot, it was a great video!
@drsajidawan6044
@drsajidawan6044 Жыл бұрын
Wow, but also feel bad that why I didn't discover your videos earlier. Great experience!
@petfield100
@petfield100 10 ай бұрын
Your videos are simply great!
@douglaspage7311
@douglaspage7311 2 жыл бұрын
Thank you! I needed to catch up to all things tidyverse and your videos have been an absolute life saver. It's like you know exactly how my brain works. Are you going to get to spatial data and the 'sf' package at some point?
@srishtitripathi8543
@srishtitripathi8543 2 жыл бұрын
I am a beginner in R and I found your videos are the best. Very helpful, thank you so much.
@RProgramming101
@RProgramming101 2 жыл бұрын
I'm so glad! Thank you for your kind feedback
@ziphozihlentwatwa1546
@ziphozihlentwatwa1546 2 жыл бұрын
Thank you for the great videos, so well explained, it's like you knew what I needed!
@RProgramming101
@RProgramming101 2 жыл бұрын
You are so welcome!
@ClaudiaMartinez-jk4mj
@ClaudiaMartinez-jk4mj 2 жыл бұрын
Omg love your videos just finished a r training and feel i have learnt so much from jus 3 or ur videos.. 💛💛💛💛💛
@RProgramming101
@RProgramming101 2 жыл бұрын
I'm so glad! Thank you for the feedback.
@BillyCheong
@BillyCheong 2 жыл бұрын
Glad that u are back! Thank you
@RProgramming101
@RProgramming101 2 жыл бұрын
More to come! Thank you!
@sohaibezzi2223
@sohaibezzi2223 2 жыл бұрын
really very cool videos i hope you explain more about survival analysis and regression
@seanmccandless7728
@seanmccandless7728 Жыл бұрын
Great video for someone about to move into a position scoping data visualization using the R Suite of applications.
@RProgramming101
@RProgramming101 Жыл бұрын
Thank you for the feedback.
@lenasophieluise4719
@lenasophieluise4719 Жыл бұрын
this was sooo helpful! thank you
@joshuakimeli4564
@joshuakimeli4564 Жыл бұрын
This is nice, can you do CCA ANALYSIS
@Bulgarian83
@Bulgarian83 Жыл бұрын
Thank you for this great tutorial!
@RProgramming101
@RProgramming101 Жыл бұрын
Glad it was helpful!
@AlexKashie
@AlexKashie 9 ай бұрын
Brilliant job... Thanks a lot
@psalm2326
@psalm2326 Жыл бұрын
Thank you sir, you explain it well ..appreaciate
@quito96
@quito96 2 жыл бұрын
Simply the Best -> I love it
@RProgramming101
@RProgramming101 2 жыл бұрын
Thanks for the kind comment :)
@RealistWajahat
@RealistWajahat Жыл бұрын
It was a great start.
@user-pu9ll7vd5m
@user-pu9ll7vd5m 4 ай бұрын
Excellente~! Thanks -
@ponesojanda5334
@ponesojanda5334 Жыл бұрын
Thank you this was so helpful
@ebogart42
@ebogart42 Жыл бұрын
So incredibly helpful! THANK YOU
@RProgramming101
@RProgramming101 Жыл бұрын
Glad it was helpful! Thanks!
@oddsratio4070
@oddsratio4070 2 жыл бұрын
Hello, I have been using R for 10 years and the Tidyverse for about a year or two. This channel is fantastic. What software do you use to do the coloured, highlighting, annotations ? Thanks
@romanvasiura6705
@romanvasiura6705 Жыл бұрын
Thank you for this great lesson!
@RProgramming101
@RProgramming101 Жыл бұрын
Glad you liked it!
@MCshaneization
@MCshaneization 2 жыл бұрын
Masterful instruction.
@RProgramming101
@RProgramming101 2 жыл бұрын
thanks for the kind comment (much appreciated)
@dirichiumunna9365
@dirichiumunna9365 Жыл бұрын
This is so useful!
@RProgramming101
@RProgramming101 Жыл бұрын
I'm so glad! Thank you for the feedback.
@najme9315
@najme9315 Жыл бұрын
Fantastic teaching!
@RProgramming101
@RProgramming101 Жыл бұрын
I'm glad you enjoyed the video! Your positive feedback means a lot to me.
@aggy003
@aggy003 19 күн бұрын
Thanks for great videos, they are very helpful! Im just wondering, the sort command only shows the first 1000 rows.. is it possible to show/sort all of the rows? I have a daraser with 47k observation and 6k variables. Thanks!
@giusyadragna8856
@giusyadragna8856 2 жыл бұрын
Super helpful video, thanks!
@RProgramming101
@RProgramming101 2 жыл бұрын
You're welcome!
@aseelaraji7045
@aseelaraji7045 2 жыл бұрын
Thanks very much for the great teaching way you do. I would highly appreciate if you can do a video about cluster using R.
@RProgramming101
@RProgramming101 2 жыл бұрын
Great suggestion! You are most welcome :)
@aseelaraji7045
@aseelaraji7045 2 жыл бұрын
@@RProgramming101 Thank you very much
@eyadha1
@eyadha1 2 жыл бұрын
Thank you very much. Very helpful
@RProgramming101
@RProgramming101 2 жыл бұрын
Glad it was helpful! Thanks for your feedback
@c.rafatulkabir6971
@c.rafatulkabir6971 2 жыл бұрын
Greg you are an amazing teacher! can you make videos on PCA and ANOVA using R. Thanks!
@RProgramming101
@RProgramming101 2 жыл бұрын
Great suggestion! will do
@curiousindividual634
@curiousindividual634 Жыл бұрын
Oh wow! Nice😊
@RProgramming101
@RProgramming101 Жыл бұрын
Thanks! 😊
@burakdemir3257
@burakdemir3257 Жыл бұрын
Hi, just a quick question when I use this line of codes sort(table(starwars$hair_color)) it is now showing the NA values , is it because of R does not know what the NA values are and can not sort it ? Do I think right ?
@korman9872
@korman9872 Жыл бұрын
vary Tx sir,
@andrewjohnson4352
@andrewjohnson4352 Жыл бұрын
Great video!
@RProgramming101
@RProgramming101 Жыл бұрын
I'm glad you enjoyed the video! Your positive feedback means a lot to me.
@akto4677
@akto4677 2 жыл бұрын
Hi, I cannot find any library tidyverse on R studio these days ??
@saniamartinkasyanju4671
@saniamartinkasyanju4671 Жыл бұрын
thank you for making it so understandable....
@RProgramming101
@RProgramming101 Жыл бұрын
So nice of you to say, Sania - thanks for the great feedback!!
@adeyemioshodi3846
@adeyemioshodi3846 Жыл бұрын
Great Tutor.
@RProgramming101
@RProgramming101 Жыл бұрын
Thanks!
@setarehsohail5422
@setarehsohail5422 2 жыл бұрын
many thanks!
@RProgramming101
@RProgramming101 2 жыл бұрын
You are most welcome.
@Juliesyourfreind16
@Juliesyourfreind16 Жыл бұрын
You make R interesting.
@RProgramming101
@RProgramming101 Жыл бұрын
Thank you!
@livingroomc
@livingroomc Жыл бұрын
Thank you!
@RProgramming101
@RProgramming101 Жыл бұрын
You're welcome!
@qya.4594
@qya.4594 2 жыл бұрын
Thanks a lot.
@RProgramming101
@RProgramming101 2 жыл бұрын
Most welcome!
@bryllcolewan7509
@bryllcolewan7509 Жыл бұрын
Amazing :)
@RProgramming101
@RProgramming101 Жыл бұрын
Thank you! Cheers!
@zoro_adi
@zoro_adi 2 жыл бұрын
Thanks!!
@RProgramming101
@RProgramming101 2 жыл бұрын
Welcome! Thanks for watching
@OnLyhereAlone
@OnLyhereAlone 2 жыл бұрын
Please HELP! Why are the functions "arrange" and "filter" not working on my data even after I have made sure and confirmed that the columns are numeric types of data?
@edongoogle8290
@edongoogle8290 Жыл бұрын
I've checked but can't find it. Where is the playlist for explore-clean-manipulate you mention in these videos? There are four playlists but none on that cycle exactly :)
@easydatascience2508
@easydatascience2508 Жыл бұрын
You can try mine too. The playlist for Python and R provide most of the fundamentals. Source files downloadable.
@najeehatalat6206
@najeehatalat6206 2 жыл бұрын
Very helpful for teaching students
@RProgramming101
@RProgramming101 2 жыл бұрын
Glad you think so!
@pinyichang4680
@pinyichang4680 2 жыл бұрын
thanks to you!
@RProgramming101
@RProgramming101 2 жыл бұрын
Thank you too! Glad you liked it!
@zgb3l
@zgb3l 2 жыл бұрын
this is so helpful
@RProgramming101
@RProgramming101 2 жыл бұрын
Glad you found it helpful!
@vincenzo4259
@vincenzo4259 2 жыл бұрын
Thanks
@chaytanyakumar8939
@chaytanyakumar8939 Жыл бұрын
Where can I find the code?
@manishdas6525
@manishdas6525 Жыл бұрын
It would be amazing if you do a full on tutorial on the R package called caret and machine learning. :)
@RProgramming101
@RProgramming101 Жыл бұрын
Great suggestion! Thank you!
@richmondanaman3819
@richmondanaman3819 2 жыл бұрын
I humbly request you to do a video on Bayesian mixing models using R statistics software.
@RProgramming101
@RProgramming101 2 жыл бұрын
Noted on this one, thank you! :)
@BetsabeRosas-dl7mk
@BetsabeRosas-dl7mk Жыл бұрын
Did anybody by any chance in the very beginning instead of having as the format 87 rows and 13 variables they have A tibble with 87 rows and 14 variables?? If so how could I change the variable count to match his? Any help is appreciated thank you!
@afonsoosorio2099
@afonsoosorio2099 Жыл бұрын
I have just tried Dim(starwars) and the output was 87 14
@kdjbelabed1818
@kdjbelabed1818 2 жыл бұрын
How to solve Partial Differential Equations in R?
@ToucHDowN514
@ToucHDowN514 2 жыл бұрын
where have you been?? keep it up!!
@RProgramming101
@RProgramming101 2 жыл бұрын
haha - day job has been busy - but want to do more of this (I love this stuff).
@rebeccaclosure
@rebeccaclosure 2 жыл бұрын
lifeline!
@DrPhilby
@DrPhilby Жыл бұрын
Tidyverse
@xiaonanz9411
@xiaonanz9411 Жыл бұрын
Why can't I install tidyverse?
@kazimalithedon
@kazimalithedon Жыл бұрын
> select(hair_color) Error in UseMethod("select") : no applicable method for 'select' applied to an object of class "character" This is the error system is throwing.
@kazimalithedon
@kazimalithedon Жыл бұрын
I have installed the package dplyr, still the problem persists. I am still not able to use the code - > starwars %>% + select(hair_color) %>% + arrange(desc(n)) %>% + View()
@Senapsdesign
@Senapsdesign 2 ай бұрын
Gender and sex is now updated in the dataset. (gender in this video was what sex is now; female/male)
@RProgramming101
@RProgramming101 Ай бұрын
ah - interesting. Thanks for pointing that out.
@tchistermorrelebissa8628
@tchistermorrelebissa8628 Жыл бұрын
Excuse me, Sir, why not You make it/them more simplified? For example, gender, height and weight or fresh and dry weight (plant) to draw histogramme
@jean-yvesberisse4512
@jean-yvesberisse4512 2 жыл бұрын
savage vdo. thankssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssss!
@emmylou3013
@emmylou3013 6 ай бұрын
I think the recent update has changed this dataset starwars
@peterschmitt9802
@peterschmitt9802 2 жыл бұрын
my version of the starwars data renames gender as sex, and gender becomes "masculine",and "feminine"
@abdoulieb.jallow996
@abdoulieb.jallow996 25 күн бұрын
i wish you could explore my data with me
@jamesleleji6984
@jamesleleji6984 2 жыл бұрын
Can you do a difference in differences analysis in R. Thanks
@johannepersolanglois6441
@johannepersolanglois6441 Жыл бұрын
The StarWars dataset is no more available.
@user-cg9cf4mk6e
@user-cg9cf4mk6e Жыл бұрын
daughterset
@DrPhilby
@DrPhilby Жыл бұрын
Starwars
@JacquesHenriqueDias
@JacquesHenriqueDias 2 жыл бұрын
Amazing! Thx a lot, it really helped me to get my first steps in this new language, if you dont mind, I typed all the codes you showed and put some explanations on portuguese for those who might find it useful... ```{r} # Explorar # Limpar # Manipular # Descrever # Visualizar # Analisar install.packages("tidyverse") library(tidyverse) # Para ver quais sao as bases de dados que estao dentro do tidyverse data() # Qunado colocamos uma interrogacao antes da base de dados, o sistema retorna algumas informacoes sobre importantes sobre a base ?starwars # O comando abaixo retorna o tamanho da base de dados, ou seja, quantas observacoes e quantas variaveis. Esta e a dimensao da base de dados, linhas e colunas respectivamente. dim(starwars) # A funcao abaixo mostra a estrutura dos dados. Nela nos vemos o nome das variaveis, o tipo dos dados e o valor de algumas primeiras observacoes no formato de lista, pode ficar um pouco confuso... str(starwars) # O comando abaixo, glimpse, faz a mesma coisa, no entanto e um comando especifico do tidyverse. Ele e menos poluido visualmente glimpse(starwars) # O comando View, com V maiusculo, abaixo os traz um visao muito mais moderna da base de dados, como se tivessemos vendo no excel mesmo. No entanto esta visualizacao e feita em uma nova aba. View(starwars) # Usado para visualizar as primeiras observacoes da base, como padrao 6. head(starwars) # Mesma coisa do comando head, so que para as ultimas observacoes tail(starwars) # Se voce quiser ver especificamente uma unica variavel starwars$name # O comando attach faz com que o R entenda que estamos trabalhando somente com essa base, e, entao nao precisamos mais indicar que se trata da base de dados starwars por exemplo attach(starwars) detach(starwars) # O comando names mostra os nomes das variaveis names(starwars) # O comando length traz pra gente o numero de colunas dessa base length(starwars) # O comando class retorna o tipo de dados de que se trata a variavel em questao class(hair_color) # Quando colocamos length no nome de uma variavel o que obtemos e o numero de observacoes dessa variavel length(hair_color) # O comando unique nos traz os valores unicos presentes nessa variavel unique(hair_color) # Traz a frequencia com que a variavel assumiu determinado valor table(hair_color) # Sort ira sortir os valores abaixo do comando table do menor para o maior sort(table(hair_color)) sort(table(hair_color), decreasing = TRUE) # Do maior para o menor # Abre uma nova aba onde podemos ver o resultado do comando sort dentro do layout do View View(sort(table(hair_color), decreasing = TRUE)) # O comando abaixo apresenta um grafico de barras sobre as observacoes sortidas em ordem decrescente barplot(sort(table(hair_color), decreasing = TRUE)) # O comando %>% significa para o R executar a partir de %>% ate antes do proximo %>% starwars %>% select(hair_color) %>% # Apresenta a variavel com o valor de suas observacoes count(hair_color) %>% # Conta quantas vezes a variavel assumiu determinado valor arrange(desc(n)) %>% # Mostra os primeiros valores num layout tipo excel # Vamos agora ver como isolar os valores NA, aqueles que nao foram coletados, para olhar mais de perto # Seleciona todas as linhas e colunas da base starwars[ , ] # Responde se cada observacao e ou nao e um NA is.na(hair_color) # Seleciona somenta as que estao com NA com todas colunas View(starwars[is.na(hair_color) , ]) # O comando abaixo serve para vermos o tipo da variavel height, lembre-se tem que ter rodado o comando attach antes para funcionar class(height) length(height) # numero de observacoes para cada varaivel summary(height) # resumo estatistico boxplot(height) # diagrama de caixa hist(height) # histograma ```
@monzurmorshed.
@monzurmorshed. 2 жыл бұрын
Thank you!
@RProgramming101
@RProgramming101 2 жыл бұрын
You're welcome!
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