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Association Rules or Market Basket Analysis with R - An Example

123 ratings | 14331 views
Provides an example of steps involved in carrying out association rule analysis in R. Association rule analysis is also called market basket analysis or affinity analysis. Some examples of companies using this method include Amazon, Netflix, Ford, etc. Definitions for support, confidence and lift are also included. Also includes, - use of rules package and a priori function - reducing number of rules to manageable size by specifying parameter values - finding interesting and useful rules - finding and removing redundant rules - sorting rules by lift - visualizing rules using scatter plot, bubble plot and graphs R is a free software environment for statistical computing and graphics, and is widely used by both academia and industry. R software works on both Windows and Mac-OS. It was ranked no. 1 in a KDnuggets poll on top languages for analytics, data mining, and data science. RStudio is a user friendly environment for R that has become popular.
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Text Comments (321)
Aadit Malikayil (3 days ago)
Hello Sir, kindly request you to send the dataset to [email protected]
nitin ujgare (11 days ago)
Thank yousir for wonderful video. Can you share the dataset and script to [email protected]
Bharatendra Rai (11 days ago)
all set.
libo70 (11 days ago)
Thanks for this benefit Description Could you email the dataset and script to [email protected] With my regrades
libo70 (11 days ago)
I only found binary.csv could you please put the exact path for data set in this video
Bharatendra Rai (11 days ago)
all set.
Praveen Kumar B (12 days ago)
Excellent one.. I have followed all your videos. Could you please share me this example dataset alone.. my mail id [email protected]
Bharatendra Rai (12 days ago)
all set.
mrunalini dhapodkar (12 days ago)
Can you please share the dataset at [email protected]?
Bharatendra Rai (12 days ago)
all set.
mrunalini dhapodkar (12 days ago)
Bharatendra Rai (12 days ago)
Some error in your email: Your message wasn't delivered to [email protected] because the address couldn't be found, or is unable to receive mail.
Bharatendra Rai (12 days ago)
all set.
Zulhisham Hashim (16 days ago)
thanks for the good sharing. Could you send me the data and r script at [email protected]
Bharatendra Rai (15 days ago)
all set.
Gardening Answers (1 month ago)
Could you please send data file used in this example to [email protected] as and when you get chance? Thanks in advance!
Bharatendra Rai (1 month ago)
all set.
Beloua Ayoub (2 months ago)
great jib bro can you send me the script and the dataset please : [email protected]
Bharatendra Rai (2 months ago)
all set.
Manpreet Singh (2 months ago)
Hi Sir, The lecture was very knowledgeable and easy to understand . Could you please email the data set and script at [email protected]
Bharatendra Rai (2 months ago)
all set.
saratchandra dash (2 months ago)
Thank you very much sir for sharing the video. I am still struggling with removing the duplicate rule. Is it possible for you to send the code and sample to my email id [email protected] to cross check my code. Thanks in advance
Bharatendra Rai (2 months ago)
all set.
Caleb Terrel Orellana (2 months ago)
Hello, thanks for your contribution. A question about the format of the data, I have a dataset that has a transactional format, so when the data is in the R environment I use the function "read.transactions" it does not read the data, but it does read it when I import a file (either format csv, txt, etc.) located on disk C or D ... why is this happening?
Caleb Terrel Orellana (2 months ago)
Excellent!! Thanks a lot!! I am from Peru!!
Bharatendra Rai (2 months ago)
Thanks for comments!
Mentomori (2 months ago)
Sir, how to make the first data (mydata) with R if i have transaction data? My data is not like yours that have "yes" and "no" matrix. Thank you :)
Eric Richard (3 months ago)
hi, thanks for sharing this excellent course. Could you please send the data set to this email ?: [email protected]
Aadit Malikayil (3 days ago)
Hi Eric, could you forward the dataset at : [email protected]
Bharatendra Rai (3 months ago)
all set.
Krishnamohan Puli (3 months ago)
Hi Sir, Could you please send me dataset for this Market basket analysis. my mail [email protected] Thanks & Regards, krishna
Bharatendra Rai (3 months ago)
all set.
Shashi Dharra (3 months ago)
Great tutorial sir. Can you send me the script and the dataset at [email protected]?
Shashi Dharra (3 months ago)
Bharatendra Rai . Really appreciate it 😊
Bharatendra Rai (3 months ago)
all set.
Souvik Maji (3 months ago)
pls send dataset at [email protected]
Bharatendra Rai (3 months ago)
all set.
Asmita Pawar (3 months ago)
Hello sir, can u send the dataset and script on [email protected]
Bharatendra Rai (3 months ago)
all set.
kavita pabreja (4 months ago)
Very nicely explained, no doubts are left. Thanks!! Could you please send me the dataset and R script at [email protected] Thanks again
Bharatendra Rai (4 months ago)
Thanks for comments! All set with files.
Rameshreddy Peddireddy (4 months ago)
Thanks for the nice video on Association Rules. Could you send me the data and R script to [email protected] ?
Bharatendra Rai (4 months ago)
all set.
nitin singh (4 months ago)
Sir can u send datasets that you have used in your all videos that will be very helpful for me my email id is [email protected] Thank you Sir
Bharatendra Rai (4 months ago)
For most videos you will see a link for data in the description area below video. For this one, I've send the data file.
Federica Magnacca (4 months ago)
Its really helpful,Could you send me the data and r script at [email protected]
Bharatendra Rai (4 months ago)
all set.
yunanda pratama (5 months ago)
THANK YOU SO MUCH SIR
Bharatendra Rai (5 months ago)
welcome!
Sunil kumar (5 months ago)
Really great -> It was easy to understand , requesting you to please share the data set - MY mail id - [email protected]
Bharatendra Rai (5 months ago)
all set.
Praveen w (5 months ago)
Sir dataset please mail id [email protected]
Praveen w (5 months ago)
Thanks sir. is it possible to get r script for same. Thanks a lot. Appreciate the help
Bharatendra Rai (5 months ago)
all set.
Anjana Ayeshan (5 months ago)
Great explanation. Can you send me the script and the data set? [email protected]
Bharatendra Rai (5 months ago)
all set.
Imran Shahid (5 months ago)
Its really helpful,Could you send me the data and r script at [email protected]
Bharatendra Rai (5 months ago)
all set.
Sachin Gupta (5 months ago)
Awesome tutorial. Can you please share the data file and R code to [email protected]
Bharatendra Rai (5 months ago)
all set
Brijesh Shah (5 months ago)
owsm as well. share the dataset plz. [email protected]
Bharatendra Rai (5 months ago)
all set.
Ramchander Srivastava (6 months ago)
Sir it would be really grt if you can share the dataset. It would be grt help.
Ramchander Srivastava (4 months ago)
sent
farheen idris (4 months ago)
Ramchander Srivastava [email protected]
Ramchander Srivastava (4 months ago)
Email id
farheen idris (4 months ago)
Please send me the dataset
Bharatendra Rai (6 months ago)
all set.
Ramchander Srivastava (6 months ago)
great explanation. Thank u
Bharatendra Rai (6 months ago)
thanks for comments!
Estadística Para Todos (6 months ago)
Thanks for the good video. Could you send me the data and r script to [email protected] ?
Bharatendra Rai (6 months ago)
all set.
Rajshpec (6 months ago)
Can you please share the code and dataset with me. My id is [email protected] Many thanks in advance !
Bharatendra Rai (6 months ago)
all set.
Dibyajyoti Chowdhury (6 months ago)
Hi Sir, Thanks for the awesome tutorial. Could you please send me the dataset used at [email protected]
Bharatendra Rai (6 months ago)
all set.
Aravindh Rajan (6 months ago)
nice tutorial.. pls share the dataset to [email protected]
Bharatendra Rai (6 months ago)
all set.
foxy geisha (6 months ago)
Dear Sir, thank you for the great video. Can you share the dataset with [email protected] (:
Bharatendra Rai (6 months ago)
all set.
zhu ziyan (6 months ago)
could you send me the dataset you used? my email is [email protected]
zhu ziyan (6 months ago)
thank you
tahereh mazaheri (7 months ago)
Thanks for tutorial video. May I request to have the data set please. Here's my email: [email protected]
Bharatendra Rai (7 months ago)
all set.
flamboyant person (7 months ago)
This is a great tutorial. Thank you Sir.
Arun Showri (8 months ago)
Thanks For the lecture Sir, Will you please send me the dataset to: [email protected]
Bharatendra Rai (8 months ago)
Here is the correct file.
Arun Showri (8 months ago)
Sir pls send me customer.csv file. I got wrong file.
Bharatendra Rai (8 months ago)
all set.
John Stones (8 months ago)
Thanks for sharing this! Very helpful! Could you email the dataset and script to [email protected] please? Also I was wondering if there is a way to include only purchased transactions, so in this example I would include just YES lines by default?
Bharatendra Rai (8 months ago)
all set with file. For YES, you can use lines in the code where it forces YES to show up as LHS, RHS, or both.
Divyang Patel (9 months ago)
nice tutorial sir. Please share code and dataset on [email protected]
Bharatendra Rai (9 months ago)
all set.
Raghul (9 months ago)
hi, can u send me the dataset to my mail id [email protected]
Bharatendra Rai (9 months ago)
all set.
Liz Rose (9 months ago)
Hi! Good information sir. Can email the dataset? My email is [email protected] Need it asap!! Thanks 😃
Bharatendra Rai (9 months ago)
all set.
Damian Telle (10 months ago)
Hi, excellent video, can you send me the .r file and a dataset to the address [email protected] ? Thank you.-
Damian Telle (10 months ago)
thanks, I have already received the files.
Bharatendra Rai (10 months ago)
Your email has error.
S D (10 months ago)
Can I please get the coding and the dataset at [email protected] Thank you!
Bharatendra Rai (10 months ago)
all set.
Dibyajyoti Chowdhury (10 months ago)
It was a very well explained video. Thank you for your effort. I would appreciate, if you please provide me the dataset at my mailid "[email protected]"
Dibyajyoti Chowdhury (10 months ago)
Thanks a lot sir
Bharatendra Rai (10 months ago)
all set.
Thiyagarajan Gurunathan (10 months ago)
Please share the data set to my email id - [email protected]
Bharatendra Rai (10 months ago)
all set.
hemavathi ramasamy (10 months ago)
thanks for ur video sir.. it is very useful please kindly share ur datasets with coding to [email protected]
Bharatendra Rai (10 months ago)
all set.
Alvin Ng (10 months ago)
Hi buddy, if my dataset values are not 'Yes" and "No" can i still follow this tutorial?
Bharatendra Rai (10 months ago)
If instead of yes or no, you have 0 or 1, it should be fine.
BeyondTemptationX (11 months ago)
Thank you sir for explaining the association rule mining algorithm. Could you please share the dataset and coding to "[email protected]"?
Bharatendra Rai (11 months ago)
all set.
santhosh kumar (11 months ago)
hello sir, can you please share the dataset...mail id: [email protected]
Bharatendra Rai (11 months ago)
all set.
Akki M (11 months ago)
Many Thanks for the video. Request to share the dataset and code to [email protected] Best regards
Bharatendra Rai (11 months ago)
all set.
Mahender Yadav (11 months ago)
Please mail the Dataset to [email protected]
Bharatendra Rai (11 months ago)
all set.
sonalika panda (11 months ago)
Hi Sir, Thanks for the video.Request to share the dataset to [email protected]
Bharatendra Rai (11 months ago)
all set.
Mukesh Kumar (11 months ago)
Hello Sir, Thank you for the information that you shared with us. It was very helpful to me. Could you please send me the code and the data set on [email protected]
Bharatendra Rai (11 months ago)
all set.
Mukesh Kumar (11 months ago)
Hello Sir, Thank you for the information that you shared with us. It was very helpful to me. Could you please send me the code and the data set on [email protected]
Bharatendra Rai (11 months ago)
all set.
jatin bhardwaj (11 months ago)
Thank you Sir! please share the data and script to [email protected]
Bharatendra Rai (11 months ago)
all set.
Zuveriya Banu (1 year ago)
Thank you professor . You explained it very nicely , easy to understand . can u email me code and dataset @ "[email protected]" . I have request can u implement this on mapreduce aswell. Can u email me if u have any mapreduce code for apriori / market basket analysis . Thank you sir
Bharatendra Rai (1 year ago)
sent. I do not have anything for mapreduce at this time.
Mrs. Elena Stories (1 year ago)
Excellent video, very clear and concise. Can you please email me the code and file to: [email protected]
Bharatendra Rai (1 year ago)
all set.
Sathwik Kotagiri (1 year ago)
Hello Professor Thank you for the information that you shared with us. It was very helpful to me. Could you please send me the code and the data set on [email protected]
Bharatendra Rai (1 year ago)
all set.
sexy dude (1 year ago)
Sir please provide the data set and R code, the video is great as usual. [email protected]
Bharatendra Rai (1 year ago)
all set.
Prasanna Panda (1 year ago)
Please provide the dataset in the below mail id: [email protected]
Bharatendra Rai (1 year ago)
all set.
Muhammad Jaziem (1 year ago)
Hello May i have the dataset please?You can email me at [email protected] Thank you
Bharatendra Rai (1 year ago)
all set.
Chetan Shetty (1 year ago)
Sir please provide the data set. Email Id:[email protected]
Bharatendra Rai (1 year ago)
all set.
Subodh Sharma (1 year ago)
Can you share code and data set? Email ID: [email protected] Suggestion : Why don't you upload your work on github? Thanks a lot sir.
Bharatendra Rai (1 year ago)
Thanks for suggestion, hope to do it soon!
Raghavan A (1 year ago)
Please send me dataset to [email protected]
Bharatendra Rai (1 year ago)
all set.
Shishir Kumar (1 year ago)
please share the dataset at [email protected]
Bharatendra Rai (1 year ago)
all set.
Vijay Kumar (1 year ago)
the tutorial has great explanation sir can i have dataset sir my mail id is [email protected]
Bharatendra Rai (1 year ago)
all set.
Rishineth Panda (1 year ago)
sir please provide the data set.the video is great as usual. [email protected]
Bharatendra Rai (1 year ago)
all set.
Nishant Bhagat (1 year ago)
Thank you sir. It was really an useful video. I will be grateful, if you please provide me with the coding as well as dataset sending it at my mailid "[email protected]"
Bharatendra Rai (1 year ago)
+Nishant Bhagat all set.
Sourav Sarkar (1 year ago)
Thank you Professor. This video was very helpful to me. Can you please send me the code and the dataset on this email ([email protected]) Thank you.
Bharatendra Rai (1 year ago)
+Sourav Sarkar all set.
anshit malik (1 year ago)
Hi can you send me the code and link to dataset on [email protected] Thanks.
Bharatendra Rai (1 year ago)
all set.
Abubakar Bajwa (1 year ago)
hey ! kindly send me the source code and dataset of this project, I wanna do fyp on this type of project. Thankyou ! my email is : abubakar,[email protected]
Bharatendra Rai (1 year ago)
all set.
Saba S s (1 year ago)
Hello Professor Thank you for the information that you shared with us. It was very helpful to me. Could you please send me the code and the data set on [email protected]
Bharatendra Rai (1 year ago)
all set.
Chinmay 2014 (1 year ago)
please share dataset at [email protected]
Bharatendra Rai (1 year ago)
all set.
Lyee Komba (1 year ago)
Thank you Professor. This video was very helpful to me. Can you please send me the code and the dataset on [email protected]
Bharatendra Rai (1 year ago)
all set.
Tapan gautam (1 year ago)
Hello Sir, Video was great and it really help me in understanding market basket analysis. I am facing problem in understanding code subset.matrix[lower.tri(subset.matrix,diag=T)]<-NA What is the meaning of NA in this code and what is its use Thank you.
Jaydeep Rane (1 year ago)
Hello Professor, This was indeed a helpful tutorial. Could you please send me the code as well as the Dataset on [email protected]? Thanks you very much !
Bharatendra Rai (1 year ago)
all set.
Achilles julongsoft (1 year ago)
please send to me the data set ...thanks in advance mail [email protected]
Bharatendra Rai (1 year ago)
all set.
Hello Professor, First of all this tutorial is awesome and easy to understand. Can you share your code with me. My email id is [email protected] Thanks for spending your time to make these videos professor i really appreciate your efforts!!
Bharatendra Rai (1 year ago)
all set.
ralph laviste (1 year ago)
Gooday Sir. May I get copy of the data set and codes. Please send it to [email protected] Cheers
Bharatendra Rai (1 year ago)
all set.
UTKARSH VARDHAN (1 year ago)
Hello.Kindly send me the dataset and the codes .Email [email protected] Thanks in advance.
Bharatendra Rai (1 year ago)
all set.
please send to me the data set ...thanks in advance mail [email protected]
Bharatendra Rai (1 year ago)
all set.
Saurabh Jain (1 year ago)
Hello Dr Rai , Request for dataset ..please mail me at [email protected]
Bharatendra Rai (1 year ago)
all set.
Vaibhav Mhatre (1 year ago)
Hi sir, could you send me the dataset? my email : [email protected] Thank you in advance.
Bharatendra Rai (1 year ago)
all set.
sunitha ronda1 (1 year ago)
please send dataset for finding non redundant association rules with related source code my emailid :[email protected] thank u so much sir ....... please help me sir............
Bharatendra Rai (1 year ago)
all set.
Patryk Pająk (1 year ago)
Could you share data file? [email protected]
Bharatendra Rai (1 year ago)
all set.
sunitha ronda1 (1 year ago)
hi sir, please share dataset and code for getting non redundant association rules in excel sheet my email id:[email protected]
Bharatendra Rai (1 year ago)
all set.
sunitha ronda1 (1 year ago)
hi sir , could you please share the dataset and code for non redundant association rules in datamining using minmax exact algorithm
Bharatendra Rai (1 year ago)
all set.
sunitha ronda1 (1 year ago)
[email protected] is my email id sir please givethe response..................
Bharatendra Rai (1 year ago)
send your email id.
ARUMUGARAJ K (1 year ago)
Hiii sir, can u share the dataset to my mail id [email protected]
ARUMUGARAJ K (1 year ago)
In `[<-`(`*tmp*`, as.vector(i), value = NA) : x[.] <- val: x is “ngTMatrix”, val not in {TRUE, FALSE} is coerced; NA |--> TRUE. I getting this error while executing redundant rules in association rule mining. Can you please explain how to rectify this? Thanks sir
ARUMUGARAJ K (1 year ago)
Bharatendra Rai thanks sir
Bharatendra Rai (1 year ago)
al set.
patel yash (1 year ago)
Can you send me the dataset which you have used..?? Can you also send the link from where I can get the datasets ..?? my email is [email protected] Thank you.
Bharatendra Rai (1 year ago)
al set.
nafiz alam (1 year ago)
Hello sir could you please share the R code and dataset at [email protected]? thanks
Bharatendra Rai (1 year ago)
probably you need to run following line before that: library(arules)
nafiz alam (1 year ago)
Bharatendra Rai When I write the line library('arules') it says error in library(arules): there is no package called 'arules' . Can you suggest why this is happening?
Bharatendra Rai (1 year ago)
make sure you run previous line : library(arules)
nafiz alam (1 year ago)
Bharatendra Rai thank you! but when i run the rules<-apriori line, it says it cannot find the function apriori. so can you shed some light on it please?thanks!
Bharatendra Rai (1 year ago)
all set.
roopa Shastri (1 year ago)
Hi Sir, I really like the examples you pick and the explanation.I am keenly following all of your videos.Could you please email me the data file to [email protected]
roopa Shastri (1 year ago)
Could you please explain finding redundant rules step
Bharatendra Rai (1 year ago)
Thanks for the feedback & all set.
Ajesh Kumar A (1 year ago)
Hi Sir, could you please share me the data set and code? email is [email protected] Thanks in advance Regards Ajeshanil
Bharatendra Rai (1 year ago)
all set.
Hello, could you please share me the dataset and the code? My e-mail: [email protected] Thank you so much in advance.
Bharatendra Rai (1 year ago)
all set.
Ahilaa Kamuthurai (1 year ago)
Hello Sir, can u pls share the code and data set!!!
Bharatendra Rai (1 year ago)
+Ahilaa Kamuthurai 👍
Ahilaa Kamuthurai (1 year ago)
Thank u
Bharatendra Rai (1 year ago)
all set.
Ahilaa Kamuthurai (1 year ago)
Bharatendra Rai (1 year ago)
send your email id.
Saranya Roy (1 year ago)
Hi...could you share the data and code files at [email protected] ?
Thaddaeus Egondi (3 months ago)
very clear to follow, could you share the dataset please? [email protected]
Bharatendra Rai (1 year ago)
all set.
Manas Mishra (1 year ago)
Hi sir, could you email me the dataset n RCode? my email : [email protected]
Manas Mishra (1 year ago)
Thank you :)
Bharatendra Rai (1 year ago)
all set.
Ashish Garg (1 year ago)
Please send me R code and dataset. [email protected]
Bharatendra Rai (1 year ago)
all set.

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