Social Network Analysis with R | Examples

Поделиться
HTML-код
  • Опубликовано: 3 янв 2025

Комментарии • 204

  • @TragoudistrosMPH
    @TragoudistrosMPH 5 лет назад +5

    Your editing, clarity, and explanations were excellent! I am very pleased to have come across your video; thank you for taking the time to make it!

    • @bkrai
      @bkrai  5 лет назад +2

      Thanks for your comments!

  • @alecmax18
    @alecmax18 2 года назад +2

    Thank you so much for taking the time to record this, Dr Rai! This is really helping me create my thesis.

    • @bkrai
      @bkrai  2 года назад +1

      You are welcome!

  • @parasrai145
    @parasrai145 6 лет назад +17

    Best video on social network analysis!

    • @bkrai
      @bkrai  6 лет назад +1

      Thanks for comments!

    • @SK-xh2rq
      @SK-xh2rq 5 лет назад

      Dr. Bharatendra Rai Sir do you have documentation for this project ?

  • @KayYesYouTuber
    @KayYesYouTuber 4 года назад +2

    Thank you very much. Your videos are my first stop for anything in R programming. Your videos have the highest degree centrality :-)

    • @bkrai
      @bkrai  4 года назад +1

      Wow, thanks!

  • @flamboyantperson5936
    @flamboyantperson5936 7 лет назад +2

    The best tutorial on youtube on social network analysis. Thank you, Sir.

    • @bkrai
      @bkrai  7 лет назад

      Thanks!

  • @entrepreneuriatrecherchesetcon
    @entrepreneuriatrecherchesetcon 2 года назад +1

    Dr. Rai, I really like the way you make presentation.

    • @bkrai
      @bkrai  2 года назад

      Many thanks!

  • @abhishek894
    @abhishek894 3 года назад +1

    This is wonderful. Teh network graphs are pretty. Thanks a lot Dr. Rai!

    • @bkrai
      @bkrai  3 года назад

      You're most welcome!

  • @아마르-d4b
    @아마르-d4b 3 года назад +1

    I don't know how to thank you! simply, I am grateful

    • @bkrai
      @bkrai  3 года назад +1

      You're very welcome!

  • @knomixkhan
    @knomixkhan 6 лет назад +2

    Very simple and understandable, Thumbs up Sir.
    Programmer with basic knowledge can very easily learn it and re implement it

    • @bkrai
      @bkrai  6 лет назад

      Thanks for the feedback!

    • @knomixkhan
      @knomixkhan 6 лет назад +1

      @@bkrai I am from Pakistan and I really respect Indian teachers
      I will surely contact you soon

    • @bkrai
      @bkrai  6 лет назад

      Thanks for your comments!

  • @KarriemPerry
    @KarriemPerry 4 года назад +3

    Another incredibly useful lecture! Thank you Dr. Rai! Be well.

    • @bkrai
      @bkrai  4 года назад +1

      You're most welcome!

    • @cristianojax4995
      @cristianojax4995 3 года назад

      You prolly dont give a shit but does someone know a trick to get back into an Instagram account??
      I was dumb forgot the login password. I would love any help you can offer me

    • @xzavierbridger7693
      @xzavierbridger7693 3 года назад

      @Cristiano Jax instablaster =)

    • @cristianojax4995
      @cristianojax4995 3 года назад

      @Xzavier Bridger i really appreciate your reply. I got to the site on google and I'm in the hacking process atm.
      I see it takes a while so I will reply here later with my results.

    • @cristianojax4995
      @cristianojax4995 3 года назад

      @Xzavier Bridger It worked and I finally got access to my account again. I'm so happy!
      Thank you so much you saved my ass!

  • @supra20000000
    @supra20000000 7 лет назад +4

    Watched all your videos within 2 days!!! Awesome, so simple representation. Loved it.
    Please try to do PLS, regression based (RF, SVM, ANN), Heatmap, Self Organizing Map.
    Heartfelt thanks!

    • @bkrai
      @bkrai  3 года назад

      For regression based RF, see:
      ruclips.net/video/hCLKMiZBTrU/видео.html

  • @atkiltgg
    @atkiltgg 6 месяцев назад +1

    Thank you Dr. Rai. The best Video ever!

    • @bkrai
      @bkrai  6 месяцев назад

      You are welcome!

  • @CamilaBastidas238
    @CamilaBastidas238 8 месяцев назад +1

    Thanks for your great explanation! It's really important to my thesis!!!

    • @bkrai
      @bkrai  8 месяцев назад

      You're very welcome!

  • @barryoreilly8020
    @barryoreilly8020 2 года назад +1

    Hello Sir, thank you once again for a fantastic demonstration. You are helping so many with these videos!

    • @bkrai
      @bkrai  2 года назад

      You are very welcome!

  • @gabby99what
    @gabby99what 3 года назад +1

    Thank you sir, you really saved my life! Love your videos, it's just so excellent

    • @bkrai
      @bkrai  3 года назад

      You are welcome!

  • @thanhhiennguyenthanhhien219
    @thanhhiennguyenthanhhien219 3 года назад +1

    Thank you very much, so clear presentation.

    • @bkrai
      @bkrai  3 года назад

      You are welcome!

  • @spicygeminiastrology
    @spicygeminiastrology Месяц назад +1

    Thank you Dr. Rai!!

    • @bkrai
      @bkrai  Месяц назад

      Most welcome!

  • @dhavalpatel1843
    @dhavalpatel1843 4 года назад +1

    If you guys are looking for the best social network analysis it was a great tutorial.

    • @bkrai
      @bkrai  4 года назад

      Thanks!

  • @dr.imrankhalil4259
    @dr.imrankhalil4259 7 лет назад +2

    Sir, excellent lecture on R

  • @tomthomas9138
    @tomthomas9138 2 года назад +1

    That's a great insight sir, Could you please specify what does the grade and spec specify in the dataset or how to intrepert in terms of examples.

    • @bkrai
      @bkrai  2 года назад

      We have not used those columns, so you may ignore them.

  • @foedeer
    @foedeer 4 года назад +2

    This was useful, thank you very much for doing this. It would be good though to explain some of the concepts and the reason for some of the functions, but otherwise, greatly appreciated.

    • @bkrai
      @bkrai  4 года назад +1

      Thanks for the feedback!

  • @shaahin6818
    @shaahin6818 7 лет назад +2

    Very smooth lecture. Thanks

  • @SWLABR1967
    @SWLABR1967 4 года назад +1

    Excellent introduction. Thank you very much!

    • @bkrai
      @bkrai  4 года назад

      Thanks for comments!

  • @bayunugroho3232
    @bayunugroho3232 4 года назад +1

    Thanks for the video. May I ask something pls? How to thicken the line based on the weight for example? Thx

  • @utkarsharya7482
    @utkarsharya7482 3 года назад +1

    why do we have to make the graph undirected for the community detection?

    • @bkrai
      @bkrai  3 года назад

      Directed too can be easily done.

  • @dodgecarlincila879
    @dodgecarlincila879 3 года назад +1

    Thank you dear sir for your videos. It will help me with my data science projects as a learner. I hope that i can reach you for my queries.

    • @bkrai
      @bkrai  3 года назад

      You are most welcome!

  • @Getomoful
    @Getomoful 3 года назад +1

    Such a great tutorial. Saved me lot of time!

    • @bkrai
      @bkrai  3 года назад

      Great to hear!

  • @urbanexploreindonesia7520
    @urbanexploreindonesia7520 Год назад +1

    i run this code
    #social network analysis
    library(igraph)
    g plot(g)
    Error in plot(g) : object 'g' not found
    please why this happened ? thanks sir.

    • @bkrai
      @bkrai  Год назад

      Make sure to run the library line.

  • @shreyakhyada321
    @shreyakhyada321 2 года назад +1

    Im little bit confusing in the place of read data file hot to add the file sir

    • @bkrai
      @bkrai  2 года назад

      For R and data file, refer to the link in the description area.

  • @glassrooster
    @glassrooster 2 года назад +1

    So very helpful! thank you!

    • @bkrai
      @bkrai  2 года назад

      You are so welcome!

  • @nsthawnpi
    @nsthawnpi 4 года назад +1

    Dear Sir @Dr.Bharatendra Rai
    When I run the graph(c(1,2)), it said "Error in plot(g) : object 'g' not found
    "
    How could I build 'g' (graph storing place) to link with the application?
    thank you so much.

  • @christellafenisianti1140
    @christellafenisianti1140 5 лет назад +1

    what are the packages that should be installed beforehand?

    • @bkrai
      @bkrai  5 лет назад

      You need to install igraph

  • @pratiksarkar2488
    @pratiksarkar2488 3 года назад +1

    Sir from where we can get the dataset?

    • @bkrai
      @bkrai  3 года назад

      There should be a link below video.

  • @jwalin1
    @jwalin1 4 года назад +1

    This is an extremely useful video. I had a quick question; I want to predefine the strength/state of a node (continuous variable) and the strength of the relation (weak, medium, high) and thereafter run various analyses like centrality and community.
    I think I can relatively easily vary the strength of the relation using different integer values to correspond to the the strength of the relation but struggle with the varying the state of the node. Could you potentially guide me to the appropriate resources?
    Thank you very much.

  • @samiransinha5731
    @samiransinha5731 4 года назад +2

    You have made a wonderful video. Can you please explain the use of set.seed(222) command before the network diagram? Is there anything random in the diagram?

    • @bkrai
      @bkrai  4 года назад

      The node placements are randomized. set.seed helps to get same layout if you run the code several times.

  • @jamescathode6917
    @jamescathode6917 5 лет назад +2

    Do you have a documentation I can go through, for the same project sir?

    • @bkrai
      @bkrai  5 лет назад

      You can find documentation (about 450 pages) at this link: cran.r-project.org/web/packages/igraph/igraph.pdf

  • @shwetaredkar734
    @shwetaredkar734 5 лет назад +1

    Wow! Absolutely brilliant tutorial. Very very helpful.
    But how to print dense connections and sparse connections in community detection?

    • @bkrai
      @bkrai  5 лет назад

      You can save them as pictures and then print.

    • @shwetaredkar734
      @shwetaredkar734 5 лет назад

      @@bkrai I mean to say how to print the nodes or groups. I don't need the pictorial representation.

  • @babatundeolapeju1407
    @babatundeolapeju1407 5 лет назад +1

    Hello Dr. Rai. Thanks for your educational video. It is very helpful and useful. I wish you could help me I did not get a link and a directed arrow as shown in your video. I got an area of shape around the two nodes when I execute g

  • @robinsonortizsierra9629
    @robinsonortizsierra9629 6 лет назад +2

    Excellent tutorial.

  • @zihangchen8569
    @zihangchen8569 4 года назад +1

    Thanks for sharing. How to set a distance between each factors? In your example, when you create a graph with a lot of factors (AA, CA, CC...), it looks messy with the default.

    • @bkrai
      @bkrai  4 года назад

      It's better to filter out data that are less frequent to reduce complexity.

  • @netmarketer77
    @netmarketer77 6 лет назад +1

    Mr.Bharat, can we know the source of the file networkdata.csv? From where it has been taken?
    Regards

    • @bkrai
      @bkrai  6 лет назад +1

      It is not a real data, but made up data for practice purposes.

    • @netmarketer77
      @netmarketer77 6 лет назад +1

      Thank you Sir.

  • @rachel4482
    @rachel4482 3 года назад

    Do you maybe also have a lecture on a network analysis with just a few nodes (In which the nodes are not individuals but rather "groups"), and based on data from intervieuws?

  • @ricardot4722
    @ricardot4722 6 лет назад +2

    Thanks for sharing your knowledge, I appreciate it.
    Kind Regards

    • @bkrai
      @bkrai  6 лет назад

      Thanks for comments!

  • @potter7418
    @potter7418 3 года назад

    which algorithm is used sir?

  • @anzhemeng8833
    @anzhemeng8833 5 лет назад +1

    Hi, Sir! Thank you at the first place for the wonderful knowledge! But may I ask a question? "data

    • @bkrai
      @bkrai  5 лет назад +1

      It lets you choose wherever your file is, provides more flexibility and works fine on Mac or Windows.

  • @nduwimanainnocent8377
    @nduwimanainnocent8377 5 лет назад +1

    Question, what is character string?

  • @mwylie4570
    @mwylie4570 6 лет назад

    Excellent tutorial. Your custom network visualisation is better than what i2 Analyst Notebook produces. Is it possible make labels appear for only specific nodes/vertices in the network, and make all other labels blank?

  • @_AnubhavSingh
    @_AnubhavSingh 4 года назад +2

    I don't have igarph library not working what to do please help somebody

    • @bkrai
      @bkrai  4 года назад

      You can run following first:
      install.packages("igraph")

  • @vivek7035
    @vivek7035 7 месяцев назад

    Sir whenever i plot anything the arrows are big sometimes then circle are small of graph so basically the appearence of plot is very unsymmetrical

  • @robertmagnuszewski9370
    @robertmagnuszewski9370 5 лет назад

    How to add values (weights) to the file created that way?

  • @vanthuanluong9398
    @vanthuanluong9398 6 лет назад

    what is grade and spec columns used for??

  • @pastorsoto1298
    @pastorsoto1298 4 года назад +1

    Excellent tutorial. Where can we find data to make this type of analysis?

    • @bkrai
      @bkrai  4 года назад

      There should be a link below this video.

    • @pastorsoto1298
      @pastorsoto1298 4 года назад

      @@bkrai Yes, What I mean is different dataset from real world situations

  • @vivek7035
    @vivek7035 7 месяцев назад

    Sir I am getting this error:
    plot(net,
    + vertex.color=rainbow(52),
    + vertex.size = V(net)$degree*0.4,
    + edge.arrow.size=0.1,
    + layout=layout.fruchterman.reingold
    + )
    Error in plot.window(...) : need finite 'xlim' values
    In addition: Warning message:
    In max(vertex.size) : no non-missing arguments to max; returning -Inf

  • @snehalsharma8893
    @snehalsharma8893 7 лет назад

    I don't get a colorful graph when I use layout fruchterman.reingold in plot. How do I fix it

  • @MaideCanyakar
    @MaideCanyakar 4 года назад +1

    Great explanation thanks

    • @bkrai
      @bkrai  4 года назад

      Thanks for comments!

  • @VivekGupta-gb9pg
    @VivekGupta-gb9pg 5 лет назад +1

    Thanks for excellent video on igraph package , it is very helpful, Sir please suggest how to sample network.

    • @bkrai
      @bkrai  5 лет назад

      You can sample data itself before making the network.

    • @VivekGupta-gb9pg
      @VivekGupta-gb9pg 5 лет назад

      @@bkrai but for large sample it will be difficult to handle. I want it to sample subgraph having some conditions..

  • @garimababbar7578
    @garimababbar7578 5 лет назад +1

    Hello sir, I wanted to know whether you think this would make a good mini project or not?

    • @bkrai
      @bkrai  5 лет назад

      Yes this should work. You can also include some ideas from this playlist for the project:
      ruclips.net/p/PL34t5iLfZddtfgOcE6aKCEXWtCkolpgjV

  • @nduwimanainnocent8377
    @nduwimanainnocent8377 5 лет назад

    Hi Dr, How can we make a data frame with a data set with more than two column as in the tutorial we had first and second as columns

  • @jyoti9426
    @jyoti9426 5 лет назад +1

    Helped a lot. Thank you, sir. 👍

    • @bkrai
      @bkrai  5 лет назад

      Thanks for comments!

  • @janani4592
    @janani4592 5 лет назад +1

    Tell me about some projects name using data mining in r studio plzz

    • @bkrai
      @bkrai  5 лет назад

      You can try this:
      ruclips.net/p/PL34t5iLfZddsQ0NzMFszGduj3jE8UFm4O

  • @mateofrumholtz3939
    @mateofrumholtz3939 5 лет назад

    Great video. Any idea what to do if we get this error message for the last community detection step? I'm using my own/different data set. Thanks
    Error message: Error in simple_vs_index(x, ii, na_ok) : Unknown vertex selected

  • @nowfeleusuf2294
    @nowfeleusuf2294 5 лет назад +2

    Hello Sir, Do you take any online courses? I would love to enroll because you explain the best :)

    • @bkrai
      @bkrai  5 лет назад

      Thanks for your comments! My online courses are at UMass-Dartmouth.

  • @HuyNguyen-rv9ge
    @HuyNguyen-rv9ge Год назад

    Thank you for useful tutorial. Could you guide how to calculate # of diameters? Why is 2?

  • @thliang17
    @thliang17 5 лет назад +1

    the columns "grade" and "spec" never been used this project?

    • @bkrai
      @bkrai  5 лет назад +1

      yes, here we only used 1st two columns.

  • @dophie1557
    @dophie1557 6 лет назад

    I have uploaded a csv file and I am able to see it. But when I run the data.frame function, it says I have a data frame with 0 columns and 0 rows. What could be the problem?

    • @dophie1557
      @dophie1557 6 лет назад

      I am also working with the 3.5.0 R application version, not R studio.

    • @bkrai
      @bkrai  6 лет назад

      I would suggest you use RStudio since it is much easier to work with and is very user-friendly.

    • @dophie1557
      @dophie1557 6 лет назад +1

      @@bkrai Thank you very much for the prompt response. I was actually able to run it by not specifying the column names. Thank you!

    • @bkrai
      @bkrai  6 лет назад

      ok, thanks for the update!

  • @lucasdolan615
    @lucasdolan615 7 лет назад +1

    New to using R for social network analysis. Does anyone know the analogous commands in the new 3.4.3 version?

    • @bkrai
      @bkrai  7 лет назад

      Since this is very recent, you will not notice any change in 3.4.3.

    • @lucasdolan615
      @lucasdolan615 7 лет назад +1

      I didn't realize igraph was a separate download. Everything is working now. Thanks for the great video!

    • @bkrai
      @bkrai  7 лет назад

      That's great!

  • @abhishekkumarsingh9938
    @abhishekkumarsingh9938 4 года назад +1

    Hey Prof! Great Video. I can't understand the use of set.seed( ) function. Can anyone help?

    • @bkrai
      @bkrai  4 года назад

      It is used for repeatability, so that when you run codes again, you get same pattern. If you don’t use it, the patterns may randomly change.

    • @abhishekkumarsingh9938
      @abhishekkumarsingh9938 4 года назад +1

      @@bkrai Got it Prof.! Thanks a lot!!

    • @bkrai
      @bkrai  4 года назад

      Welcome!

  • @tusamigosinformaticos6579
    @tusamigosinformaticos6579 6 лет назад +1

    Excelente tutorial me ha servido de mucha ayuda.

    • @bkrai
      @bkrai  6 лет назад

      Thanks for comments!

  • @kenchen9198
    @kenchen9198 5 лет назад +1

    thank you!this video helps me a lot

    • @bkrai
      @bkrai  5 лет назад

      Thanks for comments!

  • @hamilcarvazdovale123
    @hamilcarvazdovale123 4 года назад +1

    Thank you for great lecture

    • @bkrai
      @bkrai  4 года назад

      You are welcome!

  • @tusharhirapure8630
    @tusharhirapure8630 2 года назад

    Not able to draw histogram, showing "Error in hist.default(V(net)$degree, col = "green", main = "Histogram of Node Degree", :
    'x' must be numeric" Please help

  • @harryskywalker1018
    @harryskywalker1018 3 года назад +1

    Very helpful!!!

    • @bkrai
      @bkrai  3 года назад +1

      Thanks!

    • @harryskywalker1018
      @harryskywalker1018 3 года назад +1

      @@bkrai you're welcome 🙂 we just finished the theory of social network analysis and now we need to apply our knowledge!!! These videos are extremely helpful to understand the theoretical concepts and start exploring the possibilities of social network analysis with data!

    • @bkrai
      @bkrai  3 года назад

      Thanks for comments!

  • @atulbhargav56
    @atulbhargav56 4 года назад

    Sir , can you tell mw how to find simple cycles in a directed graph

  • @ratigumashvili
    @ratigumashvili 6 лет назад +5

    Thanks for the great vid! Everything's going fine until I'm trying to import csv data and work with it. Getting this error - Error in graph.data.frame(y) : the data frame should contain at least two columns.

    • @bkrai
      @bkrai  6 лет назад +1

      It says 'the data frame should contain at least two columns'. Make sure the data format is ok.

    • @kipeku
      @kipeku 4 года назад

      I was having a similar issue. I found data$ - column name is case sensitive.

  • @femiwusu3013
    @femiwusu3013 6 лет назад +1

    learnt a great deal. thanks so much

    • @bkrai
      @bkrai  6 лет назад

      Thanks for comments!

  • @valinhoantoniomuahaja1645
    @valinhoantoniomuahaja1645 6 лет назад +1

    The video is good to teach someone...

    • @bkrai
      @bkrai  6 лет назад

      Thanks for comments!

  • @nucasspro1
    @nucasspro1 7 лет назад +2

    Thanks! So helpful

  • @aneesulhaq9366
    @aneesulhaq9366 5 лет назад +1

    Sir excellent explanation sir , the only problem I am facing is I am unable to read the dataset it is showing that the file is in rich format. Sir I request you to please look into it

    • @bkrai
      @bkrai  5 лет назад +1

      The file has csv format. Make sure not to change that.

    • @aneesulhaq9366
      @aneesulhaq9366 5 лет назад

      @@bkrai
      Yes sir I am aware that it is in CSV format but when I try to read it using read.csv().
      It is showing error sir

    • @aneesulhaq9366
      @aneesulhaq9366 5 лет назад +1

      @@bkrai
      data

    • @aneesulhaq9366
      @aneesulhaq9366 5 лет назад +1

      @@bkrai
      sir and also while creating a network this statement is showing error
      net

    • @bkrai
      @bkrai  5 лет назад

      That's not an error. It is just a 'warning message'.

  • @dexter2765
    @dexter2765 3 года назад +1

    really good Video, i love you

    • @bkrai
      @bkrai  3 года назад

      Thanks for comments!

  • @gefsecretariatsrilanka1805
    @gefsecretariatsrilanka1805 2 года назад +1

    Very clear, excellent!. I would like to know syntax of plotting dendrogram please
    Sujith_ PhD Student, Sri Lanka

    • @bkrai
      @bkrai  2 года назад +1

      You can refer to this:
      ruclips.net/video/otjWCaMcVaA/видео.html

    • @gefsecretariatsrilanka1805
      @gefsecretariatsrilanka1805 2 года назад

      @@bkrai Many thanks Dr Rai for your kind response. Further i would like know how to set legend for plots based on the value of vertices . Also how to assign colors for vertices based on their degree of centrality or betweenness values etc. I mean that heat map like colors .

  • @netmarketer77
    @netmarketer77 6 лет назад +1

    Could you please re-explain how to calculate diameter? You passed quickly over this point. Why it is 2 here? Is there a formula to calculate it like edge-density?

    • @bkrai
      @bkrai  6 лет назад +1

      Diameter in a network is the shortest distance between the two most distant nodes. In the video example, if you consider Kate & Amy to be two most distant nodes, then the shortest distance has 2 connections. Same is true for Kate and Ram.

    • @netmarketer77
      @netmarketer77 6 лет назад +1

      Thanks . Now it is clear.

  • @selvavigneshm6266
    @selvavigneshm6266 4 года назад

    Respected sir, please provide me a research paper on this project. That would really be helpful

  • @pc0riginal870
    @pc0riginal870 6 лет назад +1

    Thank you so much, the best one

    • @bkrai
      @bkrai  6 лет назад

      Thanks for feedback!

    • @pc0riginal870
      @pc0riginal870 6 лет назад

      Bharatendra Rai did you make video on machine learning? Because my sir teaching so bad?

    • @bkrai
      @bkrai  6 лет назад

      You can find them in machine learning playlist on my channel.

    • @pc0riginal870
      @pc0riginal870 6 лет назад +1

      Bharatendra Rai Thank you

  • @mmmiao1199
    @mmmiao1199 5 лет назад +1

    Thanks, so good!

    • @bkrai
      @bkrai  5 лет назад

      Thanks for comments!

  • @Spartacus547
    @Spartacus547 6 лет назад

    If anyone knows a tool for resource comments sections to apply to a neural net let me know

    • @bkrai
      @bkrai  6 лет назад

      I didn't get your question.

  • @pa1kumarbhukya
    @pa1kumarbhukya 5 лет назад

    Link is not working

    • @bkrai
      @bkrai  5 лет назад

      I just now checked, the video runs fine.

    • @pa1kumarbhukya
      @pa1kumarbhukya 5 лет назад

      @@bkrai link in description r file not working

    • @mallorywright1453
      @mallorywright1453 5 лет назад

      @@pa1kumarbhukya Working for me. Do you have R downloaded?

  • @frojet0815
    @frojet0815 4 года назад +1

    I come from Taiwan,and my English is poor.The video be used for me

    • @bkrai
      @bkrai  4 года назад

      Thanks for comments!

  • @gnanarajvaitheeswaran6442
    @gnanarajvaitheeswaran6442 6 лет назад +5

    The best tutorial on youtube on social network analysis. Thank you, Sir.

    • @bkrai
      @bkrai  6 лет назад

      Thanks for comments!

  • @ProfessorJoaoArantes
    @ProfessorJoaoArantes 2 года назад +1

    Thank you very much, the video is wonderful!

    • @bkrai
      @bkrai  2 года назад

      You are welcome!

  • @alvaroromera2349
    @alvaroromera2349 2 года назад +1

    Very useful, thanks!

    • @bkrai
      @bkrai  2 года назад

      You're welcome!

  • @yulinliu850
    @yulinliu850 4 года назад +1

    Thanks for the great lecture

    • @bkrai
      @bkrai  4 года назад

      You are welcome!