Thursday, January 12, 2012

My Music Tastes are 13.3% Terrible, Says Algorithm



Adku engineers devote 20% of their time working on projects of their own choosing. These projects are usually a little bit more removed from our daily work and are a great outlet for chasing down some of our crazier ideas. Earlier, Leah wrote about Mildred, a “20% time” project for visualizing your friends’ Facebook likes. Visualizing data is a great way to intuitively spot patterns and draw some quick conclusions, but the real fun comes in automating that process with machine learning. Today, I’m going to explain how Latent Dirichlet Allocation works and how we used it to draw conclusions about people’s music tastes from their Facebook likes. 


Latent Dirichlet Allocation (LDA) was invented in 2003 primarily for automatically inferring the topics in a text document (the original paper also mentions applications for collaborative filtering). For example, LDA could be used to determine that a bioinformatics scientific paper is about evolutionary biology and computers, or perhaps that a particular court case is concerned with torts and constitutional law. It works by applying statistical analysis on the words in the document. For the bioinformatics paper, LDA would recognize that the document contained words related to evolutionary biology like “genome” and “selection” as well as computer words like “big O” and “algorithm.” 


The basic idea behind LDA is that every document is generated by a simple probabilistic model. Suppose we wanted to randomly generate a document using this probabilistic model. To begin, we select the topic(s) of the document by drawing a green die out of a bag. There are many dice in the bag and each side of a die represents a topic. If we decide that there are 6 topics in all, then each green die will have 6 sides. Drawing a die that is heavily weighted towards the “computer” and “evolutionary biology” topics means that the document will be about computers and evolutionary biology. There are also 6 red dice--one die for each topic. Each side of a red die represents a word. The red die for the computer topic, for example, will be heavily weighted toward words like “RAM” and “processor.”


Here’s how each word in the document is generated. First, the green die is rolled to determine the topic of the word. The red die corresponding to that topic is then rolled to determine the word itself.


An example roll could have the green die giving us the topic “computers.” We then find the “computers” red die and roll it, giving us the word “RAM.” “RAM” is appended to the document. Note that the order of the words generated is not taken into account at all; the document is just a “bag of words.”

All the variables involved in generating documents--the green and red dice, the assortment of dice in the bag--are so-called latent variables. The dice represent multinomials; the bag of dice represents a Dirichlet. In the computer example, we assumed that the latent variables were known to us (i.e. we had dice and bags of dice to draw from). In real life, however, the latent variables are hidden from us. The only information we have are the words that are in each document. The goal of LDA is to figure out the values of the latent variables by working backwards (using Bayesian inference) from a collection of documents, and allocate each word in each document to a particular topic. 

Now that we know a little bit about how LDA works, applying it to Facebook likes is straightforward. Each person represents a document, and that person's likes is analogous to the words in a document. The Mildred visualization indicates that people tend to have more music likes, so we'll just look at music likes for now. This makes it easier to get an intuitive grasp for how good the LDA results are. If the topics recovered by LDA end up matching recognizable music genres, then it's probably doing something right.



The five most common likes for each topic as computed by LDA are shown in the tables below. The number of topics was arbitrarily set at 20. Some of the topics are labelled with a very heavy hand :-).


1. Indie music I (n=869)2. Contemporary Pop (n=709)3. Oldies Pop (n=740)4. Rap and Hip Hop (n=736)5. 90’s (n=643)
RadioheadRihannaPink FloydJay-ZRed Hot Chili Peppers
Sufjan StevensLady GagaThe BeatlesKanye WestIncubus
Bon IverBeyoncéRadioheadLil WayneNirvana
Belle & SebastianKanye WestQueenKid CudiSublime
WilcoKaty PerryMetallicaEminemPearl Jam


6. Pop (n=576)7. Electronic/Trance/House (n=442)8. 00’s (n=759)9. 90’s/00’s I (n=400)10. (n=375)
Lady GagaTiëstoDeath Cab for CutieU2Lady Gaga
Taylor Swiftdeadmau5ColdplayMuseColdplay
Michael JacksonLady GagaThe KillersColdplayJay Chou
BeyoncéDaft PunkMuseWeezerTHE FU
Katy PerryArmin van BuurenWeezerOasisEminem



11. Emotional Male Singers I (n=404)12. Classics (n=700)13. (n=520)14. Rock (n=376)15. (n=276)
John MayerThe BeatlesBob MarleyRed Hot Chili PeppersLady Gaga
Dave Matthews BandBob DylanJack JohnsonAC/DCCarousel
U2Pink FloydJohnny CashAerosmithThe Beatles
Jason MrazQueenBen HarperQueenDream Theater
Jack JohnsonThe DoorsO.A.R.Van HalenJustin Diamond


16. Emotional Male Signers II (n=620)17. 90’s/00’s II (n=872)18. Indie Music II (n=864)19. (n=497)20. Classical (n=459)
Ben FoldsLinkin ParkRadioheadRegina SpektorThe Beatles
ColdplayColdplayArcade FireThe BeatlesBeethoven
Jack JohnsonGreen DayDaft PunkFrank SinatraMozart
Dave Matthews BandNickelbackBeckColdplayChopin
John MayerThe FrayMGMTMichael BubléBach

Table 1. The twenty topics recovered by running LDA on Facebook music likes. Only the five most common likes for each topic are shown. The number of likes classified within each topic is shown in parentheses. 1517 people with a collective total of 11837 music likes were analyzed.

Just for fun, let’s take a look at how LDA classifies my music tastes. I have 15 music likes:

Vampire Weekend, Arctic Monkeys, Death Cab for Cutie, Eric Clapton, Jack Johnson, The Killers, Oasis, Pink Floyd, Postal Service, Radiohead, Third Eye Blind, Weezer, Wilco, Muse and The Beatles. The majority of my likes (9/15) are classified under topic 8: 00’s music. Three of my likes are classified as topic 3, Oldies Pop. I also have two likes in topic 16 and one like in topic 19.


We can also look at Carlos’ music preferences. He likes The Smashing Pumpkins, The Killers, Coldplay, Pearl Jam, The Verve, Weezer, Quartus, Michael Jackson and Bush. Carlos’ likes are evenly split between topics 3, 8 and 1: Oldies Pop, 00’s and Indie Music.


You could imagine several ways of building a simple recommendation engine from these results. A simple one is to use the generative process, just like how a we generated a “computer” document. The music recommendations for Carlos would come from a document that is generated from the Oldies Pop, 00’s and Indie Music topics. These recommendations are explanable. We can tell Carlos that Metallica was recommended because he likes Oldies Pop.


A fully fleshed out recommendation engine sounds like another 20% project, though. Until then, try not to snicker at my music tastes too much!

470 comments:

  1. Singer now a days also do rap and I don't appreciate it a lot. I want the old music way back around 90's it was perfect for me.

    rita ora music

    ReplyDelete
  2. We are always interested in the "neglect" of us. But we are "abandoning" who cares about us ...
    Friv | Unblocked | ABCya | Yepi

    ReplyDelete
  3. https://afu.ac.ae/ar academic-probation

    ReplyDelete
  4. يمكنكم الان الحصول على رقم توكيل كاريير لجميع انواع الاجهزة الكهربائية صيانة معتمدة وعلى اعلى مستوى
    للاستعلام
    http://www.anti-insects.com

    ReplyDelete
  5. يمكنكم الان الحصول على رقم توكيل كاريير لجميع انواع الاجهزة الكهربائية صيانة معتمدة وعلى اعلى مستوى
    للاستعلام
    http://carriermaintenance.com

    ReplyDelete
  6. يمكنكم الان من خلال شركة ابادة حشرات بالمنزل التخلص من كافة انواع الحشرات بوسائل امنة وطرق فعالة غير مضرة باسعار مميزة ومتاحة للجميع
    للتواصل معنا
    http://www.anti-insects.com

    ReplyDelete
  7. ان الوصول بالموقع الالكترونى الى النتائج الاولى فى محرك البحث افضل شركات تسويق الكترونى فى الرياض بواسطة شركات تسويق مواقع فى السعودية افضل شركة تسويق الكترونى والرياض او غيرها تعتبر افضل شركات التسويق الالكترونى فى السعودية من دول العالم اعطى ميزه كبيره للخدمات شركة موشن جرافيك والمنتجات بأن تتخطى وتخرج خارج الحدود الاقليمية للدولة وتساعد على سرعة الانتشار افضل شركة تصميم مواقع في الامارات بسهولة وتكاليف قليله ,وزيادة عدد الزائرين لموقعك مم يزيد شركات تسويق الكتروني في الامارات من احتمالية بيع الخدمة او المنتج شركات تصميم مواقع في السعوديه الذى يقدمة الموقع حيث ان التسويق الالكترونى يساعد شركات السوشيال ميديا فى السعودية على ظهور نتائج ايجابيه فى فتره قصيره افضل شركة تصميم مواقع فى السعودية وكسب عملاء جدد فى وقت افضل شركة تصميم مواقع فى الرياض وزمن قصير


    ReplyDelete
  8. This comment has been removed by the author.

    ReplyDelete

  9. And indeed, I’m just always astounded concerning the remarkable things served by you. Some four facts on this page are undeniably the most effective I’ve had.

    cloud computing courses in chennai | cloud computing training in chennai | cloud training in chennai | cloud certification in chennai | cloud computing classes in chennai

    ReplyDelete
  10. This comment has been removed by the author.

    ReplyDelete
  11. Find your favorite sport at BT Sport, home of live sport, to watch all the recent videos, TV catch up, news, outcomes, fixtures and more.
    https://zvv4.com

    ReplyDelete
  12. interesting.. where else you gonna use that knowledge in your life?

    ReplyDelete
  13. bookmarked!!, I love your blog! online google pixel display repair

    Good post. I am going through some of these issues as well.. online nokia display repair

    Way cool! Some extremely valid points! I appreciate you writing this post and also the rest of the website is really good. online iphone display repair

    ReplyDelete
  14. Excellent blog you have got here.. It’s hard to find good quality writing like online mi display repair yours these days. I honestly appreciate people like you! Take care!!

    This is a topic that's near to my heart... Cheers! Where are your online lg display repair contact details though?

    I absolutely love your blog.. Very nice online mobile repair marathahalli colors & theme.

    ReplyDelete
  15. I'm highly impressed by the piece of thoughts you have shared on this portal. all the best
    connect us on Assignment Help can shed your burden of assignments with return of qualitative assignments.

    ReplyDelete
  16. Thank you for excellent article.You made an article that is interesting.
    Digital marketing course in Bangalore with Live Projects. 100% placement, 20+ modules, 10+ certifications, Great discounts on course fees.
    https://onlineidealab.com/digital-marketing-courses-in-bangalore/

    ReplyDelete

  17. After looking at a number of the articles on your web page, I seriously like your technique of blogging. I book marked it to my bookmark site list and will be checking back in the near future. Take a look at my website as well and let me know what you think.
    onsite mobile repair bangalore
    This site certainly has all the info I wanted concerning this subject and didn’t know who to ask.
    asus display replacement
    There's definately a lot to learn about this topic. I really like all of the points you've made.
    huawei display replacement

    ReplyDelete
  18. You have made some really good points there. I looked on the web for more information about the issue and found most individuals will go along with your views on this web site.
    vivo display replacement
    Good post. I learn something totally new and challenging on blogs I stumbleupon everyday. It's always helpful to read articles from other authors and practice a little something from their sites.
    lg battery replacement
    I blog often and I really thank you for your information. This great article has truly peaked my interest. I will book mark your site and keep checking for new information about once per week. I opted in for your Feed too.
    motorola display replacement

    ReplyDelete
  19. Oscars 2020 Live Stream Red Carpet How To Watch Online. This year the 92nd Academy Awards ceremony will be held from 27 January to 9 February at the

    Dolby Theatre in Hollywood, Los Angeles, California.The best films of 2019 will be awarded by
    the Academy of Motion Picture Arts and Sciences (AMPAS),an international recognition of
    excellence in cinematic achievements. Every big movie star will be there to celebrate the
    very best the movie industry work from the past year.

    https://oscars2020liveinfo.weebly.com/

    https://oscars-2020-live-stream-red-carpet-how-to-watch-online-87.webself.net/

    http://oscars2020liveinfo.mystrikingly.com/

    http://oscars2020liveinfo.bloger.id/oscars-2020-live-stream-red-carpet-how-to-watch-online.xhtml

    ReplyDelete
  20. Enter the latest news about the 2020 Oscars, including nominations, winners


    Oscars 2020 Live
    Oscars 2020 Live Stream
    Oscar Awards 2020 Live

    ReplyDelete
  21. that’s a nice article, thank you for a great article. It helped me a lot. Keep it up Must Visit: Dell Printer Klantendienst

    ReplyDelete
  22. This comment has been removed by the author.

    ReplyDelete
  23. That’s a nice article, thank you for a great article. It helped me a lot. Keep it up Must Visit: Avast bellen belgie

    ReplyDelete
  24. Thanks for sharing it is important for me. I also searched for that from here. Visit our site Dell ondersteuning.

    ReplyDelete
  25. hi, your post is very helpful for me. Finally, I found exactly what i want. If need information regarding printers then you can visit our site Xerox Printer contacteren for help.

    ReplyDelete
  26. hi, Your post is very helpful for me, If you want to know more about antivirus then you can visit our site Canon Printer Canon Printer klantenservice belgie for help.

    ReplyDelete
  27. hi, Your post is very helpful for me, finally i found exactly what i want , If you want to know more about antivirus then you can visit our
    Bitdefender ondersteuningsnummer
    for help.

    ReplyDelete
  28. hi, Your post is very helpful for me, finally i found exactly what i want , If you want to know more about antivirus then you can visit Kaspersky Antivirus ondersteuningsnummer for help.

    ReplyDelete
  29. I like viewing web sites which comprehend the price of delivering the excellent useful resource free of charge. I truly adored reading your posting. Thank you!
    Data Science Course in Bangalore

    ReplyDelete
  30. hi, your post is very helpful for me. Finally, I found exactly what i want. here i want to share some information about Norton Antivirus. please visit over this site- Norton ondersteuningsnummer

    ReplyDelete
  31. Thanks for sharing it is important for me. Finally, I found exactly what i want. If need information regarding Antivirus then you can visit our site Avast ondersteuningsnummer for help.

    ReplyDelete
  32. Thanks for sharing it is important for me. Finally, I found exactly what i want. If need information regarding Printer then you can visit our site Hp printer ondersteuningsnummer for help.

    ReplyDelete
  33. Nice post found to be very impressive while going through this post showing about an unknown content with a complete description. Thanks for sharing and keep posting such an informative content.

    Data Science Course in Raipur

    ReplyDelete
  34. Entirely great post. I just discovered your blog and needed to state that I have truly appreciated perusing your blog entries. Any way I'll be buying in to your feed and I trust you post again soon.
    360DigiTMG data science training in hyderabad

    ReplyDelete
  35. Thanks for sharing it is important for me. I also searched for that from here. Visit our site telefoonnummer Dell Printer belgie.

    ReplyDelete
  36. I am always searching online for articles that can help me. There is obviously a lot to know about this. I think you made some good points in Features also. Keep working, great job !
    360DigiTMG data science training in hyderabad

    ReplyDelete
  37. Mindblowing blog appreciating your endless efforts in developing a truly transparent content. Which probably the best one to come across disclosing the content which peaople might not aware of it. Thanks for bringing out the amazing content and keep sharing more further.

    360DigiTMG PMP Certification Course

    ReplyDelete
  38. The reason behind implementing such marketing segment in almost all business units is only due to its effectiveness and output. Some of the reasons for which companies implement internet marketing are as follows: digital marketing course in hyderabad

    ReplyDelete
  39. That’s a nice article, thank you for a great article. It helped me a lot. Keep it up Must Visit AVG helpdesk bellen

    ReplyDelete
  40. "I can set up my original thought from this post. It gives all around data. A commitment of gratefulness is all together for this essential data for all,

    "
    artificial intelligence course in noida

    ReplyDelete
  41. Awesome article with valuable information it very helpful waiting for next blog update thank you.
    Data Analytics Course Online

    ReplyDelete
  42. it is really a great and helpful piece of info. I am glad that you shared this helpful information with us. Please keep us informed like this. Thank you for sharing.
    china visa application form

    ReplyDelete
  43. Excellent blog with very impressive writing and unique content, information shared was very valuable thank you.
    Data Science Course in Hyderabad

    ReplyDelete
  44. Extraordinary blog went amazed with the content that they have developed in a very descriptive manner. This type of content surely ensures the participants to explore themselves. Hope you deliver the same near the future as well. Gratitude to the blogger for the efforts.

    Digital Marketing Course

    ReplyDelete
  45. Thanks for sharing it is important for me. I also searched for that from here. Visit our site Google bellen

    ReplyDelete
  46. Hi,
    The blog was absolutely fantastic! Thank you for sharing this.
    I came across a similar post or services link that you may consider.
    It is worth reading for everyone.
    travel portal development

    ReplyDelete
  47. Really Nice Post Admin, Very helpful looking for more posts, Now I have to share some information about How To Fix “Acer Troubleshooting Guide” problem. If you are going through this problem you can simply mcafee nummer.

    ReplyDelete
  48. This comment has been removed by the author.

    ReplyDelete
  49. Your blog is very informative and interesting to read, finally, I found exactly what I searching for. There are lots of users of Macfee antivirus in the world because of its features and easy interface. If you want to explore more interesting facts about Mcafee antivirus or want to resolve your technical issues then must visit bellen Mcafee Nederland.

    ReplyDelete
  50. Thanks for sharing it is important for me. I also searched for that from here. Visit our facebook contact nederland.

    ReplyDelete
  51. Really Nice Post Admin, Very helpful looking for more posts, Now I have to share some information about How To Fix “Acer Troubleshooting Guide” problem. If you are going through this problem you can simply mcafee klantenservice.

    ReplyDelete
  52. Really Nice Post Admin, Very helpful looking for more posts, Now I have to share some information about How To Fix “Acer Troubleshooting Guide” problem. If you are going through this problem you can simply dell nummer.

    ReplyDelete
  53. Very good message. I stumbled across your blog and wanted to say that I really enjoyed reading your articles. Anyway, I will subscribe to your feed and hope you post again soon.

    Business Analytics Course in Bangalore

    ReplyDelete
  54. Actually I read it yesterday but I had some ideas about it and today I wanted to read it again because it is so well written.

    Data Analytics Course in Bangalore

    ReplyDelete
  55. Post is very good its amzazing post I love them thanks for sharing.
    visit here- cartoon funny video

    ReplyDelete
  56. I know how to get soundcloud plays for your songs. Visit this site for more details

    ReplyDelete
  57. Its as if you had a great grasp on the subject matter, but you forgot to include your readers. Perhaps you should think about this from more than one angle.
    business analytics course

    ReplyDelete
  58. wow, cool, such content needs to be posted as much as possible everywhere, it will help with this https://soclikes.com/

    ReplyDelete
  59. Finding the time and actual effort to create a superb article like this is great thing. I do learn many new stuff right here! Good luck for the next post.
    salesforce training in chennai

    software testing training in chennai

    robotic process automation rpa training in chennai

    blockchain training in chennai

    devops training in chennai

    ReplyDelete
  60. We are a well-known writing service provider in Australia. If anyone looking for a genuine assignment help service provider over there, then come to us for guaranteed results.
    MyAssignmentHelp

    ReplyDelete
  61. Much thanks for composing such an intriguing article on this point. This has truly made me think and I plan to peruse more
    business analytics course

    ReplyDelete
  62. I needed to leave a little remark to help you and wish you a decent continuation. Wishing you good luck for all your contributing to a blog endeavors.
    data scientist training

    ReplyDelete
  63. Interesting post. I Have Been wondering about this issue, so thanks for posting. Pretty cool post.It 's really very nice and Useful post.Thanks

    Data Science Training in Hyderabad

    ReplyDelete
  64. I recently came across your blog and have been reading along. I thought I would leave my first comment. I don’t know what to say except that I have enjoyed reading. Nice blog, I will keep visiting this blog very often.
    Visit here :- Seo Packages In Gwalior

    ReplyDelete
  65. Fantasy Power 11 if you have a good knowledge of Cricket you Can earn real money or Paytm cash. Download Link, and Review.fantasy cricket tips and tricks

    to cricket, football, Kabaddi so you can play fantasy cricket in Fantasy Power11

    ReplyDelete
  66. Thank you so much for this innovative post, keep it up for more valuable information. Visit Ogen Infosystem for professional Website Designing and SEO Services in Delhi, India.
    SEO Service in Delhi

    ReplyDelete
  67. I can set up my new thought from this post. It gives inside and out data. A debt of gratitude is in order for this significant data for all,

    Best Digital Marketing Institute in Hyderabad

    ReplyDelete
  68. I am new here. I like your post very much. It is very usefull post for me.
    website: In Vitro Diagnostics (IVD)
    Market

    ReplyDelete
  69. Excellent post....Thanks for sharing...
    Vision Developers is one of leading Real Estate Company in Pune. Checkout new property to buy your dream home at the most affordable prices. Click for more info!

    ReplyDelete
  70. Awesome blog. I enjoyed reading your articles. This is truly a great read for me. I have bookmarked it and I am looking forward to reading new articles. Keep up the good work!
    top online electronics shopping sites in india

    ReplyDelete
  71. This comment has been removed by the author.

    ReplyDelete
  72. Hello there to everyone, here everybody is sharing such information, so it's fussy to see this webpage, and I used to visit this blog day by day
    data science courses in noida

    ReplyDelete
  73. It’s really a cool and helpful piece of information. I am glad that you shared this useful information with us. Please keep us up to date like this. Thanks for sharing.
    Best CRM for Small Businesses |

    ReplyDelete
  74. What a article. Fascinating to read and, I love to read such an excellent topic information. Thanks my dear friend! It has made my task more and extra easy. You are really so best content writer here and Keep rocking. assignment help -
    thesis writing help -
    assignment writers

    ReplyDelete
  75. OFFICE.COM/SIGNIN - SIGN IN TO OFFICE 365 - MICROSOFT OFFICE SIGN IN

    Microsoft Office has made it easy to perform several office-related tasks like organizing data and creating documents. From creating an eye-catching presentation to creating neat and clean documents, MS Office makes almost all the office-related tasks simple. Be it a bank, a school, a university, or a company; MS Office has become the need for almost all sectors these days. It can be accessed via Windows, Mac, and Android also. In order to enhance work productivity and carry out specific tasks such as data management and word processing, you can download, install, and activate MS Office by visiting the site Microsoft Office Sign in | webroot my account


    ReplyDelete
  76. The QuickBooks POS installation error can be annoying when it occurs during an on-going installation process. However, following some simple troubleshooting solutions can help you in the smooth installation of the QuickBooks POS. There are various error codes related to Fix Common QuickBooks POS Installation Errors, such as Error 1304, Error 1642, Error 1706, and various others error. To resolve QuickBooks POS Installation Error, contact our QuickBooks Support team you can dial our toll-free +1 (844) 583-0066 number or visit our website.

    ReplyDelete

  77. I see some amazingly important and kept up to length of your strength searching for in your on the site

    Digital Marketing Course

    ReplyDelete
  78. Amazing Article ! I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.


    wm casino

    คลิปโป๊

    คลิปxxx

    คลิปโป๊ญี่ปุ่น

    คลิปโป้ไทย

    เรียนภาษาอังกฤษ

    poker online

    ReplyDelete
  79. Watch movies online sa-movie.com, watch new movies, series Netflix HD 4K, ดูหนังออนไลน์ watch free movies on your mobile phone, Tablet, watch movies on the web.

    SEE4K Watch movies, watch movies, free series, load without interruption, sharp images in HD FullHD 4k, all matters, ดูหนังใหม่ all tastes, see anywhere, anytime, on mobile phones, tablets, computers.

    GangManga read manga, read manga, read manga online for free, fast loading, clear images in HD quality, all titles, อ่านการ์ตูน anywhere, anytime, on mobile, tablet, computer.

    Watch live football live24th, watch football online, ผลบอลสด a link to watch live football, watch football for free.

    ReplyDelete
  80. Amazing Article ! I would like to say thank you for the efforts you had made for writing this awesome article. This article inspired me to read more your blogs. keep it up.

    Affiliate Marketing Training In Telugu
    Affiliate Marketing Means In Telugu
    Digital Marketing Training In Telugu
    Blogging In Telugu
    Podcast Meaning In telugu
    SEO Meaning In Telugu
    1000 Social BookMarking Sites List

    ReplyDelete
  81. More and more Americans are trying to repay car deals and loans on time. Although this figure is still low, it must be on the rise. To get the best car deals and loans, you need to do enough homework.

    ReplyDelete
  82. Being a supporter with Fantastic Ladies In Poker, led by โป๊กเกอร์ Daiva Byrne, has been gratifying since day one,"

    ReplyDelete
  83. For online casinos on the web, we have many options for you to play. ดูบอลออนไลน์ Which is a live casino (Live Casino) which is a real-time bet where you will have a chance to win all bets

    ReplyDelete
  84. Hello, Your blog is enlightening. It is ideal to peruse such a great substance. Alluring data on your blog, thank you for taking the time and offer with us.Visit On:- https://sites.google.com/a/anydeviceactivate.com/youtube-compremiumactivate/
    https://sites.google.com/a/anytvcode.com/amazon-com-redeem/
    https://sites.google.com/a/espntvcode.com/plusespncomactivate/

    ReplyDelete
  85. Are You Looking For Best Kannada Quotes? Here Are The Best Kannada Quotes

    ReplyDelete
  86. nice Post thanks for the information, good information & very helpful for others.
    Sailpoint Training
    Looker Training

    ReplyDelete
  87. We are a UFA gambling website that can open properly. According to the law, which is based in foreign countries, which the web has been an opportunity to open in our home As a direct representative Correctly registered For safety For people to come in Online football betting So that customers who come to receive service with us Will be satisfied with the utmost When you come to use our services

    ReplyDelete
  88. This is just the information I find everywhere. Thank you for your blog, I just subscribed to your blog. It's a good blog.
    Data Analytics Course in Bangalore

    ReplyDelete
  89. I have read good things here. Definitely worth to bookmark again. I am amazed at how much effort you put into creating such an informative website.
    Digital Marketing Course in Bangalore

    ReplyDelete
  90. F95Zone provides you with the best platform to discuss things that people find out unusual and shy too to speak about with their acquaintances or friends. In conjunction with the discussion forum, this particular site has a great deal of characteristics plus functions which permit users to have a seamless and wholesome experience.

    ReplyDelete
  91. How you can bluff in poker? That is a question that has come asking us at Flip Poker very often. Today we bring Simple Bluff techniques as well as methods are suggested for one to learn together, โป๊กเกอร์, whether you are a beginner or perhaps a casual player.

    ReplyDelete
  92. I just stumbled upon your blog and it was great to be here! Definitely, this is a great post with great contentEstablished in 2008, JBM Global is a School in Sector 132, Expressway, Noida , an Air Conditioned Senior Secondary School, Wi-Fi enabled campus, sprawling lush green 10 acres of land offering the globally accepted CBSE system and Cambridge International Examination, houses, spacious well lit aesthetically developed and maintained smart classrooms with enriching environment, highly conducive to learning.
    Global School Delhi

    ReplyDelete
  93. Extraordinary blog! I recently went over your website and have found some interesting content.I am glad I found this amazing website on the web. Smart start is an offshoot /extension of the most sought after and prestigious school in Noida –JBM Global School – an institution of 21stcentury. For more info visit Smart Learning For Kids

    ReplyDelete
  94. I would like to thank you for the efforts you have made in writing this article. Hope to see some great stuff in the future as well.

    Website : School In Gorakhpur

    ReplyDelete
  95. Always so interesting to visit your site.What a great info, thank you for sharing. this will help me so much in my learning
    best data science course in pune

    ReplyDelete
  96. It helps us raise a lot of money and find exactly what you’re looking for the first time. In the artitle many of the queries i have never to know about them,but i will study it following this article. Thanks for your sharing. coffee bean roasters sydney
    coffee beans australia
    coffee roasters sydney

    ReplyDelete
  97. You totally coordinate our desire and the assortment of our data.
    data science training in pune

    ReplyDelete
  98. I really like this post. It is one of the best posts that I read in a long time. Thanks a lot for this really good post. If you are looking for technical help related to Change AOL Email Password Please contact with our award-winning team for quick response.

    ReplyDelete
  99. Passport for minor Passport applications for minors have different requirements and fees than an adult passports. Itzeazy helps you in applying for a passport for a minor and passport renewal for minors.
    Passport for senior citizen Senior citizen passport renewal has the same requirement as any adult passport. Itzeazy helps in passport application for senior citizen.

    ReplyDelete
  100. My deep gratitude for the information provide…. These are amazing for windscreen melbourne

    ReplyDelete
  101. This freeze on federal student loan payments and other benefits are set to end on Sept. 30 – a possible budget shock for some, says Erik Kroll, a certified financial planner and owner of Hilltop Financial Advisors and Student Loans Over 50.
    fishyfacts4u.com
    fishyfacts4u.com
    fishyfacts4u.com
    fishyfacts4u.com
    fishyfacts4u.com
    fishyfacts4u.com
    fishyfacts4u.com
    fishyfacts4u.com
    fishyfacts4u.com
    fishyfacts4u.com

    ReplyDelete
  102. Jimdo is mainly aimed at those that mainly want to build ecommerce stores and their main idea is the ease of every step of the way. Right now, there are around 20 million Jimdo sites with around 200,000 of them being online shops.
    emagazinehub.com
    emagazinehub.com
    emagazinehub.com
    emagazinehub.com
    emagazinehub.com
    emagazinehub.com
    emagazinehub.com
    emagazinehub.com
    emagazinehub.com
    emagazinehub.com

    ReplyDelete
  103. A little more than two-thirds of respondents say that while they participate in retail therapy, they don't do it often. I'm all for treating yourself now and then, but it becomes a big problem if you aren't keeping track of your spending.

    inewshunter.com
    inewshunter.com
    inewshunter.com
    inewshunter.com
    inewshunter.com
    inewshunter.com
    inewshunter.com
    inewshunter.com
    inewshunter.com
    inewshunter.com

    ReplyDelete
  104. https://websiteapk.blogspot.com/2020/11/web-designing-company.html
    https://websiteapk.blogspot.com/2020/11/hospital-management-software.html
    https://websiteapk.blogspot.com/2020/11/doctor-appointment-software.html
    https://startupwebsitedesigncompany.blogspot.com/2020/11/website-design-company.html
    https://startupwebsitedesigncompany.blogspot.com/2020/11/web-design-company-in-ranchi.html
    https://industrialtraininginstituteinternship.blogspot.com/2020/12/industrial-training-for-bbamba-students.html
    https://industrialtraininginstituteinternship.blogspot.com/2020/12/directorate-of-industrial-training.html
    https://industrialtraininginstituteinternship.blogspot.com/2020/12/internet-marketing-internship-for.html

    https://mbatrainingcompany.blogspot.com/2020/12/bbamba-internship-training.html
    https://mbatrainingcompany.blogspot.com/2020/12/industrial-training-internship-mba-bba.html
    https://bebtechtraininginjharkhand.blogspot.com/2020/11/best-6-months-industrial-training.html
    https://bebtechtraininginjharkhand.blogspot.com/2020/11/training-programs-for-students-in-ranchi.html
    https://bebtechtraininginjharkhand.blogspot.com/2020/11/6-months-cs-it-mca-bcadiploma.html
    https://bebtechtraininginjharkhand.blogspot.com/2020/11/6-months-cs-it-mca-bcadiploma_6.html
    https://summertrainingforbtechstudentsinindia.blogspot.com/2020/11/6-months-cs-it-mca-bcadiploma.html
    https://summertrainingforbtechstudentsinindia.blogspot.com/2020/11/6-months-cs-it-mca-bca-diploma.html

    https://contentwritinghomebaseparttimejob.blogspot.com/2020/11/part-timefull-time-home-based-jobsms.html
    https://contentwritinghomebaseparttimejob.blogspot.com/2020/11/data-entry-operator-computer-operator.html
    https://contentwritinghomebaseparttimejob.blogspot.com/2020/11/part-timefull-time-job-work-from.html
    https://contentwritinghomebaseparttimejob.blogspot.com/2020/11/paid-online-surveys-work-at-home.html
    https://contentwritinghomebaseparttimejob.blogspot.com/2020/11/part-time-full-time-job-work-from-home.html
    https://incredibleindiamoments.blogspot.com/2020/12/harmandir-sahib-golden-temple-of.html
    https://incredibleindiamoments.blogspot.com/2020/12/the-holy-city-of-varanasi.html
    https://incredibleindiamoments.blogspot.com/2020/12/the-taj-mahal-agra.html
    https://incredibleindiamoments.blogspot.com/2020/12/statue-of-unity-size-up-worlds-tallest.html

    ReplyDelete
  105. Citi: Check your Citi application status online by typing your application ID and ZIP code or your primary phone number, ZIP code, and month and year of birth.
    juicyfactor.com
    juicyfactor.com
    juicyfactor.com
    juicyfactor.com
    juicyfactor.com
    juicyfactor.com
    juicyfactor.com
    juicyfactor.com
    juicyfactor.com
    juicyfactor.com

    ReplyDelete
  106. This is a great post. I like this topic.This site has lots of advantage.I found many interesting things from this site. It helps me in many ways.Thanks for posting this again.
    data scientist training and placement

    ReplyDelete
  107. OASDI stands for Old Age, Survivors and Disability Insurance. It's a tax that you and your employer both pay to fund Social Security. In fact, it's often called the "Social Security" tax.

    localnewsbuzz.com
    localnewsbuzz.com
    localnewsbuzz.com
    localnewsbuzz.com
    localnewsbuzz.com
    localnewsbuzz.com
    localnewsbuzz.com
    localnewsbuzz.com
    localnewsbuzz.com
    localnewsbuzz.com

    ReplyDelete
  108. Thanks for your efforts in sharing this post with us. This was really awesome. kindly keep continuing the great work.
    Data Science Training in Hyderabad
    Data Science Course in Hyderabad

    ReplyDelete
  109. impossible to find well-informed people in this particular topic,but you sound like you know what you’re talking about! Skydive Fyrosity Las Vegas
    Columbia Interchange Omni Heat
    skydiving jobs

    ReplyDelete
  110. torrentbd (TBD) is a general private tracker in Bangladesh , Actually they got an English interface & it's considered P2P & Scene general tracker where they upload internal encodes from all other great trackers.

    ReplyDelete
  111. Here I am for the first time, and I found beneficial information. I am really impressed with the information. I look forward to more comprehensive and insightful posts like this in the future. Keep up the good work.
    Tainiomania

    ReplyDelete
  112. This is just the information I am finding everywhere. Thanks for your blog, I just subscribe your blog. This is a nice blog..
    Crazyhd

    ReplyDelete
  113. Thanks for share your information. Your blog has been really great. I learned a lot from here. I hope you will give us such more awesome blogs.
    Dhakamovie

    ReplyDelete
  114. Smart kettles differ from traditional kettles in that they let you boil water remotely (say from your bedroom), as well as view the temperature of your water before or after heating. You can also control-heat your water so that if you just want warm or hot water instead of boiling, you can adjust the temperature to stick to a maximum. Pretty convenient.

    Gadgets
    Gaming
    Health & Fitness
    Lifestyle
    Movie
    Music
    News
    Nutrition

    ReplyDelete
  115. I found a lot of interesting stuff in your blog post, especially it's discussion. With so many comments on your articles, I guess I am not the only one who is having all the fun here! keep up the good work... you can get Turkey evisa through the online e visa Turkey fast processing service.

    ReplyDelete
  116. Nice to be visiting your blog. satta matka, kalyan matka number, matka result, kalyan main matka tips
    For More Details - Matka Result

    ReplyDelete
  117. portable oxygen canister I'm charmed to find this page. I should thank you for the time you gave to this especially awesome perusing !! I truly loved each part definitely and furthermore bookmarked you to see new data on your site.

    ReplyDelete
  118. Mobile technology is a sort of technology that is mostly employed in cellular communication and related fields. It uses a framework that permits numerous transmitters to simultaneously provide data on a single channel.

    Visit: Mobile technology write for us

    ReplyDelete
  119. If you're looking for the content://com.avast.android.mobilesecurity/temporarynotifications search result, you've come to the correct spot. By following the link below, you can receive Avast free mobile security.

    ReplyDelete
  120. Thanks for the share. But if you guys want Top Digital Branding Agency In Delhi then contact us. Candela Laser

    ReplyDelete
  121. Best Info that you have shared here; Keep writing keep sharing - Thanks for it... iMakereview
    Must click below to read exclusive tools review with special bonuses:
    Banklify Review
    ProfitVideo Review
    SociEmpire Review
    Augment Suite Review
    Thank You..!

    ReplyDelete
  122. It is absurd to comprehend modern businesses enduring without a website or a mobile application. One such company is Himadritech which is one of the best website designing company in North Delhi.

    ReplyDelete
  123. semrush black friday sale I truly adored perusing your blog. It was all-around written and straightforward. Dissimilar to different websites I have perused which are actually that good.Thanks a lot!

    ReplyDelete
  124. Our diverse protocol and integrated services allow us to serve all bodyguard company
    clients in London and the UK with specialist resources and capabilities to support and assist the movement of pricey assets in this region. With over 10 years of experience in this industry, you can bet that we have the best operators.

    ReplyDelete
  125. I found your blog recently and have been following along. I thought I'd leave my first comment. Want to get the best Driving Lessons in Canada? Mountain Driving Academy provides
    Visit Best Driving Lessons in Canada

    ReplyDelete
  126. Your post has splendidly reserved as a benchmark regarding the iBeacon app development. You will like our services as we have an effective and feasible method that can enhance client connectivity. Reach out to us for more: iBeacon app development company

    ReplyDelete
  127. The content is unique and the information shared is very valuable. Thank you for your sharing ! https://www.couponduos.com/stores/halara-coupon-codes .

    ReplyDelete
  128. Anns Cottage Discount Code Surf Shops are the UK’s number 1 surf and lifestyle fashion online store and have become one of Europe’s most iconic and respected surf & lifestyle retailers in Europe . They sell to over 60 countries worldwide supplying the very best surf hardware and must have fashion essentials to thousands of happy customers each year.
    https://uttercoupons.com/front/store-profile/anns-cottage-coupons

    ReplyDelete
  129. caretakers of homes to generate an income by giving a chance to earn/save by just carrying out common responsibilities to run the house. Now you can sit back and earn at home while simultaneously fulfilling essential expenditures.
    Indian Online Grocery Shopping

    ReplyDelete
  130. caretakers of homes to generate an income by giving a chance to earn/save by just carrying out common responsibilities to run the house. Now you can sit back and earn at home while simultaneously fulfilling essential expenditures.
    cheap grocery stores

    ReplyDelete
  131. As we all know how much Bill of Sale being used. This document is usually used for sale and purchase between two parties like Buyer & seller. On this website, you will get all forms of Bill of Sale Templates that include the financial terms including the agreement followed by the signature of buyer & seller. In all the templates, you will get their PDF & Word format as well including High-quality images of the same.
    Free bill of sale

    ReplyDelete
  132. Wow. It was very interesting and informative. I am a huge fan of your web page. Thank you for your work. Sample Answers To Tell Me About Yourself

    ReplyDelete
  133. Wow, such an awesome blog you have written there and you and I get exactly what information I am looking for, in the third paragraph you put amazing effort to explain the theme of the content. Sell car dubai

    ReplyDelete
  134. Very Informative blog thank you for sharing. Keep sharing.

    Best software training institute in Chennai. Make your career development the best by learning software courses.

    devops training institute in chennai
    Azure Training in Chennai
    RPA Training in Chennai
    Cloud-computing Training in Chennai
    Ui-Path Training in Chennai
    PHP Training in Chennai
    Blue-Prsim Training in Chennai

    ReplyDelete
  135. Its as if you had a great grasp on the subject matter, but you forgot to include your readers. Perhaps you should think about this from more than one angle.


    grocery app development company

    ReplyDelete
  136. check ingredients in cosmetics Amazing, glad to see this magnificent post. I trust this think help any novice for their great work and by the way much obliged for share this marvelousness, I thought this was a really intriguing understood with regards to this point. Much thanks to you..

    ReplyDelete
  137. I wanted to thank you for this excellent read!! I definitely loved every little bit of it. I’ve got you bookmarked to look at new stuff you post…토토사이트 추천

    ReplyDelete
  138. It is truly a nice and useful piece of info. I am glad that you simply shared this useful information with us. Please keep us informed like this. Thank you for sharing. Exipure Review

    ReplyDelete
  139. Wow, What an Outstanding post. I found this too much informatics. It is what I was seeking for
    Best Electrician in Nagpur

    ReplyDelete
  140. I love what you guys tend to be up too. This type of clever work and reporting! Keep up the awesome works guys I’ve added you guys to our blogroll.
    Karaj Apartments

    ReplyDelete
  141. Take a Digital Marketing Training Course at InventaTeq & Get your Dream Job! Inventateq offers Internet Marketing training to small business owners and young professionals with a combination of new and modern techniques in structured offline classroom training.
    Inventateq digital marketing course in Bangalore

    ReplyDelete
  142. I wanted to thank you for this excellent read!! I definitely loved every little bit of it. I’ve got you bookmarked to look at new stuff you post…آپارتمان کرج

    ReplyDelete
  143. Great Article… I love to read your articles because your writing style is too good, its is very very helpful for all of us and I never get bored while reading your article because, they are becomes a more and more interesting from the starting lines until the end . best micronutrients for plants

    ReplyDelete