Pages

How recommend deals on-line for coupon systems ? My Ranking model approach for this task!

Saturday, January 26, 2013

Hi all,

In this post, I will share with you some of my scientific contributions at the startup Favoritoz, a previous business that I was involved as Co-Founder and Scientist Chief. The main contribution was an algorithm to rank on-line deals in coupon systems. This algorithm was implemented and worked for ten months when the startup was running on-line.   I believe that all this implementation could serve as baseline for anyone who is looking after some work related to this field and also a main contribution to the recommender system community.

Favoritoz's Coupon System

Favoritoz was on-line coupon system where retailers could publish offers with special discounts or their products to segmented customers interested at their products or by a specific brand. One of the critical features was the personalization, where people could say wha they would like to receive daily at their deals wall. For instance, If l liked sushis, videogames and junk-food , the system could detect those interests and using our algorithm it would rank higher offers and deals related by those topics.

My goal was to develop this baseline for ranking deals based on their interests, but not only using the user profile, also we could use particular aspects from the on-line deals such as: the initial date of the deal, the popularity of the deal or the number of coupons left for that deal. All those aspects could be measured in order to compute a overall score that would be used to rank those recommendable items.

Ranking Model


Recommender systems aim to present desirable items for a person to choose from. This task is accomplished by sorting some itens in ther order of utility or interest for the person. Generaly those items are organized in some form of list, such as, in our scenario, the various deals organized as wallboard on Favoritoz. But the question is how to order those deals in a way that users could interest at or even convert into transactions ?  That's my work! I came with a simple ranking algorithm that could use various type of information available in order to come with a useful ranking system that could recommend the best deals for each of our customers at Favoritoz.

By looking to specific features in our domain (coupons market) we could use them to build a ranking function that could give some personalized recommendations. For instance, we look for "hot" deals, which is represented by most bought deals (popularity) . But it can lead to deals that are common to everyone and it's the opposite of personalization. So let's use another information like the publishing date and expiration date of the deal which could give us the newest deals and the deals that are almost close to end. Furthermore, let's look into the number of coupons available, in this case, a deal that are almost with no coupons left, could atract more users to purchase the last ones.  Another important feature is the user taste. In Favoritoz people could follow retailers (their favorites) and categories (sports, cuisine, automobile, etc.)  We use also this information in the ranking equation. In the end,  in order to produce rankings that balance all of these aspects we came wih a prediction model using all those features.

I liked the NetFlix approach on his recommendation problem at their company, where they came up with a simple scoring approach by choosing the ranking function to be a linear combination of several features. We also came with this approach but using different features exclusive at our domain.

It's like this equation:

frank(u,d) =    w1 * SD  + w2 * ED + w3*P + w4*CA + w5*UP + w6*DV + b
where,
SD = Publishing Date of the deal d,
ED = Expiration Date of the deal d,
P =    Deal Popularity
CA =  Coupons Available of the deal d,
UP =   User Profile (user tastes)
DV =   Diversity (based on stores)

It's simple and of course there are many improvements that could be made. But it was our baseline and at our tests in production was very satisfactory. In 4 months running we achieved an increase of almot 300% in click-through-rates per user thant without any ranking methods. Of course several external factors could influence this result, but showed us promising results at our first attempt.   I implemented all the code with Python and a fork of my current framework Crab, a python framework for building recommender systems and variations.

All the algorithm explained can be accessed at this link.

Conclusion

As I presented, this ranking algorithm was my first attempt to solve this problem identified at our on-line website. Since the startup didn't go on (no more coupons), I couldn't reformulate the algorithm in terms of  optimization and more brute A/B testes. With more data availability we could achieve even better results. It was a rapid experimentation and I believe this work could be useful for someone that is working in this research field. I also invite anyone to qualify my recommendation approach to improve it or pointing out some flaws. (-- under approval --  This article is indexed at arxiv.org.)

Feel free to analyze it and if you want to reference this article or extend this work, let me know. Favoritoz was a great research lab for me!

That's all,

Regards,

Marcel Caraciolo

303 comments:

  1. This is really interesting! I wonder how you would create an algorithm for something like group buying sites.

    ReplyDelete
  2. such a great article, very informative. thanks for posting this.

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

    ReplyDelete
  4. Such a great blog post.The questions running in my mind are answered.


    online deals

    ReplyDelete
  5. What a blog post.Its really great post.Thanks for sharing the information with us.
    Daily online Deals

    ReplyDelete
  6. Very good article.Really looking forward to read more. Much obliged.

    http://www.packersave.com
    great deals online

    ReplyDelete
  7. Nice check out dealofthedayindia.com

    ReplyDelete
  8. Nice blog! All day coupon also offered Online promo codes and discount coupon codes and also you can get promo codes, discount vouchers, offers & deals for online shopping in India.

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

    ReplyDelete
  10. Very nice blog..! This is very useful and informative. Thanks for sharing. It is really great post. Check deals Here

    ReplyDelete
  11. Amazing Blog. Solodeal is also offering Discount Coupons, online deals, online offers, hot deals etc..

    ReplyDelete
  12. I must say this post quite impressive........you have described the information and your study quite impressively......i personally liked it a lot.......Thank you for sharing it
    Online Discount Coupons in Lucknow

    ReplyDelete
  13. very intresting and useful blog about online coupons

    ReplyDelete
  14. you can refer cheapsasta.com website too get the cheap and sasta offers

    ReplyDelete
  15. I love this blog!! The flash up the top is awesome!! affiliates

    ReplyDelete
  16. Wiztech Automation is the Leading Best quality PLC, Scada, DCS, Embedded, VLSI, PLC Automation Training Centre in Chennai. Wiztech’s Industrial PLC Training and the R & D Lab are fully equipped to provide through conceptual and practical knowledge aspects with hands on experience to its students.

    PLC training in Chennai
    PLC training institute in Chennai
    PLC training centre in Chennai
    PLC, SCADA training in Chennai
    Automation training in Chennai
    DCS training in Chennai

    ReplyDelete
  17. Hello I am so delighted I located your blog, I really located you by mistake, while I was watching on google for something else, Anyways I am here now and could just like to say thank for a tremendous post and a all round entertaining website. Please do keep up the great work.
    www.cupom.net

    ReplyDelete
  18. Nice article and just have a look Drillthedeal

    ReplyDelete
  19. It’s amazing in support of me to truly have a web site that is valuable meant for my knowledge. Wix blog

    ReplyDelete
  20. Thanks for sharing the post. check out now the no.1 website Free Samples India

    ReplyDelete
  21. hi
    Awesome I really like your post Great valuable information.
    Replica Watches In India | fake Watches in India | Copy watches india | First Copy Watches India
    Navin Kumar
    latestbazaar456@gmail.com
    https://latestbazaar.in

    ReplyDelete
  22. Best online deals india ,coupons,free courses,free classes,video classes every about online study, hotel coupon, flight coupons, food offers, please visit Best Shopping Online Deals

    ReplyDelete
  23. Incredible points. Sound arguments. Keep up the great work. Read more about artificial intelligence training in chennai from our website.

    ReplyDelete
  24. top leading fantasy apps in India, so put fanfightyour cricket skills in making a good team combination, and win real cash, playing at a trusted fantasy platform gives you more comfort.

    ReplyDelete
  25. This professional hacker is absolutely reliable and I strongly recommend him for any type of hack you require. I know this because I have hired him severally for various hacks and he has never disappointed me nor any of my friends who have hired him too, he can help you with any of the following hacks:

    -Phone hacks (remotely)
    -Credit repair
    -Bitcoin recovery (any cryptocurrency)
    -Make money from home (USA only)
    -Social media hacks
    -Website hacks
    -Erase criminal records (USA & Canada only)
    -Grade change
    -funds recovery

    Email: onlineghosthacker247@ gmail .com

    ReplyDelete
  26. Hi! I love your writing! in the connection, we keep another contact
    about your article on AOL? I need an expert in this field to solve my problems.
    Maybe you are! I look forward to seeing you.
    ibeesoft data recovery crack
    modo bass crack
    dead cells crack
    iobit uninstaller procrack

    ReplyDelete
  27. whoah, this blog is fantastic I really like studying your posts.
    Keep up the great work! You already know, a lot of persons are looking
    round for this information, you could help them
    greatly.
    fileviewpro crack
    idm build serial key crack

    ReplyDelete
  28. Thanks for sharing this useful information with us .I am looking for this from a long time and I am really very happy.
    avast antivirus crack

    ReplyDelete
  29. I think this is one of the best blog for me because this is really helpful for me. Thanks for sharing this valuable information for free.
    Letasoft Sound Booster Crack

    ReplyDelete
  30. I have read your article. It is very informative and helpful for me. I admire the valuable information you offer in your articles. And I am sharing your post in my friends. Thanks for posting it.
    OmniPlan Pro Crack

    ReplyDelete
  31. I'm really impressed with your writing skills, as smart as the structure of your weblog.
    Is this a paid topic or do you change it yourself?
    However, stopping by with great quality writing, it's hard to see any good blog today.


    idm crack
    iobit unlocker crack
    lego jurassic world crack
    revo uninstaller pro crack
    virtual dj studio 8 crack
     

    ReplyDelete
  32. Hello, very nice website!! Man Excellent .. Wonderful ..
    I’ll bookmark your web site and take the feeds also? I am satisfied to find
    numerous helpful information here in the publish, we need to develop extra strategies in this
    regard, thanks for sharing.
    unhackme crack
    toolstoo crack
    reiboot pro crack
    studiolinked vst crack
    studiolinked vst crack

    ReplyDelete
  33. Unfortunately, this is not what I was looking for.
    This website is here, thank you to the admin of this website.


    glary utilities pro keygen
    panda dome premium crack

    ReplyDelete
  34. Ahaa, the good dialogue about this section here on this weblog,
    I've read everything, so now
    I will also comment here.
    camtasia studio crack

    ReplyDelete
  35. Pixellu SmartAlbums Crack Your commitment to your work is causing lead us to progress! thanks

    ReplyDelete
  36. I love you for working on this site.
    My mother likes it and it is easy to understand why
    Most of us know about an effective method that provides helpful tips and advice through your site and also increases the engagement of others with this article so that our fans can start learning.
    Many enjoy the rest of the New Year. You are doing well
    wolfram mathematica 11 crack
    avg pc tuneup crack
    k7 total security crack
    lumion pro crack

    ReplyDelete
  37. This is very attention-grabbing, You’re an overly skilled blogger.
    I’ve joined your feed and look ahead to seeking more of your great post.
    Additionally, I have shared your site in my social networks
    bitdefender total security crack
    adobe dreamweaver cs6
    greenify donate apk pro

    ReplyDelete
  38. Hello! This post could not be written any better! Reading this post
    reminds me of my good old room mate! He always kept talking about this.
    I will forward this page to him. Pretty sure he will have a good read.
    Thank you for sharing!
    avast internet security crack

    ReplyDelete
  39. I was recommended this blog by my cousin. I’m now not sure whether this put
    up is written via him as nobody else recognizes such
    designated about my problem. You’re incredible! Thanks!
    lumion pro crack
    driver easy pro crack
    varicad crack
    little snitch crack

    ReplyDelete
  40. brave-browser-crackSerial key Crack is less complicated than providing someone with e-mail headings or back to work. bandicam-crack-product-key

    ReplyDelete
  41. http://www.studsandsapphires.com/2015/05/birthday-wishes.html
    https://rinchoi.blogspot.com/2013/08/apple-me186lla-budget-wonder-updated.html?showComment=1608794973625#c915495365752533750
    https://www.blogger.com/comment.g?blogID=6048775&postID=1607688274498570167&page=1&token=1608794937744
    https://cpalouisville.blogspot.com/2015/11/us-treasury-launches-myra-program.html?showComment=1608794799759#c3916053022823214126
    https://stephaniemakes.blogspot.com/2014/04/crate-paper-birthday-box.html?showComment=1608794784876#c5865049640354131785
    https://teachingmyfriends.blogspot.com/2012/03/book-talk-with-little-bit-of-pi-on-side.html?showComment=1608794764079#c2927367816312146146
    https://aimotion.blogspot.com/2013/01/how-recommend-deals-on-line-for-coupon.html?showComment=1608794724140#c8445297314281782243

    ReplyDelete
  42. I'm really impressed with your writing skills, as smart as the structure of your weblog.
    Is this a paid topic or do you change it yourself?
    However, stopping by with great quality writing, it's hard to see any good blog today.

    Its Very UseFull
    Easy To Understand
    Easy To Download
    Its Easy to Unaderstand and use

    ReplyDelete
  43. This is very attention-grabbing, You’re an overly skilled blogger.
    I’ve joined your feed and look ahead to seeking more of your great post.
    Additionally, I have shared your site in my social networks
    FL Studio Crack

    Adobe Camera Raw Crack

    Graphic Designer Crack
    Most of us know about an effective method that provides helpful tips and advice through your site and also increases the engagement of others with this article so that our fans can start learning.
    Many enjoy the rest of the New Year. You are doing well

    Autodesk AUTOCAD 2021 Crack

    Zoner Photo Studio Crack

    PGWare GameBoost Crack

    ReplyDelete
  44. Capture something on your PC as quality video is Bandicam a lightweight screen recorder programme for Windows
    brave-browser-crack

    bandicam-crack-product-key

    wondershare-filmora-crack

    ReplyDelete
  45. Driver Easy Crack Serial Key proficient permit key is an amazing programming for downloading and updating equipment drivers.

    ReplyDelete
  46. Excellent post. I was checking constantly this blog and I am impressed!
    Extremely helpful info specifically the last part
    I care for such info much. I was seeking this particular info for a very long time.
    Thank you and good luck.
    eset internet security crack
    vmix pro crack
    reloader activator crack
    ezdrummer crack
    adobe illustrator cc crack
    vmix crack

    ReplyDelete
  47. Crackmods.com
    You re in point of fact a just right webmaster. The website loading speed is amazing.
    It kind of feels that you're doing any distinctive trick. Moreover, The contents are masterpiece.
    you have done a fantastic activity on this subject!

    Nero Platinum Crack

    ReplyDelete
  48. Crackmods.com
    You re in point of fact a just right webmaster. The website loading speed is amazing.
    It kind of feels that you're doing any distinctive trick. Moreover, The contents are masterpiece.
    you have done a fantastic activity on this subject!

    Auslogics Anti-Malware Crack

    Malware Hunter Pro Crack

    ReplyDelete
  49. You actually make it seem so easy with your presentation,
    but I really think this topic is something I don't think I would ever understand.
    It seems very complex and very broad to me. I'm looking forward to your next post, I'll try to kneel!
    purity vst crack
    cartoon animator crack
    windows loader

    ReplyDelete
  50. vMix Crack
    vMix Crack is a software vision mixer available for Windows operating systems. This software was developed by StudioCoast PTY LTD

    ReplyDelete
  51. A Person can merely enjoy two occasions relating to him/her personally.
    One, is Birthday - a day in a year.
    Another, is Marriage Day - A Day in a Lifetime.

    microsoft tool kit crack
    eset-smart-security/
    cinema-4d-s22/

    ReplyDelete

  52. Hi! This is my first visit to your blog! We are a collection of volunteers and Your blog provided us with valuable information to work on. You have done an outstanding job!
    anydesk-crack/
    pixellu-smartalbums-crack/
    proshow-producer-crack/
    avg-pc-tuneup-crack/
    pdf-combine-crack/
    all-in-one-toolbox-pro-apk-crack/
    nch-debut-video-capture-pro-crack/

    ReplyDelete
  53. Thanks for sharing this post. Your work is amazing. You can also check out ActivePresenter Pro Crack for Free. You can also visit the

    Quick Heal Total Security Crack

    ReplyDelete
  54. Great blog! Is your theme custom made or did you download it from somewhere?
    A design like yours with a few simple tweeks would really make my blog stand out.
    Please let me know where you got your design. Bless you

    ReplyDelete
  55. Very good article! We will be linking to this particularly great post on our website. Keep up the good writing.
    4k Video Downloader Crack

    ReplyDelete
  56. Very good article! We will be linking to this particularly great post on our website. Keep up the good writing.
    4k Video Downloader Crack

    ReplyDelete

  57. Great blog! Is your theme custom made or did you download it from somewhere?
    A design like yours with a few simple tweeks would really make my blog stand out.
    Please let me know where you got your design. Bless you

    freemake video downloader crack
    easy video maker
    blackmagic fusion crack
    malwarebytes anti malware premium crack
    racing 3d extreme apk

    ReplyDelete
  58. Great blog! Is your theme custom made or did you download it from somewhere?
    A design like yours with a few simple tweeks would really make my blog stand out.
    Please let me know where you got your design. Bless you

    tuxera ntfs crack
    autodesk motionbuilder
    touchcopy crack
    vdownloader
    vk app live chatting

    ReplyDelete
  59. Love Never Felt So Good (Original Version) Lyrics. [Intro] One two three. [Verse]
    Baby love never felt so good. And I'd die if it ever could.
    Watch this Also....


    AirServer Crack

    xmedia recode crack

    systools hard drive crack

    minitool power data recovery crack

    winsnap crack

    Atlantis Word Processor crack

    tally erp crack

    adobe photoshop lightroom classic crack

    tweakbit anti malware crack

    pdffactory pro crack

    Would you be interested in exchanging Love links?

    ReplyDelete
  60. Our Free Game Helps Young People Ages 16 To 21 Develop Work Readiness Skills From Home. Embark On Your Virtual Journey Around The Globe And Try Out Jobs In Growth Industries Now! Life Skills Curriculum. Global Youth Job Skills. Holistic Approach.

    WonderFox DVD Video Converter Crack

    ReplyDelete
  61. Native Instruments

    Native Instruments Massive Crack You can use this software as a VST module for DAW (Advanced Audio Workstation). The most famous knife in the music business.



    ReplyDelete
  62. I don't think I'll be returning to my former participation level; at least not soon. I'm juggling a lot of responsibilities at the moment,

    Unity Pro Crack

    PicPick Professional Crack

    Typing Master Pro Crack

    PanoramaStudio Pro Crack

    Unity Pro Crack

    ReplyDelete
  63. In The Mid Night, Mostly I want a burger Donut or pizza coz feels hungry while doing some Online work I feel craving ////
    What should I Do? Friends/////

    vMix Pro Crack

    IObit Driver Booster Pro Crack

    ReplyDelete
  64. I don't think I'll be returning to my former participation level; at least not soon. I'm juggling a lot of responsibilities at the moment,

    AntiBrowserSpy Pro Crack

    AMIDuOS Pro Crack

    Express VPN Crack

    TeamViewer Crack

    Wondershare Mobile Trans Crack

    ReplyDelete
  65. Easy to use has a good set of effects and is a tool for improving the quality of Full version Interesting Links Click Here.
    SimCity 4 Deluxe Edition Crack
    TunesKit Spotify Converter
    Scrivener Crack
    Affinity Photo Crack
    PhotoStage Slideshow Producer Pro

    ReplyDelete

  66. You are in point of fact a just right webmaster. The website loading speed is amazing. It kind of feels that you're doing any distinctive trick. Moreover, The contents are masterpiece. you have done a fantastic activity on this subject!

    CleanMyMac X Crack

    ReplyDelete

  67. You are in point of fact a just right webmaster. The website loading speed is amazing. It kind of feels that you're doing any distinctive trick. Moreover, The contents are masterpiece. you have done a fantastic activity on this subject!

    Avocode Crack

    ReplyDelete
  68. You are in point of fact a just right webmaster. The website loading speed is amazing. It kind of feels that you're doing any distinctive trick. Moreover, The contents are masterpiece. you have done a fantastic activity on this subject!

    Hitman Pro Crack

    ReplyDelete
  69. I guess I am the only one who came here to share my very own experience. Guess what!? I am using my laptop for almost the past 2 years, but I had no idea of solving some basic issues. I do not know how to Download Cracked Application and install a crack pro software or any other basic crack version. I always really on others to solve my basic issues. But thankfully, I recently visited a website named Azharpc.org

    that has explained an easy way to install all
    Cubase Pro Crack
    Traktor Pro Crack

    ReplyDelete


  70. Photo Professional Crack
    All kinds of apps are available here. It's An Amazing Site.
    really a nice post!
    visit my side. I hope it will prove helpful for you.

    ReplyDelete
  71. Hmmm, is there something wrong with the images on this blog? At the end of the day, I try to figure out if this is a problem or a blog.
    Any answers will be greatly appreciated.
    Sniper 3D Assassin crack
    Slimware Driver Update Crack
    O&O SafeErase Professional Crack
    Spotify Premium Apk Crack
    Iperius Backup Crack

    ReplyDelete
  72. You are in point of fact a just right webmaster. The website loading speed is amazing. It kind of feels that you're doing any distinctive trick. Moreover, The contents are masterpiece. you have done a fantastic activity on this subject!

    UMT Dongle Crack

    ReplyDelete
  73. You are in point of fact a just right webmaster. The website loading speed is amazing. It kind of feels that you're doing any distinctive trick. Moreover, The contents are masterpiece. you have done a fantastic activity on this subject!

    Coolmuster Android Assistant Crack

    ReplyDelete

  74. You are in point of fact a just right webmaster. The website loading speed is amazing. It kind of feels that you're doing any distinctive trick. Moreover, The contents are masterpiece. you have done a fantastic activity on this subject!

    Grids for Instagram Crack

    ReplyDelete
  75. Just want to say your article is as astonishing. The clearness for your publish is simply nice and that i can assume you’re a professional on this subject.Thanks and please keep up the gratifying work.
    BlueStacks Crack
    ESET Internet Security Crack
    VueScan Crack
    Smadav Pro Crack
    Minecraft Crack
    KeyShot Pro Crack
    Avast Antivirus Crack

    ReplyDelete
  76. You are in point of fact a just right webmaster. The website loading speed is amazing. It kind of feels that you're doing any distinctive trick. Moreover, The contents are masterpiece. you have done a fantastic activity on this subject!

    Mirillis Action Crack

    ReplyDelete
  77. Really amazing work keep doing and keep spreading the information , like your post . regards... thekaranpcsoft

    ReplyDelete
  78. I’d really love to be a part of group where I can get advice from other experienced people that share the same interest. If you have any recommendations, please let me know. Thank you!

    PassFab iPhone Unlocker Crack

    Mikrotik RouterOS Crack

    ESET NOD32 Antiviru Crack

    YTD Video Downloader Pro Crack

    Microsoft PIX Crack

    HD Video Converter Factory Pro Crack

    ReplyDelete
  79. Wow.. Very informative article thanks for sharing please keep it up because there is no limit of information so I'm waiting for an awesome article just like that.

    sdata tool mrpirate

    security monitor pro keygen

    Enscape3D 3.0.0 Crack

    Voicemod Pro

    Ableton Live Crack

    Voicemod Pro Crack

    Enscape 3D 3.1 Crack

    Insofta Cover Commander Crack

    Fast Video Downloader

    TriDef 3D 7.5 Crack

    Knowledge Has No End Limits Keep Sharing Your Knowledge //////////

    ReplyDelete
  80. Computer science is the theoretical study of computer and software (Turing's essay is an example of computer science),

    OBD Auto Doctor Crack

    MacKeeper Crack

    Ardamax Free Keylogger Crack

    ClipDiary Crack

    GridinSoft Anti-Malware Crack

    DriverMax Pro Crack

    Driver Toolkit Crack

    IObit Uninstaller Pro Crack

    Revo Uninstaller Pro Crack

    App Builder Crack

    Knowledge Has No End Limits Keep Sharing Your Knowledge //////////

    ReplyDelete
  81. Computer science is the theoretical study of computer and software (Turing's essay is an example of computer science),

    Jetbrains Clion 2021 Crack

    3DMark 2 Crack

    JetBrains Clion Crack

    Adaware Antivirus Pro Crack

    DVDFab Crack

    VueScan Pro Crack

    Parallels Desktop Crack

    ImageRanger Pro Edition Crack

    Teorex Inpaint Crack

    File Viewer Plus Crack

    Knowledge Has No End Limits Keep Sharing Your Knowledge //////////

    ReplyDelete
  82. Thanks for sharing this post. Your work is amazing. You can also check out vstfine Crack for Free. You can also visit the

    Save Wizard PS4 Crack

    Adobe Creative Cloud Crack

    ReplyDelete
  83. Excellent work I Really impressed and got lots of information from your post and encourage me to work as best as i can. keep it!

    Hetman Office Recovery Crack

    iMyFone Fixppo Crack

    PerfectTUNES R3.3 Crack

    PRTG Network Monitor Crack

    Windows Repair Crack

    Computer science is the theoretical study of computer and software (Turing's essay is an example of computer science),

    SUMo Pro Crack

    OpenCanvas Crack

    Tenorshare ReiBoot Pro Crack

    Camera Bits Photo Mechanic Crack

    WinSnap Crack

    Knowledge Has No End Limits Keep Sharing Your Knowledge //////////

    ReplyDelete
  84. The Tally ERP 9 Crack latest version of TeleERP9 Creek is very popular and smart software. Business governance decisions for more than 1 million people in 140 countries
    Tally ERP 9 Crack

    ReplyDelete
  85. Excellent work I Really impressed and got lots of information from your post and encourage me to work as best as i can. keep it!

    iMyFone Fixppo Crack

    Reg Organizer Crack

    UC Browser For PC Crack

    AirMyPC Crack

    360 Total Security Crack

    Computer science is the theoretical study of computer and software (Turing's essay is an example of computer science),

    Folder Lock Crack

    EASEUS DATA RECOVERY Crack

    Driver Easy Pro Crack

    SData Tool 256 GB Crack

    Stereo Tool Crack

    Knowledge Has No End Limits Keep Sharing Your Knowledge //////////

    ReplyDelete
  86. Excellent work I Really impressed and got lots of information from your post and encourage me to work as best as i can. keep it!

    ORPALIS PaperScan Pro Crack

    OBD Auto Doctor Crack

    ORPALIS PaperScan Pro Crack

    Fast Video Cataloger Crack

    Studio One Pro Crack

    Computer science is the theoretical study of computer and software (Turing's essay is an example of computer science),

    NoteBurner Spotify Music Converter Crack

    Sidify Music Converter Crack

    ESET Cyber Security Pro Crack

    MiniTool MovieMaker Crack

    DVDFab Crack

    Knowledge Has No End Limits Keep Sharing Your Knowledge //////////

    ReplyDelete
  87. MediaHuman YouTube Downloader This is a very helpful site for anyone, each and every man can easily operate this site and can get benefistss

    ReplyDelete
  88. Computer science is the theoretical study of computer and software (Turing's essay is an example of computer science),

    StarDock Fences Crack

    MacKeeper Crack

    Licenseguru

    Antares AutoTune Pro crack

    Licenselink

    OBD Auto Doctor Crack

    Fullwindows

    Avast SecureLine VPN Crack

    Crackwizard

    iMyFone Fixppo Crack

    Cracksystem

    SILKYPIX Developer Crack

    Knowledge Has No End Limits Keep Sharing Your Knowledge //////////

    ReplyDelete
  89. Pinnacle Studio 24 Serial Key
    This is a very helpful site for anyone, each and every man can easily operate this site and can get benefistss

    ReplyDelete
  90. Lucky Patcher Apk i This is a very helpful site for anyone, evLucky Patcher Apk i This is a very helpful site for anyone, each and every man can easily operate this site and can get benefistss
    ach and every man can easily operaAte this site and can get benefistss

    ReplyDelete
  91. WiFi Password Hacker Crack is a vital android application, which allows you to crack passwords of different Wi-Fi networks. It can easily decrypt and gives access to any network. It provides an efficient and fast way of accessing the networks.
    https://cskeygen.com/wifi-password-hacker/

    ReplyDelete
  92. Hi, friends, I have created my channel on youtube and I need your support I need subscribers so I am requested to you to subscribe to my channel on youtube which is created on pubg mobile video game so please subscribe to my channel as more as you can. Requesting once again. Thanks a lot.
    https://www.youtube.com/channel/UCCP1h3LWgmvyqBU1t7Tk0Lw/

    ReplyDelete
  93. Hey There admins I visit your blog and i like it very much keep it up bro..
    Mathtype Crack

    ReplyDelete
  94. Autodesk Civil 3D crack from your computing device to enable seamless digital workflow in the workspace. You can also paint offline without an online connection. Adding bandwidth does not solve the problem.
    Apowersoft Screen Recorder Crack
    Fabfilter Crack
    FL Studio Crack
    Parallels Desktop Crack
    Lazesoft Recovery Suite Crack

    ReplyDelete
  95. I never found any Article like it. You shared such an amazing Article...
    https://crackservices.com/quarkxpress-crack/
    https://crackservices.com/lucky-patcher-crack/

    ReplyDelete
  96. After looking through a few blog articles on your website,
    we sincerely appreciate the way you blogged.
    We've added it to our list of bookmarked web pages and will be checking back in the near
    future. Please also visit my website and tell us what you think.
    Website Auto Crack
    Origin Pro Crack
    Sylenth1 Crack
    Removewat Activator crack
    VSO ConvertXtoDVD crack

    ReplyDelete
  97. Many thanks for sharing such incredible knowledge. It's really good for your website.
    The info on your website inspires me greatly. This website I'm bookmarked. Maintain it and thanks again.
    I'm really impressed with your writing skills, as smart as the structure of your weblog.

    Manycam Pro Crack
    NTLite Crack
    Allavsoft Video Downloader Converter Crack

    ReplyDelete

  98. After looking through a few blog articles on your website,
    we sincerely appreciate the way you blogged.
    We've added it to our list of bookmarked web pages and will be checking back in the near
    future. Please also visit my website and tell us what you think.
    WinRAR Crack
    Lightworks Pro crack
    Nero Platinum Crack
    WinTool.net Premium Crack

    ReplyDelete
  99. Many thanks for sharing such incredible knowledge. It's really good for your website.
    The info on your website inspires me greatly. This website I'm bookmarked. Maintain it and thanks again.
    I'm really impressed with your writing skills, as smart as the structure of your weblog.
    Microsoft Office Product Key

    ReplyDelete
  100. Many thanks for sharing such incredible knowledge. It's really good for your website.
    The info on your website inspires me greatly. This website I'm bookmarked. Maintain it and thanks again.
    I'm really impressed with your writing skills, as smart as the structure of your weblog.
    EasiestSoft Movie Editor
    Windows 7 All in One Crack
    Windows 7 Ultimate ISO Crack
    Windows 7 Enterprise Crack
    Windows 7 Professional Crack
    Windows 7 Home Premium Crack

    ReplyDelete
  101. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. I hope to have many more entries or so from you.
    Very interesting blog.
    crackpc4u.com Crack
    Native Instruments Crack
    Mirillis Action Crack
    WinTool.net Premium Crack
    TeamViewer Pro Crack
    Hide My Crack
    Window Movie MakerCrack

    ReplyDelete
  102. vst crack is quite limited in its features.








    ReplyDelete
  103. Thanks For Post which have lot of knowledge and informataion thanks....Sniper 3D Assassin Crack

    ReplyDelete


  104. After looking through a few blog articles on your website,
    we sincerely appreciate the way you blogged.
    We've added it to our list of bookmarked web pages and will be checking back in the near
    future. Please also visit my website and tell us what you think.
    crackpc4u.com Crack
    Parallels Desktop Crack
    NetLimiter Crack
    PowerISO Crack
    CCleaner Professional Key Crack

    ReplyDelete
  105. I guess I am the only one who came here to share my very own experience. Guess what!? I am using my laptop for almost the past 2 year! but I had no idea of solving some basic issues. I do not know how to Crack Softwares Free Download But thankfully, I recently visited a website named vsthomes.com
    fullcrackerz.co
    DAZ 3D Crack
    Lucky Patcher APK Download crack
    CorelCAD crack
    Free Xvideos Downloader crack
    CorelDraw X7 crack

    ReplyDelete
  106. Very good article! We will be linking to this particularly great post on our website. Keep up the good writing.
    DriverEasy 2021 Crack
    Kaspersky Total Security Crack
    https://piratelink.org/roboform-pro-10-crack/

    ReplyDelete
  107. Very good article! We will be linking to this particularly great post on our website. Keep up the good writing.
    DAEMON Tools Pro Crack
    K7 TotalSecurity Crack
    Deep Freeze Crack

    ReplyDelete
  108. I guess I am the only one who came here to share my very own experience. Guess what!? I am using my laptop for almost the past 2 years, but I had no idea of solving some basic issues. I do not know how to Download Cracked Pro Softwares But thankfully, I recently visited a website named vstflex.net
    Slate Digital Bundle Crack
    Drip Fx VST Crack
    KV331 Synth Master Crack
    Roland Cloud Legendary Aira Total Crack/
    Krotos Everything Bundle Audio Crack/
    Valhalla Room Crack
    Wondershare Streaming Audio Recorder Crack/
    Visual Studio Crack

    ReplyDelete
  109. Filmora 10 Crack I receive each of the 8 modules once a week. This ensures that I have enough time to implement the actions from the previous module. Each module includes a live training event, event presentation slides, and other related resources (videos, PDFs, etc.).

    ReplyDelete
  110. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. I hope to have many more entries or so from you.
    Very interesting blog.
    qbittorrent-crack
    vector-magic-crack
    videoproc-crack

    ReplyDelete
  111. Studyprovider has experts team are giving the homework help, assignment help, report, thesis, research writing services and custom essay writing help available 24/7 seven days a week contact now.

    ReplyDelete
  112. Thankyou this is a very helpful really appreaciated

    Very good, I think I found the knowledge. I will see and refer some information in your post. thank you.
    for more info;
    nullcracking.com

    daemon-tools-lite-crack free download
    enfocus-pitstop-pro-crack free download
    game-fire-pro crack free download
    wintousb-6-crack free download
    tenorshare-icarefone-pro crack free download
    wondershare-pro crack free download

    ReplyDelete
  113. Is this a paid topic or do you change it yourself?
    However, stopping by with great quality writing, it's hard to see any good blog today.
    Logic Pro X 10.7.1 Crack
    SmartFTP Enterprise 10.0.2932 Crack
    Halftime VST 1.1.5 Crack

    ReplyDelete
  114. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. wahabtech.net I hope to have many more entries or so from you.
    Very interesting blog.
    Apeaksoft Screen Recorder Crack

    ReplyDelete
  115. Keep sharing your Articles with us. because you share great Articles.
    cubase-elements-crack

    ReplyDelete
  116. I guess I am the only one who came here to share my very own experience. Guess what!? I am using my laptop for almost the past 2 years, but I had no idea of solving some basic issues. I do not know how to hussainpc.com and fcdownload.com software or any other basic crack version. I always really on others to solve my basic issues. But thank fully, I recently visited a website named seriallink.org

    Auslogics Anti-Malware Crack

    ReplyDelete

  117. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. Getcrack.co I hope to have many more entries or so from you.
    Very interesting blog.
    vMix Pro Crack
    AnyDesk crack
    Boilsoft Apple Music Converter Crack
    Hotspot Shield VPN Crack
    Letasoft Sound Booster Crack

    ReplyDelete
  118. I guess I am the only one who came here to share my very own experience. Guess what!? I am using my laptop for almost the past 2 years, but I had no idea of solving some basic issues. I do not know how to Download Cracked Pro Softwares But thankfully, I recently visited a website named vstfull.com
    CareUEyes Pro Crack
    GiliSoft USB Lock Crack
    XMedia Recode Crack

    ReplyDelete

  119. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. Getcrack.co I hope to have many more entries or so from you.
    Very interesting blog.
    iBeesoft Data Recovery Crack
    Stardew Valley Crack
    Nitro Pro Crack

    ReplyDelete
  120. I guess I am the only one who came here to share my very own experience. Guess what!? I am using my laptop for almost the past 2 years, but I had no idea of solving some basic issues. I do not know how to Download Cracked Pro Softwares But thankfully, I recently visited a website named vstfull.com
    GiliSoft Video Converter Crack
    Wondershare Filmora Crack
    Vidmore Screen Recorder Crack

    ReplyDelete

  121. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. Getcrack.co I hope to have many more entries or so from you.
    Very interesting blog.
    TunesKit Spotify Converter Crack
    Valhalla Room Crack
    NetLimiter Pro Crack

    ReplyDelete
  122. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. wahabtech.net I hope to have many more entries or so from you.
    Very interesting blog.
    Unity Pro Crack

    ReplyDelete
  123. Your writing skills, so intellectual as your weblog structure, really impresses me
    protonvpn-crack

    ReplyDelete
  124. I guess I am the only one who came here to share my very own experience. Guess what!? I am using my laptop for almost the past 2 years, but I had no idea of solving some basic issues. I do not know how to Download Cracked Pro Softwares But thankfully, I recently visited a website named vstfull.com
    FastStone Image Viewer Crack
    ManyCam Crack
    Tally ERP 9 Crack

    ReplyDelete
  125. Great article..I am looking so forward to your blog comment and
    I love your page on your post.. That is so pretty..
    anno-crack

    ReplyDelete
  126. Pretty section of content. I just stumbled upon your weblog and in accession capital
    to assert that I get in fact enjoyed account your blog posts.
    softwarepro.info/bandicut-crack

    ReplyDelete
  127. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. wahabtech.net I hope to have many more entries or so from you.
    Very interesting blog.
    MathType Crack

    ReplyDelete
  128. I guess I am the only one who came here to share my very own experience. Guess what!? I am using my laptop for almost the past 2 years, but I had no idea of solving some basic issues. I do not know how to crackkeywin.com and keygeninja.com software or any other basic crack version. I always really on others to solve my basic issues. But thankfully, I recently visited a website named seriallink.org

    Leawo Video Converter Crack

    ReplyDelete
  129. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. wahabtech.net I hope to have many more entries or so from you.
    Very interesting blog.
    TemplateToaster Crack

    ReplyDelete

  130. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. Getcrack.co I hope to have many more entries or so from you.
    Very interesting blog.
    Navicat Premium Crack
    Reiboot Crack
    FxSound Enhancer Crack

    ReplyDelete
  131. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. wahabtech.net I hope to have many more entries or so from you.
    Very interesting blog.
    Avid Pro Tools Crack

    ReplyDelete
  132. JetBrains PhpStorm Crack can get instruments like different devices, breakpoints, and zooming. It permits your kin to fill in as contents physically.
    There is additionally a person who can all the while change the translator choices in the troubleshoot settings. You can change your custom site catalog that is at present centered around a PC.
    Appraisals PC program. There one can see things just as spots of usage. You can deliver or change your content as you like.
    Starus Data Restore Pack With Crack
    Movavi Screen Recorder Crack

    ReplyDelete
  133. Someone is necessarily helping in creating critical articles I can name.
    This is the first time you visit your site and so far? I was amazed at the analysis you did to create this amazing current edition.
    Fantastic Process!
    pycharm crack
    plex media server crack

    ReplyDelete
  134. I guess I am the only one who came here to share my very own experience. Guess what!? I am using my laptop for almost the past 2 years, but I had no idea of solving some basic issues. I do not know how to Download Cracked Pro Softwares But thankfully, I recently visited a website named wahabtech.net
    Navicat Premium 16.0.7 Crack
    PDQ Deploy 19.4.42.0 Crack

    ReplyDelete
  135. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. Getcrack.co I hope to have many more entries or so from you.
    Very interesting blog.
    MacBooster Crack
    Zentimo xStorage Manager Crack
    ProPresenter Crack

    ReplyDelete
  136. Get the best Argentina Import Export Data at Import Globals. For more information about our import export services call +919999887320 or visit our website.
    Chile Import Data

    ReplyDelete
  137. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. Getcrack.co I hope to have many more entries or so from you.
    Very interesting blog.
    Tuxera NTFS Crack
    Spectrasonics Omnisphere Crack
    Substance Painter Crack

    ReplyDelete
  138. I guess I am the only one who came here to share my very own experience. Guess what!? I am using my laptop for almost the past 2 years, but I had no idea of solving some basic issues. I do not know how to Download Cracked Pro Softwares But thankfully, I recently visited a website named wahabtech.net
    EaseUS MobiSaver Crack
    Xfer Serum V3b5 Crack
    PUSH Video Wallpaper Crack
    Any Video Converter Ultimate Crack

    ReplyDelete

  139. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. Getcrack.co I hope to have many more entries or so from you.
    Very interesting blog.
    Tvpaint Animation Crack
    CamScanner PDF Crack
    Adobe AIR SDK Crack

    ReplyDelete
  140. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. Getcrack.co I hope to have many more entries or so from you.
    Very interesting blog.
    StartIsBack++ Crack
    AVG Secure VPN Crack
    RoboForm Pro Crack

    ReplyDelete
  141. I like your all post. You have done really good work. Thank you for the information you provide, it helped me a lot. Getcrack.co I hope to have many more entries or so from you.
    Very interesting blog.
    PGWare PCBoost Crack
    Veritas Backup Exec Crack
    Loaris Trojan Remover Crack

    ReplyDelete
  142. SimLab Composer
    I am very impressed with your post because this post is very beneficial for me

    ReplyDelete