Friday 16 November 2012

Deep Data: Digging into Social Media with Qualitative Methods

The ever-growing use of social media -- and the resultant Big Data-- excites quantitative researchers.  The potential to use social media to collect rich data that can generate new insights excites qualitative researchers.  Quantitative methods allow researchers to reveal and follow patterns of posts and responses by users of social media sites. But at some point we need to ask “why?” in order to discern users’ motivation, understand the significance of behaviours and learn how the experience is significant to their personal or professional lives.  Qualitative researchers have the ability to do so. Qualitative research approaches allow us to dig below the surface to explore how, why or what, and to explore relationships and connections not readily evident in Big Data—which is why I’ve taken to describing it as Deep Data.
While quantitative researchers typically collect data or track movements posted at a previous time, qualitative researchers can use asynchronous, synchronous and near-synchronous approaches. Social media sites allow researchers to develop new interpretations of classic qualitative data collection approaches: observations, interview and document analysis. (For more on social media communications and qualitative data collection, see my video blog here.)
We have a lot of options when it comes to the type of study to be conducted with qualitative research on, about or with social media. We can look at the online behavior as the research phenomenon itself, or we may look at the online behavior in relation to other thoughts, experiences or attitudes related to life on- or offline.
For example, as researchers we may be interested in how cancer survivors cope, and decide to conduct interviews with a text or video chat function in a social media platform because it allows us to select a more geographically dispersed sample.  Or, we may be interested in how cancer survivors use social media to build networks that help them cope. In this case, to understand participants’ choices, communications and patterns of usage on that platform, we may use observations of community events, such as a webinar with a guest speaker, analysis of posts, and/or interviews with community members to collect data. In the first example the social media platform is a means for communication that allows us to understand a research phenomenon. In the second example, the social media platform itself is part of the phenomenon being investigated. This fundamental choice about the research purpose and researcher’s motivation for using social media influences the entire research design, sampling and mode of data collection: what data to collect from whom, how, using what synchronous or asynchronous communications (Salmons, 2012). 
Clearly, varied combinations of social media tools and qualitative methods offer a wide range of options for social science researchers. There are many opportunities in the yet unexplored ways to think about qualitative research and social media—as well, there are many unanswered questions and challenges. A few intriguing areas for consideration are:
  • Ethical dilemmas. Qualitative researchers will always need informed consent for interviews and direct exchanges with research participants. But the situation is fuzzier when the researcher is conducting observations or drawing content from posted materials in online settings where it may be hard to distinguish public from private. 
  • Diverse data types. Communication in social media settings may involve a mix of visual, verbal and text-based exchanges. Qualitative researchers need to decide which types to use, and how to analyze them. As well, they need to consider intellectual property rights of images, or pictures that include other people who have not given permission for their use by the researcher.
  • Non-neutral platforms:  Most social media sites are commercially owned. They are designed to generate revenue, not simply for a social good. Features are designed to encourage users to navigate and participate in certain ways. This means participants—unless they program their own online sites or interactive spaces—are not functioning online independent of  technical and other constraints.
What opportunities and obstacles do you see for qualitative researchers in the digital age? Please join NSMNSS in Methodspace, Twitter chats, virtual seminars and a coming Knowledge Exchange Seminar to share ideas and strategies.
 Janet Salmons, PhD



Kozinets, Robert V. (2010). Netnography: Doing ethnographic research online. Thousand Oaks: Sage.

Lindgren, Simon. (2012). Introducing Connected Concept Analysis: Confronting the challenge of large online texts through a qualitative approach to quantity. Paper presented at the IPP2012: Big Data, Big Challenges, University of Oxford.
Salmons, Janet E. (Ed.). (2012). Cases in online interview research. Thousand Oaks: Sage Publications. (For more on the E-Interview Research Framework, see here)

298 comments:

  1. In my opinion, there will come a time when we can qualitatively measure the efficacy of social media. Nowadays, researchers are finding ways and are developing methods to measure the effectiveness and success of social media. Through Google Analytics, platform owners can track user activity on their website in real time. Soon, a more updated and comprehensive version will come out, which will answer the lingering doubts of this method.[Darryl Tay]

    ReplyDelete
    Replies
    1. Great panoramas! I really like the photographs with the northern light. I use a Hasselblad XPan
      visit the website
      camera for my panoramas.

      Delete
  2. This comment has been removed by the author.

    ReplyDelete
    Replies
    1. DeepCrawl can be used to collect comprehensive and accurate
      buy backlinksbacklink data for any set of websites, by aggregating backlink data from multiple sources and ...

      Delete
  3. I agree with Janet´s judicious statements. Certainly online research poses many new challenges unknown in offline research, that needs to be properly addressed.
    I would comment on Darryl comment that a "qualitative measuring" is a kind of is a conceptual contradiction. Measurement is the "Association of numbers with physical quantities and natural phenomena by comparing an unknown quantity with a known quantity of the same kind" (Concise Encyclopedia). Or also "Compare a quantity with its respective unit, in order to find out how many times the second is contained in the first".
    By definition to measure something requires:
    1) The physical property to be measured must be continuos and observable
    2) There must exist a unit of measurement
    3) This unit of measurement must be compared with the state of the physical property to be measured.
    Therefore a) there´s no measurement without numbers, b) there´s no measurement without a unit of measurement, c) unobservable, discontinuos and non-physical properties cannot be measured.
    Efficacy cannot be measured because it is not an observable physical property and there´s no unit of measurement for it. You can compare and rank, and/or classify social media based on a judgement of their relative efficacy. But it is a qualitative judgement. That doesn´t make it inferior, however.

    ReplyDelete
  4. Thank you for another informative blog. The place
    else could I get that kind of information written in such
    a perfect way? I've a project that I am simply now operating on, and I have been at the glance out for such info.

    Also visit my website ... Abercrombie Fitch Belgique

    ReplyDelete
  5. You actually make it seem really easy together with your presentation but I in finding this topic to be really something which I think I might
    never understand. It kind of feels too complex and very extensive for me.
    I'm having a look ahead in your next put up, I'll attempt to
    get the hold of it!

    Have a look at my weblog: wealthwayonline.com

    ReplyDelete
  6. Write more, thats all I have to say. Literally, it seems as though you relied on the video
    to make your point. You definitely know what youre talking about, why waste your intelligence on just posting videos to your site when you could be
    giving us something informative to read?

    Also visit my site; Evgeni Malkin Black Jersey

    ReplyDelete
  7. Hi there great website! Does running a blog like this take a lot of work?
    I have absolutely no understanding of computer programming however I had been hoping to start my own blog soon.
    Anyway, if you have any suggestions or techniques for new blog owners please share.
    I understand this is off topic nevertheless I simply needed to ask.
    Kudos!

    Stop by my weblog :: Authentic Sidney Crosby Jersey

    ReplyDelete
  8. Hi! I just wanted to ask if you ever have any issues with hackers?
    My last blog (wordpress) was hacked and I ended up losing several weeks
    of hard work due to no back up. Do you have any solutions to protect against hackers?


    My weblog; Sito Ufficiale Gucci Borse

    ReplyDelete
  9. Does your blog have a contact page? I'm having trouble locating it but, I'd like to send you
    an email. I've got some creative ideas for your blog you might be interested in hearing. Either way, great website and I look forward to seeing it improve over time.

    Here is my blog post: Louis Vuitton Bags

    ReplyDelete
  10. That is a good tip especially to those fresh to the blogosphere.

    Short but very accurate infoÖ Thank you for sharing this
    one. A must read article!

    my web blog - www.concrete-tube.com

    ReplyDelete
  11. Fantastic site. Lots of useful information here. I am sending it
    to a few friends ans additionally sharing in delicious.
    And of course, thanks for your effort!

    my web blog ... Wholesale Jerseys

    ReplyDelete
  12. Appreciate the recommendation. Let me try it out.

    Also visit my web page :: NFL Jerseys Cheap

    ReplyDelete
  13. I almost never comment, but after looking at a ton of remarks on "Deep Data: Digging into Social Media with Qualitative Methods".
    I do have a few questions for you if it's okay. Could it be only me or do some of the responses look like they are written by brain dead visitors? :-P And, if you are posting on additional online sites, I'd like
    to keep up with anything fresh you have to post. Could you post a list of all of your social community pages like your twitter feed, Facebook page or linkedin
    profile?

    Visit my homepage Michael Kors Bags

    ReplyDelete
  14. An impressive share! I have just forwarded this onto a colleague
    who had been conducting a little research on this. And he actually
    ordered me lunch because I stumbled upon it for him... lol.

    So let me reword this.... Thank YOU for the meal!
    ! But yeah, thanx for spending the time to talk about this topic here on your web page.


    My blog post Michael Kors Canada

    ReplyDelete
  15. obviously like your web site however you need to check the spelling on several of your
    posts. Several of them are rife with spelling issues and I find it very
    troublesome to inform the reality nevertheless I will
    surely come again again.

    my homepage: upcycled clothing

    ReplyDelete
  16. My family all the time say that I am killing my time here at net,
    except I know I am getting familiarity everyday by reading
    thes pleasant articles.

    Feel free to surf to my webpage: http://slc-wireless.com/abercrombie-pas-cher.html

    ReplyDelete
  17. That is really interesting, You are a very skilled blogger.
    I have joined your rss feed and look ahead to seeking extra of your wonderful post.
    Additionally, I have shared your website in my social networks

    Feel free to visit my web page - Abercrombie France

    ReplyDelete
  18. I thіnk that іs among the ѕo much signіficant information foг me.
    Anԁ і'm glad reading your article. However wanna statement on few normal issues, The website taste is ideal, the articles is really great : D. Just right process, cheers

    my blog post - diamondlinks review

    ReplyDelete
  19. ePsychoanalysis.

    ReplyDelete
  20. http://libweb.surrey.ac.uk/library/skills/Introduction%20to%20Research%20and%20Managing%20Information%20Leicester/page_57.htm

    ReplyDelete
  21. Aside from the fleshlight fees, attorney costs, and license suspension,
    you will have to wait. Ellison's fleshlight plans for that money are not known, but he asked a lot of cash, followed by Apple's
    Digital AV Adapter -- but there will sadly be no rumblings of Thunderbolt connectivity here.
    It features a 1 GH z Snapdragon processor, 4.
    Select a hashtag from the tiled collection, and
    you'll be able to slide between numbers, accented letters and more obscure punctuation by holding down a letter and sliding across.

    ReplyDelete
  22. http://bigbluesquid.0fees.net/cracking-social-media/

    ReplyDelete
  23. This is a topic that is near to my heart... Best wishes! Exactly where are your contact details though?



    Here is my web-site :: Mulberry Bags

    ReplyDelete
  24. Yesterday, while I was at work, my cousin stole my apple ipad and tested to
    see if it can survive a 30 foot drop, just so she can
    be a youtube sensation. My iPad is now broken and she has 83 views.
    I know this is completely off topic but I had to share
    it with someone!

    Feel free to surf to my web site; Chaussures De Football

    ReplyDelete
  25. http://www.im.ethz.ch/publications/Pletikosa-MindTrek11

    ReplyDelete
  26. Great post. I was checking continuously this weblog and I'm impressed! Extremely helpful information specifically the last part :) I take care of such info much. I used to be seeking this certain information for a very lengthy time. Thank you and good luck.

    Review my webpage :: Louis Vuitton Bags

    ReplyDelete
  27. Hi there to all, how is all, I think every one is getting more
    from this site, and your views are fastidious designed for new users.


    Also visit my web-site ... Louis Vuitton Outlet

    ReplyDelete
  28. I'm curious to find out what blog platform you're using? I'm experiencing some minor security issues with my latest blog and I would like to find something more risk-free. Do you have any solutions?

    My blog ... Get More Information

    ReplyDelete
  29. Hi there! This is my first visit to your blog!
    We are a team of volunteers and starting a new initiative in a community in the same niche.
    Your blog provided us useful information to work on. You have done a extraordinary job!


    my blog :: more

    ReplyDelete
  30. This post gives clear idea in support of the new viewers of blogging, that genuinely how to do blogging and site-building.



    my web blog - Sac Louis Vuitton Pas Cher

    ReplyDelete
  31. Everything is very open with a precise clarification of the challenges.
    It was truly informative. Your site is very helpful.

    Thanks for sharing!

    Feel free to visit my webpage ... check this out

    ReplyDelete
  32. I read this article completely concerning the comparison of newest and previous technologies, it's amazing article.

    my blog post: Read More

    ReplyDelete
  33. Pretty nice post. I simply stumbled upon your weblog and wished to say
    that I've truly loved browsing your weblog posts. In any case I'll be subscribing for
    your feed and I hope you write once more soon!


    Also visit my webpage; additional info

    ReplyDelete
  34. Very nice blog post. I certainly appreciate
    this site. Thanks!

    Feel free to visit my web page more

    ReplyDelete
  35. Hi there, of course this paragraph is in fact fastidious and I have learned lot of things from it about
    blogging. thanks.

    Here is my web page - New Kobe Shoes

    ReplyDelete
  36. Your mode of telling all in this piece of writing is really nice,
    all can easily know it, Thanks a lot.

    Have a look at my homepage - Bonuses

    ReplyDelete
  37. Amazing! Its actually remarkable article, I have got much clear idea concerning from this piece of writing.


    My blog Nike Air Max

    ReplyDelete
  38. Since the admin of this web site is working, no hesitation very quickly it will be well-known, due to its feature contents.


    Here is my blog post; Click Here

    ReplyDelete
  39. Heya i am for the primary time here. I found this board
    and I in finding It really helpful & it helped
    me out much. I'm hoping to provide one thing back and aid others like you helped me.

    My blog post Beats By Dre Pas Cher

    ReplyDelete
  40. Good post however I was wondering if you could write a litte more on this topic?
    I'd be very thankful if you could elaborate a little bit more. Appreciate it!

    Have a look at my weblog: Beats By Dre Pas Cher ()

    ReplyDelete
  41. It's awesome to pay a quick visit this website and reading the views of all mates regarding this piece of writing, while I am also zealous of getting familiarity.

    Feel free to surf to my web blog :: Air Jordan Pas Cher

    ReplyDelete
  42. I know this if off topic but I'm looking into starting my own blog and was curious what all is needed to get setup? I'm assuming having a blog like yours would cost a pretty penny?

    I'm not very internet savvy so I'm not 100% sure.
    Any suggestions or advice would be greatly appreciated.

    Kudos

    Also visit my blog post Michael Kors Bags [http://www.explorethecapabilities.com/michaelkors.html]

    ReplyDelete
  43. It's enormous that you are getting thoughts from this article as well as from our dialogue made at this place.

    Feel free to surf to my page :: Sac A Main Louis Vuitton

    ReplyDelete
  44. You're so cool! I don't think I've read anything like that before. So nice to discover another person with a few original thoughts on this subject matter. Really.. many thanks for starting this up. This website is something that's needed on the web,
    someone with some originality!

    my homepage ... New LeBron James Shoes *http://nysacpr.org/lebrojamesshoes.html*

    ReplyDelete
  45. Hi there! Do you use Twitter? I'd like to follow you if that would be ok. I'm undoubtedly enjoying your blog
    and look forward to new updates.

    Also visit my web blog ... Michael Kors Outlet

    ReplyDelete
  46. I love looking through an article that can make men and women think.

    Also, many thanks for allowing me to comment!

    Look into my web-site ... Sac A Main Louis Vuitton

    ReplyDelete
  47. If some one wishes expert view regarding blogging
    afterward i recommend him/her to pay a quick visit this weblog,
    Keep up the nice job.

    Look at my webpage - Sac Louis Vuitton

    ReplyDelete
  48. It's great that you are getting ideas from this post as well as from our discussion made here.

    My weblog ... Air Max ()

    ReplyDelete
  49. You have done a great job. I will definitely dig it and personally recommend to my friends. I am confident they will be benefited from this site.
    remote working

    ReplyDelete
  50. it won’t be a taboo topic however generally people are not enough to talk on such topics. To the next. Cheers
    instagram followers

    ReplyDelete
  51. his is my first time i visit here. I found so many entertaining stuff in your blog, especially its discussion. From the tons of comments on your articles, I guess I am not the only one having all the leisure here! Keep up the excellent work. major record labels

    ReplyDelete
  52. Hai…you have posted great article, it really helpful to us.. I will refer this page to my friends; I hope they will like to read.
    Quantitative Data Analysis

    ReplyDelete
  53. To choose come to be health supplements a fabulous thriving business venture or even crunching knowledge, you'll want benefit will probably stick with. All of us place emphasis about qualitative data analysis methods and additionally you will put into play any devices you will wish right from ough. lenses. which specifically crumbles with this way veranda outdoor patio umbrella. Men and women are the data looking for qualitative experience experts, using simply being this approach journey are essential you've gotten many recommendations you'll want hundreds of you ought to do the job all of them statistics.

    ReplyDelete
  54. This is very well written and your points are well-expressed. Please, don’t ever stop writing.
    high pr backlinks

    ReplyDelete
  55. Pretty nice post. I just stumbled upon your weblog and wanted to say that I have really enjoyed browsing your blog posts. After all I’ll be subscribing to your feed and I hope you write again soon!
    seo backlinks

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

    ReplyDelete
  57. On the off chance that you are not certain what to purchase, get your child a voucher to purchase PC amusements. bus simulator

    ReplyDelete
  58. Your child will have the opportunity to pick the PC diversions that they like. Guide them on the best way to get their diversions. clash royale hack

    ReplyDelete
  59. blessing voucher site, click purchase catch, enter the coupon code then present your request with the goal that he can begin playing immediately. square quick

    ReplyDelete
  60. We recently created the dashboard you can see at http://www.lerwick-harbour.co.uk/dashboard. It is slightly different from your examples in that it is intended for general public use (as opposed to being for logged-in users/customers). It pulls in information from various different sources and therefore saves people a lot of time as they can get everything in once place.

    web design company in chennai

    ReplyDelete
  61. اكبر صرح مقاولات عامةبالسعودية الان نعمل على بناء المحمعات السكنية والاسواق التجارية
    اتصل بنا الان على هاتف : 0590040027

    ReplyDelete
  62. اتصل بنا الان لكى نوفر لك جميع الخدمات التى تحتاجها من شركه مقاولات عامه من احدث المعجات وسرعه فى الاداء التى تنره من شركتنا
    بالاضافه الى سفلته طرق التى تحتاج الى الحفاظ على اارض من التشققات التى تحدث فى السيارات وغيرها .

    ReplyDelete
  63. I agree we share this blog explains it's changed mind way of doing the business.We Providers this output of others sites.
    SEO Training in Chennai
    Best SEO Training Course in Chennai
    Digital Marketing Training Institute

    ReplyDelete
  64. You're so cool! I don't think I've read anything like that before. So nice to discover another person with a few original thoughts on this subject matter.

    thanks for sharing...
    GCLUB
    gclub casino
    goldenslot mobile
    gclub

    ReplyDelete

  65. visit here
    thank you so much for this nice Post.

    ReplyDelete
  66. http://www.eetimes.com/profile.asp?piddl_userid=129164



    website
    thank you so much for this nice Post.
    I really enjoyed.

    ReplyDelete
  67. here
    i like your post and all you share with us is uptodate and quite informative. Thank you

    ReplyDelete
  68. visit website
    thank you so much for this nice Post.
    I really enjoyed

    ReplyDelete
  69. visit
    Thanks for sharing nice information with us

    ReplyDelete
  70. click here
    Absolutely wonderful post! What a perfect concept. Thank you

    ReplyDelete
  71. click here
    Absolutely wonderful post! What a perfect concept. Thank you

    ReplyDelete
  72. visit website
    thank you so much for this nice Post.
    I really enjoyed

    ReplyDelete

  73. click here
    Absolutely wonderful post! What a perfect concept. Thank you

    ReplyDelete
  74. click here
    Absolutely wonderful post! What a perfect concept. Thank you

    ReplyDelete
  75. click here
    Absolutely wonderful post! What a perfect concept. Thank you

    ReplyDelete
  76. I�ve recently started a site, and the information you offer on this website has helped me greatly. Thank you for all of your time & work. click resources

    ReplyDelete
  77. Substantially, the post is really the sweetest on this precious topic. I fit in with your conclusions and will eagerly look forward to your coming updates. Simply saying thanks will not simply be enough, for the awesome lucidity in your writing. I will at once grab your rss feed to stay abreast of any updates. Genuine work and much success in your business efforts! additional info

    ReplyDelete

  78. visit
    Thanks for sharing nice information with us

    ReplyDelete
  79. Hoitz continues his prattle about the latest findings of their criminal investigation. use this link

    ReplyDelete
  80. Today it seems like Phrase Powerplant is the top blogging service available today. (through just what We have examine) Is always that what you are utilizing in your website? you can try this out

    ReplyDelete
  81. your article is really good, visit also my article in: bandar judi poker online yang paling aman

    ReplyDelete



  82. want to read this interesting article for this month immediately click my article and get a great experience after reading my article on:
    judi poker

    ReplyDelete
  83. It’s really a great and useful piece of information. I’m glad that you just shared this helpful information with us.
    Please stay us informed like this. Thanks for sharing. ??

    Agen Bola
    Agen Bola Terpercaya
    Poker Online Indonesia Terpercaya
    Poker Online Indonesiaa

    ReplyDelete


  84. want to read this interesting article for this month immediately click my article and get a great experience after reading my article on:
    Togel online Singapura

    ReplyDelete

  85. want to read this interesting article for this month immediately click my article and get a great experience after reading my article on:
    poker online terbaik

    ReplyDelete
  86. very interesting content of this article give inspiration thanks : bandar Togel online terpercaya di indonesia

    ReplyDelete
  87. good artikel , i really like you artikel, pleas klik my artickey add <Bandar Togel indonesia

    ReplyDelete


  88. articles that are very fanstatis, do not forget to visit other interesting articles at: berita judi terbaru

    ReplyDelete
  89. Effortlessly the webpage will certainly become popular somewhere between many posting together with site-building folk, problems . painstaking articles or blog posts or sometimes reviews. market research strategy consultants

    ReplyDelete
  90. digital interview platform
    TalScout is a video interviewing platform for both job seekers, & the employers. Simplifing talent hiring process with automated screening, virtual campus hiring

    ReplyDelete
  91. Thanks for this great post, i find it very interesting and very well thought out and put together. I look forward to reading your work in the future.
    ολυμπιακός

    ReplyDelete
  92. I have more information to learn in your post. This is very interesting and attractive post. I want more ideas to your blog...
    SEO Course in Aminjikarai
    SEO Training in Vadapalani
    SEO Course in Chennai
    SEO Training in Kelambakkam
    SEO Course in Karappakkam
    SEO Training in Padur

    ReplyDelete
  93. Thank you so much for sharing this great blog.Very inspiring and helpful too.Hope you continue to share more of your ideas.I will definitely love to read.
    안전놀이터

    ReplyDelete
  94. Great blog! I really love how it is easy on my eyes and the information are well written. I am wondering how I might be notified whenever a new post has been made. I have subscribed to your rss feed which really should do the trick! Have a nice day!


    live draw sgp


    live draw sgp terpercaya

    live draw sgp terpercaya
    situs poker tercaya

    ReplyDelete
  95. Logging in online gambling games is not a stranger now. various kinds of online gambling games that can make players still want to play. Even more days the number of gambling players is increasing. This is because indeed gambling games are already very interesting to try and play during leisure time. But at this time along with the development of the era of gambling the game was not only played by betting directly on the casinos.

    ReplyDelete
  96. Nice post. Thanks for sharing! I want people to know just how good this information is in your article. It’s interesting content and Great work.
    Thanks & Regards,
    VRIT Professionals,
    No.1 Leading Web Designing Training Institute In Chennai.

    And also those who are looking for
    Web Designing Training Institute in Chennai
    SEO Training Institute in Chennai
    Photoshop Training Institute in Chennai
    PHP & Mysql Training Institute in Chennai
    Android Training Institute in Chennai

    ReplyDelete
  97. Thanks for the blog post buddy! Keep them coming...
    king4d

    ReplyDelete
  98. Working with qualitative data is a rich and enlightening experience. The more you practice, the easier and more rewarding it will become.
    Qualitative Analysis

    ReplyDelete
  99. Dude.. I am not much into reading, but somehow I got to read lots of articles on your 103 155 104 8099 apk scr888 casino game 3 blog. Its amazing how interesting it is for me to visit you very often.

    ReplyDelete
  100. Hello, U write some extraordinarily attractive blogs. I always check back here frequently tm.scr888 download apk to see if you have updated
    Great blog, keeping me from working. All the Best  

    ReplyDelete
  101. You have a very tm.918kiss kiosk.com good site, well constructed and very interesting i have bookmarked you, hopefully you keep posting new stuff, many thanks

    ReplyDelete
  102. I was searching for that post quick ultra test xr price a long time... fortunately I found it on right time...Thanks again for sharing

    ReplyDelete
  103. Im not such an skilled when it involves this. awesome browse, appreciate your bloging this. check my source

    ReplyDelete
  104. I�d have to examine with you here. Which is not one thing I usually do! I take pleasure in reading a post that may make folks think. Additionally, thanks for permitting me to comment! you can try this out

    ReplyDelete
  105. It�s really a cool and useful piece of information. I�m satisfied that you shared this useful information with us. Please stay us informed like this. Thank you for sharing. description

    ReplyDelete
  106. Recently i found your site and so already reading along. I think overall We would leave my first comment. I don�t know very to say except that I�ve enjoyed reading. Nice blog. I would keep visiting this blog really often. have a peek here

    ReplyDelete
  107. Youre so cool! I dont suppose Ive read anything like this before. So nice to discover somebody by original thoughts on this subject. realy appreciation for starting this up. this web site are some things that is required over the internet, a person with some originality. beneficial work for bringing interesting things to the web! try here

    ReplyDelete
  108. Some truly fantastic posts on this web site , appreciate it for contribution. directory

    ReplyDelete
  109. obviously like your web-site but you need to test the spelling on several of your posts. Several of them are rife with spelling problems and I to find it very bothersome to tell the truth however I will certainly come again again. check this site out

    ReplyDelete
  110. Oh my goodness! an amazing post dude. Thanks a lot However My business is experiencing trouble with ur rss . Do not know why Unable to join it. Will there be anybody acquiring identical rss difficulty? Anyone who knows kindly respond. Thnkx more helpful hints

    ReplyDelete
  111. An interesting discussion may be worth comment. I�m sure that you can write read more about this topic, it will not be described as a taboo subject but typically everyone is insufficient to chat on such topics. To another. Cheers her explanation

    ReplyDelete
  112. Bonsoir � vous Vous ne croyez pas que les arguments de votre post ont besoin de nouvelles valeurs� Votre d�marche semble bonne quoique je ne comprends pas les diff�rents avis ci dessus. Pensez a rajouter d�autres affirmations pour plus de professionalisme! Au plaisir de vous relire original site

    ReplyDelete
  113. It�s a shame you don�t have a donate button! I�d without a doubt donate to this brilliant blog! I suppose for now i�ll settle for book-marking and adding your RSS feed to my Google account. I look forward to fresh updates and will share this blog with my Facebook group. Chat soon! visit this page

    ReplyDelete
  114. This is a great blog and i want to visit this every day of the week ��� discover this info here

    ReplyDelete
  115. What�s Happening i�m new to this, I stumbled upon this I�ve found It positively useful and it has aided me out loads. I hope to give a contribution & help other users like its helped me. Good job. read this article

    ReplyDelete
  116. Thanks for another informative website. Where else could I get that type of information written in such a perfect way? I have a project that I�m just now working on, and I�ve been on the look out for such info. see this site

    ReplyDelete
  117. HOW COULD SHE ACT LIKE THAT WITH THAT SHIT VOICE. additional hints

    ReplyDelete
  118. Youre so cool! I dont suppose Ive read anything like this prior to. So nice to seek out somebody by original applying for grants this subject. realy i this hyperlink

    ReplyDelete
  119. Super-Duper website! I am loving it!! Will be back later to read some more. I am bookmarking your feeds also helpful resources

    ReplyDelete
  120. Personally, I have found that to get just about the most fascinating topics if this draws a parallel to. Visit This Link

    ReplyDelete
  121. i really like to color my hair and i would love to try different hair colors specially auburn, read the full info here

    ReplyDelete
  122. i always syndicate feeds on my subcribers and of course feedburner is definitely a great help~ look at these guys

    ReplyDelete
  123. business management can make or break the success of a company that is why it is very very critical~ Website

    ReplyDelete
  124. there are so many funny videos on the internet to watch, i can laugh all day watching funny videos� find here

    ReplyDelete
  125. I am curious to find out what blog platform you are using? I�m experiencing some minor security problems with my latest site and I�d like to find something more secure. Do you have any recommendations? click resources

    ReplyDelete
  126. After study some of the blog posts for your site now, and i genuinely like your strategy for blogging. I bookmarked it to my bookmark internet site list and will also be checking back soon. Pls check out my website also and inform me what you believe. this

    ReplyDelete
  127. Spot on with this write-up, I really think this site wants a great deal more consideration. I�ll likely to end up again to read a great deal more, thanks for that info. web

    ReplyDelete
  128. I will invite all my friends to your blog, you really got a great blog.~-;*� navigate here

    ReplyDelete
  129. Somebody essentially lend a hand to make seriously articles I�d state. That is the very first time I frequented your website page and so far? I amazed with the research you made to create this particular post incredible. Wonderful job! click reference

    ReplyDelete
  130. It was any exhilaration discovering your website yesterday. I arrived here nowadays hunting new things. I was not necessarily frustrated. Your ideas after new approaches on this thing have been helpful plus an superb assistance to personally. We appreciate you leaving out time to write out these items and then for revealing your thoughts.

    ReplyDelete
  131. area rugs are best positioned on the outside of the house where it can serve better; try these out

    ReplyDelete
  132. Sweet web site, super style and design, rattling clean and utilize pleasant. check my source

    ReplyDelete
  133. I?m now not sure the place you are getting your info, but good topic. I must spend a while finding out much more or working out more. Thank you for fantastic information I was on the lookout for this information for my mission. see post

    ReplyDelete
  134. I�d forever want to be update on new posts on this website , bookmarked ! . other

    ReplyDelete
  135. I like this website because so much utile stuff on here : D. view it now

    ReplyDelete
  136. Very well written information. It will be helpful to anybody who usess it, as well as me. Keep doing what you are doing � i will definitely read more posts. more tips here

    ReplyDelete
  137. My friend first found your blog on Google and she referred your blog to me.`-;,� check it out

    ReplyDelete
  138. Terrific work! This is the type of info that should be shared around the web. Shame on the search engines for not positioning this post higher! Come on over and visit my website . Thanks =) her comment is here

    ReplyDelete
  139. This is a very interesting post. Thanks for sharing this post. anchor

    ReplyDelete
  140. This plot doesn�t reveal itself; it has to be explained. Check Out Your URL

    ReplyDelete
  141. I�m truly enjoying the design and layout of your site. It�s a very easy on the eyes which makes it much more pleasant for me to come here and visit more often. Did you hire out a designer to create your theme? Exceptional work! More hints

    ReplyDelete
  142. When I originally commented I clicked the �Notify me when new comments are added� checkbox and now each time a comment is added I get several emails with the same comment. Is there any way you can remove people from that service? Appreciate it! Visit Website

    ReplyDelete
  143. Just where maybe you have discovered the source meant for that article? Wonderful studying I have subscribed to your feed. view it now

    ReplyDelete
  144. I like Your Article about Life is Priceless | Fr. Frank Pavone's Blog Perfect just what I was looking for! . Your Domain Name

    ReplyDelete
  145. Undeniably consider that which you stated. Your favorite justification seemed to be at the web the simplest factor to take into account of. I say to you, I certainly get annoyed even as other folks consider concerns that they plainly do not recognize about. You controlled to hit the nail upon the highest and also outlined out the entire thing with no need side-effects , folks could take a signal. Will likely be again to get more. Thank you click here to read

    ReplyDelete
  146. I don�t have time to read it all at the moment but I have bookmarked it click this link now

    ReplyDelete
  147. Yes I used to be looking for some thing like that and that i found it. Thanks a lot for discussing the info. content

    ReplyDelete
  148. As I web-site possessor I believe the content matter here is rattling wonderful , appreciate it for your efforts. You should keep it up forever! Best of luck. click this

    ReplyDelete
  149. I recently want to create a quick comment so as to express gratitude to your account for those wonderful pointers you happen to be posting here. My time consuming internet investigation has by the end for the day been rewarded with good quality strategies to offer my guests. I�d personally claim that most of us website visitors are truly endowed to appear in an incredible network with methods . marvellous people who useful hints. I�m quite privileged to have used your webpages and appear forward to really more fabulous minutes reading here. Thanks again for lots of things. More Bonuses

    ReplyDelete
  150. very good post, i surely really like this site, persist with it a fantastic read

    ReplyDelete
  151. Thanks for share informative blog with us. If you need data management services in the USA. then EwSolutions is the best option for you.

    ReplyDelete
  152. Oh my goodness! a great post dude. Thanks However My business is experiencing problem with ur rss . Do not know why Struggling to enroll in it. Is there everyone acquiring identical rss problem? Anybody who knows kindly respond. Thnkx try here

    ReplyDelete
  153. Thank you for sharing excellent information. Your web-site is so cool. I�m impressed by the info that you�ve on this website. It reveals how nicely you perceive this subject. Bookmarked this web page, will come back for more articles. find out here now

    ReplyDelete
  154. I am glad to be one of the visitants on this great website (:, thanks for putting up. click reference

    ReplyDelete
  155. I do know this isn�t precisely on subject, however i�ve a site using the identical program as properly and i get troubles with my feedback displaying. is there a setting i am missing? it�s doable chances are you�ll assist me out? thanx. check out the post right here

    ReplyDelete
  156. Thank you for another wonderful post. Where else could anyone get that type of information in such a perfect way of writing? I have a presentation next week, and I�m on the look for such information. read review

    ReplyDelete
  157. I delight in, result in I discovered exactly what I used to be having a look for. You�ve ended my four day long hunt! God Bless you man. Have a nice day. Bye directory

    ReplyDelete
  158. Aw, this was a very nice post. In concept I want to put in writing like this moreover – taking time and actual effort to make a very good article… but what can I say… I procrastinate alot and under no circumstances seem to get something done. read this post here

    ReplyDelete
  159. Your IRS can even inform you of in the event the repay is actually postponed because the device contains issues with your levy go back. internet

    ReplyDelete
  160. Some times its a pain in the ass to read what blog owners wrote but this site is rattling user friendly ! . from this source

    ReplyDelete
  161. After i open up your own Feed it offers myself with many different garbled text message, could be the concern on my small conclusion? click this link now

    ReplyDelete
  162. After study some of the blog articles with your site now, and that i really appreciate your means of blogging. I bookmarked it to my bookmark web site list and will be checking back soon. Pls have a look at my web-site as well and figure out how you feel. Web Site

    ReplyDelete
  163. i use lamp shades with CFL ubls instead of incandescent lamps, they are much cooler and uses less electricity� visit this website

    ReplyDelete
  164. Last month, when i visited your blog i got an error on the mysql server of yours.:�:- more information

    ReplyDelete
  165. I recently found many useful information in your website especially this blog page. Among the lots of comments on your articles. Thanks for sharing.
    먹튀

    ReplyDelete
  166. 918kiss online You 918kiss login got a 918kiss register really 918kiss agent useful 918kiss app blog I have 918kiss kiosk been here scr888 Malaysia download reading scr888 Malaysia free credit for about half scr888 Malaysia login an hour. I am a newbie and your post is valuable for me.

    ReplyDelete
  167. Please let me know if you’re looking for a article writer for your site. You have some really great posts and I feel I would be a good asset. If you ever want to take some of the load off, I’d absolutely love to write some material for your blog in exchange for a link back to mine. Please send me an email if interested. Thank you!
    poker online

    ReplyDelete
  168. I like your live22 slot games post & I LIVE22 will always live22 login be coming frequently live22 agent to read more of your post. Thank you live22 malaysia very much for your post once more

    ReplyDelete
  169. I must say, I thought this was a pretty interesting read when it comes to this topic. Liked the material. . . . .
    QQ Online

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

    ReplyDelete
  171. Ceme Terbaik Permainan Ceme online adalah permainan yang menggunakan kartu domino.

    ReplyDelete
  172. http://aswidhafm.blogspot.com/2013/04/berita-kesehatan-terbaru-penemuan.html
    http://dial-africa.blogspot.com/2013/11/orchestre-kiam-kamiki-african-91228.html
    https://miniaplikace.blueboard.cz/kniha/xmcj77u5s21i48mhuen7o4tufktohn
    https://www.b2bmarketingexpert.com/2019/04/salesforce-data-migrations-with-david-masri-capgemini.html?showComment=1570077340870#c7289857674520271246
    https://nsmnss.blogspot.com/2012/11/deep-data-digging-into-social-media_16.html?showComment=1570077327208#c3513490535468670348
    https://cloudepr.blogspot.com/2010/07/my-comments-to-cassandra-at-twitter.html?showComment=1570077332224#c1316193986723886381
    https://istribandot.blogspot.com/2019/03/pangerantoto2-data-keluaran-prediksi.html?showComment=1570077444941#c926150375211369591
    https://internetofthinking.blogspot.com/2016/02/upload-ds18b20-temperature-sensor-data.html?showComment=1570077337622#c5314752666873526118
    https://code-dojo.blogspot.com/2016/06/how-to-write-data-driven-tests-in.html?showComment=1570077383552#c4109714307688575878

    ReplyDelete