jMar"s Blog DevSmash Developer Portal

Friday, March 7, 2008

Efficient Tag Cloud Algorithm

Hey all - since tag clouds are so popular these days, I thought I'd make a quick post about the algorithm I'm using to generate my tag cloud. I found a few sample algorithms already out there, but many of them seemed either inefficient, or didn't return the size that I was expecting.

Considering that the algorithm I'm using for my blog is running on the client side, I wanted to make sure that it was especially efficient. Here's what I ended up coming up with.

First, let's define the variables that are being used:

maxPercent
The font size is set as a percentage. This is the font-size percentage that the largest (most frequent) tag should be set to.
minPercent
This is the font-size percentage that the smallest (least frequent) tag should be set to.
max
This is the number of occurences for the most frequent tag.
min
This is the number of occurences for the least frequent tag.
count
This variable should be set inside of the link iterator. It refers to the number of occurences for the current tag.

Before I show some sample code for this, let's look at the actual algorithm for calculating the size:

var size = minPercent + ((max-(max-(count-min)))*(maxPercent-minPercent)/(max-min));

Since count is the only variable that changes during each iteration, we can extract the expression (maxPercent-minPercent)/(max-min) into its own constant and define it outside of the loop. This will save us two subtractions and a division operation for every loop. This now yields the following algorithm:

var multiplier = (maxPercent-minPercent)/(max-min);
var size = minPercent + ((max-(max-(count-min)))*multiplier);

The mathematical brilliance (sorry) behind this simple function isn't immediately obvious by looking at it, but the size returned will adhere to the following rules:

  1. The least occuring tag(s) will have a font-size of minPercent.
  2. The most occuring tag(s) will have a font-size of maxPercent.
  3. Tags with occurence counts in the middle will be scaled linearly.

Ok, let's look at this algorithm in action. The sample below uses a few jQuery methods (you all saw it coming), but this algorithm can certainly survive apart from any JS library. Notice that in the code below, I don't know min or max at the start. This means I have to loop through all of the tags twice, calculating these statistics the first time.

To give this code a real life context, I am generating a tag cloud out of the categories list that blogger generates. The markup that I am looping through is in the following format:

<div class="widget-content" id="categories">
 <ul>
  <li>
   <a dir="ltr" href="http://jmar777.blogspot.com/search/label/jQuery">jQuery</a>
   (<span dir="ltr">6</span>)
  </li>
  <li>
   <a dir="ltr" href="http://jmar777.blogspot.com/search/label/jTruncate">jTruncate</a>
   (<span dir="ltr">2</span>)
  </li>
  [etc...]
 </ul>
</div>

And here's the heavily commented javascript:

$().ready(function() {
 var catContainer = $('div#categories');
 // get an array of all the <li>'s
 var categories = catContainer.find('ul li');
 var cloudMarkup = '';
 // set maxPercent/minPercent preferences
 var maxPercent = 150, minPercent = 100;
 // note that max is initialized to a number that I know is lower than the max count
 // and that min is set to a number larger than the known min count
 var max = 1, min = 999, count = 0;
 // loop through each li and calculate statistics
 categories.each(function(i) {
  count = parseInt($(this).find('span').text());
  max = (count > max ? count : max);
  min = (min > count ? count : min);
 });
 var total, link, size;
 var multiplier = (maxPercent-minPercent)/(max-min);
 // loop through each li and generate the markup for the new tag cloud
 categories.each(function(i) {
  count = parseInt($(this).find('span').text());
  link = $(this).find('a');
  size = minPercent + ((max-(max-(count-min)))*multiplier) + '%';
  cloudMarkup += '<a class="cloud_link" style="font-size:' + size + '" href="' + link.attr('href') + '">' + link.text() + '</a> ';
 });
 // replace the html content of the parent container with the new tag cloud
 catContainer.html(cloudMarkup);
});

For you jQuery users out there - I am considering turning this into a plugin. I would like to hear from you what the expected markup should look like. For example, <a href="#" rel="[count]">tag</a> or <a href="#">tag ([count])</a>. Hopefully we can come up with something that doesn't completely violate the purpose of the rel tag, like that example! Thanks for your input!



117 comments:

Anonymous said...

Wonderful and a jquery plugin would be awesome.I personally feel you can choose any markup that makes things simple for you.

Anonymous said...

Why give it to the plugin users choice and let him define via plugin constructor the way he wants his tag to be.

Just to think for. It could not be this vast effort to implement it this way.

Best regards,
Skyborg

Jeremy Martin said...

I agree that it would be ideal to let the user determine the markup - just not sure yet on how to let them specify that in a flexible way...

Anonymous said...

While you're optimising your loop why don't you simplify
((max-(max-(count-min)))

to just

(count - min)?

Or do you have a typo in there somewhere?

Jeremy Martin said...

@Anonymous
Since count is updated during each iteration, I can't extract any expressions that contain count outside of the loop.

Anonymous said...

I would be very happy, if you could add an alternative routine to get the data for the cloud.

Like a text-file or data from JSON. The reason is, that not all people who use jQuery use it for HTML ;-)
Personally I use it for XUL (Firefox extension, etc.) as well.

Right now I am trying to create a GTD add-on for an application based on Mozilla and thus I am in need for a tag-clound jQuery plugin, that reads the tags from a database and then creates the tag-cloud from it.

Ken said...

Jeremy--

Thanks for this post. I had the same thought as the March 21 anonymous regarding the ((max-(max-(count-min))). You said efficiency was a concern, so here's my two bits on optimzing the size calculation in the loop:

Just distribute the minuses out to the terms in the parenthesis, and you'll see it works out, even though "count" changes on each iteration. Here it is step-by-step (perhaps a little more verbose than needed).

a) ((max - (max - (count - min)))
b) ((max - (max - count + min))
c) (max - max + count - min)

"C" will give you the exact same result as "A", and since the "max-max" cancels out, you can further simiplify it to be:

d) count - min

That leaves your code as the following:

var multiplier = (maxPercent-minPercent)/(max-min);
var size = minPercent + (count-min)*multiplier;

The nice thing about the above code is that math-minded folks will instantly recognize you're doing a linear interpolation of "count" between two numbers ("maxPercent" and "minPercent"). That was a bit obscured in the original code.

With a bit of explanation to someone of what interpolation is, you can even easily visualize in your minds-eye what is happening in the above code.

This is the easiest to understand version of the code, but you can introduce another variable optimize the loop further:

a) var size = minPercent + (count-min)*multiplier;
b) var size = minPercent + count*multiplier - min*multiplier;
c) var size = (minPercent - min*multiplier) + count*multiplier;
d) var offset = minPercent - min*multiplier; var size = offset + count*multiplier;

with "offset" being calculated outside of the loop (note that no terms in "offset" use "count" so this is safe to do). This means that inside of the loop we have 1 multiplication and 1 addition, whereas it used to be 4 additions/subtractions and 1 multiplication. Notice that the only things we're pulling out of the loop are the constants. Anything involving "count" stays in the loop.

This leaves your code as the following

var multiplier = (maxPercent-minPercent)/(max-min);
var offset = minPercent - min*multiplier;
var size = count*multiplier + offset;


A little harder to visualize what's going on in this version, but it is fine with a comment.

Try this; it will work. What your algorithm is basically doing is a linear interpolation.

Jeremy Martin said...

@Ken
Thanks for that very thorough explanation! I guess I was too hasty in my response to the 3/21 comment. Didn't we learn that stuff in like 5th grade or something...? I'll add this to my growing list of updates - too many smart people correcting me, not enough time...

jacob said...

Your algorithm has a problem if all of the tags have exactly the same number of occurrences. In this case max=min and you would get a divide by zero error.

Jeremy Martin said...

@Jacob
Uh... so it does. I swear, this post is taking me to school... Thanks for pointing that out!

rapin said...

This is great. Playing with it now. As for markup, maybe something simple like class="cloudable" rel="rank"?

I Personally prefer the rank/weight indicator to be in an attrib.

ege said...

Thank you very much for the article. It took me about 25 mins to apply it, not on the client side but server side using php. Your article is the simplest tutorial that I have found on the net. Special thanks go to Ken, as I used his refined version.

terminals-blocks said...

Just to think for. It could not be this vast effort to implement it this way.

webbod said...

I liked the idea, but I have a large set of data, the distribution is such that I have a lot of rare tags and a few very common ones - with hardly anything in between - I'm looking at product sales from a large inventory.

Some products sell 1 unit, others 50, 100, 500, 1000, etc... but one product sells 250,000 which means your algorithm gives me a few enormous tag and maps everything else down to the mininium size.

I need to be able to pull out the detail at both ends of the scale.

Using Log10(Count) worked really well and produces really compelling sales charts.

Thanks for the idea - 10 minute metrics - Mwhahahaha!

toothygoose said...

Here is a mootools/functional programming variant. Tidies away all the variables into its own namespace:


var TagCloud = {
apply: function(selector, options) {
options = options || {};

var maxPercent = options['maxPercent'] || 150;
var minPercent = options['minPercent'] || 100;
var retrieveCount = options['retrieveCount'] || function(element){element.getAttribute('count').toInt()};
var apply = options['apply'] || function(element, size){element.setStyle('font-size', size + '%')};

var max = null;
var min = null;

var tagElements = $$(selector);

tagElements.each(function(element)
{
count = retrieveCount(element);
max = (max == null || count > max ? count : max);
min = (min == null || min > count ? count : min);
});

var multiplier = (maxPercent-minPercent)/(max-min);

tagElements.each(function(element)
{
count = retrieveCount(count);
size = (minPercent + (count - min) * multiplier);
apply(element, size);
});
}
};

TagCloud.apply('ul#tags > li');

toothygoose said...

Whoops...

make that:

var retrieveCount = options['retrieveCount'] || function(element){return element.getProperty('count').toInt()};

Keep forgetting that the return statement is required in JavaScript. Lazy!

Anonymous said...

big think it was exactly what I searched, with a min and max!

I did it in PHP but will perhaps look after to make in JQuery because it's display work

think again!

nodejs said...

Nice Plug-in and demonstration!

Joseph Buarao said...

great demonstration... can i use this to my premium template?

Jonas said...

Thanks! I have been trying to come up with a good way to do this for a long time.

Jerry M. Mingus said...

Excellent information to many people like to read articles to learn about these issues of great interest.Oups... my blog disappeared from Les Explorers list ; )So many people leave a comment in your blog, For this we can know that your blog is very Wonderful,Cheers for your performance, I hope you continue to post such good articles.
clipping path

digital signature said...

Excellent! Thanks for this - I've been looking at this feature for ages. Followed your instructions and it works a treat!

Martin001 said...

Nonetheless, display systems designed for ordinary text message aren't perfect for tags, since font measurements can vary commonly on a collection. Also, the normal structure doesn't account for romantic relationships which might be acknowledged involving tags. This kind of papers reveals products and algorithms to boost the particular display involving label confuses that incorporate in-line HTML, together with algorithms that utilize nested dining tables to attain a more standard 2-dimensional structure through which label from write my paper for cheap romantic relationships are considered. The primary algorithms influence before perform with typesetting and rectangle packaging, in contrast to the second band of algorithms influence before perform with Electric Style Automation.

thesis writing services said...

i agree with you since i had such problem while installing some plugin..

best essay writing services said...

wow excellent..i'm a fresher in html and development field.. custom essay writing services

Stephanie said...

Your blog has been a great help to me moving towards a paperless lifestyle. I’m still refining and trying to get it just right but I feel I’m making progress. I just wanted to let you know about my services I’ve been using that have been helping me with this endeavor.

Working at best online mba programs

Jennifer said...


My compliment about this blog is very positive I visit this blog first time and impress by this stuff nice work. Great Post Keep Posting such a good information.

college paper writing service

Forte School said...

Forte schools offer a FREE trial lessons for classes and some offer a Free Trial private lesson.

aliya seen said...

Math is always my favorite subjects becasue of excellen teachers i have. The teaching statement math is also very important for students nd teachers also.

Badan Singh said...

סדנת מכירות קורס מכירות וסדנת מכירות להכפלת המכירות עם אימון מכירות מקצועי קורס/הדרכת/סדנת מכירות המבוסס על ידע של 100 אנשי המכירות הטובים בעולם, קורס אומנות המכירה המעשי להזנקה מיידית של המכירות.

Badan Singh said...

Escort Geneva Genève Sex Switzerland Escort service agency, find nice and beautiful girl in Geneva!

Badan Singh said...

deutsch porno Die kleine Schlampe lässt sich kostenlos auf dem Sofa durchficken und das Beste daran ist, dass du keinen Cent dafür bezahlen musst um dir das heisse kostenlose deutsch porno anzuschauen.

turkpornotv said...

Deutsche Porno, Klicken Sie sich durch unsere riesigen Archive mit kostenlosen Pornos und gratis Pornofilme. Sofort Pornofilme gratis ansehen.

klicke hier : deutsche porno

turkpornotv said...

HD ve mobil uyumlu binlerce porno ve sikiş izleten site, tek kalite altında bu kadar videoya ulaşmak artık daha kolay.. porno izle


writing essays for cheap said...

Really great, jquery plugin is just awesome. And expecting more from you, and waiting for that. Thank you for sharing :)

Shiny Elena said...

Wow, you do understand this and you wrote very nice post. I got used to read reviews about the best US resume companies and to tell the truth that is the thing I understand better than the topic of your post. Anyway, thanks for great content.

Badan Singh said...

gigolo Elite High-class Escorts and Boys are waiting to be contacted by you. Find your ideal VIP Escort date here and enjoy unforgettable moments. Busty luxury and classy escorts and models for Gentlemen that will surpass your high expectations. Sex-Escort is an international directory of Independent Girls and Ladies and Escort Agencies, only elite companions who are perfect for any social engagement public or private, from blondes to brunette, Asiatic or Italian, French or Russian. You can select any exciting city in the World and find the ideal female or male independent escort, be that Paris, Rome, New York, London or Tokyo.

Badan Singh said...

umproducts If you are serious about Penis Enlargement, then the new Hydromax is the pump for you. 15% more powerful than the original hercules! The X30 Xtreme takes your hydrotherapy workout to a whole new level. It's our most powerful pump to date with the same unique globally patented design, and comes with many additions. The bathmate Hydromax X30 is our best seller at 20-30% off Retail price, you cant beat it. Order Today and gain 1 inch in 1 Week with the bathmate hydromax x30, the hercules original or the new bathmate Xtreme ! USE CODE "10OFFMYORDER" and save $10 !!

Edna Shirley said...

Writing services place an unavoidable role in every student's life. They are preparing almost writing tasks of the students from various level. Not only essays they also offering case study essay writing service at affordable price. So that students can easily submit their case studies effectively at cheap rate.

essay writing service USA said...

I am so glad to be given a chance to read your wonderful article. I am looking forward to read more of your works and posts. keep on sharing.

David Clarke said...


When you get a college task that you cannot complete by oneself it seems to be really frustrating! Don't panic! Perfect essays online service gives you a cool chance to remove your college stress! Our writers will complete any type of the college task really quickly and you won't be sad!

Admission essay writing service said...

Good to read! Thanks for describing the topic in an impressive and convincing manner. Please keep on sharing!

marlinwood said...

Thank you for this excellent post. There is a remedy for students who are facing difficulty in essay writing. Essay writing service UK is here to assist you.

Essay Writing Company Reviews said...

Nice post. Essay writing review helping every student to choose a perfect essay writing service on the internet. It is the result of searching for a good writing service around the web

kenneth said...

Essay writing has been a difficult task for most of the students. Best essay writing service giving help to those students who are paranoid with submitting their papers.

Badan Singh said...

Mallorca escort girls Welcome To Our Ibiza Escorts Agency. Palma Babes would like to give you a warm welcome to our very established and trusted escorting agency which is founded in the very beautiful and warm country of Spain, we believe that Palma Babes differentiates from the rest of the competition and we do believe that you will find some of the most hottest Ibiza escorts at our agency...

happy wheels said...

I needs to spend some time learning more or understanding more.

cool math games said...

Good blog post. I want to thank you for interesting and helpful information and I like your point of view. Thank you!

8 ball pool said...

I have you bookmarked your site to check out the new stuff you post.

fighting games said...

I can see that you are an expert at your field! I am launching a website soon, and your information will be very useful for me.. Thanks for all your help and wishing you all the success in your business.

math games said...

offers new and exciting services to Investors in blog good and jmars attractive.
statistics show that the average return has been 9%.

unblockedgames said...

Toegegeven, op het eerste zicht een bizarre combinatie. Geamputeerden die voetballen, is geen alledaags gezicht.

turkpornotv said...

Nur die besten porno bilder und Galerien, für sie von unserer Redaktion ausgewählt. Natürlich alles absolut kostenlos.

Trần Linh said...

Thank you very much. I'm really impressed with this article, it is very professional. I think you have to learn about this issue is very carefully and have good knowledge. facebook gratis , whatsapp gratis , click.jogos

Larry Morales said...

You are absolutely right. It's a brilliant post and shares the advantages of using tag clouds. It reflects your efficiency and knowledge. Best essay writing service UK

Kiên Huệ said...

I read and understood your reviews. I feel it is very accurate and I would agree with you. Hope you will have much better article next time. descargar facebook , descargar facebook , descargar facebook gratis , baixar whatsapp plus , descargar whatsapp gratis , descargar whatsapp , whatsapp descargar , descargar mobogenie gratis , descargar mobogenie gratis , mobogenie

Emily Trần said...

Great. This article is excellent. I have read many articles with this topic, but I have not liked. I think I have the same opinion with you. descargar facebook gratis , baixar whatsapp , messenger whatsapp , baixar mobogenie gratis , baixar mobogenie gratis , facebook gratis , facebook gratis

Polly Molton said...

Students always use essay writing service review 2016 for their needs. Do you?

buy essays online said...

I am a graduate student. I am doing a major project. In this, i have to create a tag clod in tag cloud algorithm. Which algorithm can i use to tag in tag cloud? Please help me to complete my project, else i need to Buy essays online from any service

Alice Taylor said...

You’ve written nice post, I am gonna bookmark this page, thanks for info. I actually appreciate your own position and I will be sure to come back here.
monkey go happy 2cat mario 2learn to fly 2 | happy wheels demo | mahjong online | pacman game | monkey go happy 3 | cat mario 3learn to fly 3 | happy wheels 2 | mahjong | pacman games

Asp.net Assignments For Beginners said...

Functional Interoperabaility Homework Help, Online ASP Assignment & ASP Project Help As the client transition from stand-alone applications to browser-based interfaces occurred. another factor came into  interoperability.

Anonymous said...

Our website is number 1 in Auditing Assignment Help and Auditing Homework Help. This is preferred destination for various students to get their Audit Projects and Homework Done.
auditing special assignments

Alex Conner said...

Intangible Assets Accounting Assignment Help and Online Homework and Project Help - INTANGIBLE ASSETS Term paper for INTANGIBLE ASSETS As the word intangible suggests, assets in this classification have no physical substance.

James Andy said...

Publicity Organization Term Paper writing service and essay writing Help Make an appraisal Granted that "with public sentiment nothing can fail; without it nothing can succeed.
Publicity Organization term paper writing service

Albert Thomas said...

Online Term Paper writing service and Online Term Paper essay writing Help Online Term Paper Writing Services Introduction Well-researched term files, splendidly comprised essays, professional argumentation.
Online Term Paper writing service

Shane Belly said...

Schengen Visa Services -

Online Schengen Visa Application
Schengen Visa From UK Fees
How To Obtain Schengen Visa Online
Online Application For Schengen Visa

Dubai Visa Services -

Dubai Visa UK
Dubai Visit Visa 90 Days Online
Dubai Visa Fees For 90 Days
Apply Online Dubai Visa Application Form

Badan Singh said...

games torrent GamesTorrentPur is a best website where you can download game torrent ,torrent games, games torrents, torrent game, games torrent.

Badan Singh said...

porno izle Sitemizde bedava sex ve porno izleyebilirsiniz. izlediginiz bu videolari indirme, favorilere ekleme, arkadaslariniza tavsiye etme gibi islemler yapabilirsiniz. Sitemizin popüler yildizlariyla online sohbet edebilir, size özel bu resimlerde yildizlarimizin imzasi bile bulunur. Sevdiginiz pozisyonlardaki pozlar icin sizi hic kirmazlar.

sanath pollemore said...

Goa Board HSSC Result 2016
PSEB 12th Result 2016
Goa Board SSC Result 2016
Tamil Nadu Board HSC Result 2016
Tamil Nadu SSLC Result 2016
Rajasthan Board 12th Result 2016
Rajasthan Board 10th Class Result 2016
RBSE 10th Result 2016
CBSE Board 12th Result 2016
CBSE Board 10th Class Result 2016
Punjab Board 12th Result 2016
Punjab Board 10th Class Result 2016
AP Board Intermediate Result 2016
AP Board SSC Result 2016
Karnataka Board 12th Result 2016
Karnataka Board 10th Class Result 2016
Haryana Board 12th Result 2016
Haryana Board 10th Class Result 2016
Telangana Board 12th Result 2016
Uttarakhand Board 12th Result 2016
Uttarakhand Board 10th Class Result 2016
Assam Board 12th Result 2016
Assam Board 10th Class Result 2016
Tripura Board 12th Result 2016
Tripura Board 10th Class Result 2016
Meghalaya Board 12th Result 2016
Meghalaya Board 10th Class Result 2016
Telangana Board 10th Class Result 2016
Manipur Board 12th Result 2016
Manipur Board 10th Class Result 2016

sanath pollemore said...

Mizoram Board 12th Result 2016
Mizoram Board 10th Class Result 2016
Nagaland Board 12th Result 2016
Nagaland Board 10th Result 2016
Kerala Board 12th Result 2016
Kerala Board 10th Class Result 2016
West Bengal Board 12th Result 2016
West Bengal Board 10th Result 2016
UP Board 12th Result 2016
UP Board 10th Result 2016
Maharashtra Board HSC Result 2016
Maharashtra Board SSC Result 2016
CG Board 12th Result 2016
CG Board 10th Result 2016
Bihar Board 12th Result 2016
Bihar Board 10th Result 2016
JKBOSE 12th Result 2016
JKBOSE 10th Result 2016
MP Board 12th Result 2016
MP Board 10th Result 2016
Gujarat Board 12th Result 2016
Gujarat Board 10th Result 2016
Jharkhand Board 12th Result 2016
Jharkhand Board 10th Result 2016
ICSE Board 12th Result 2016
HP Board 12th Result 2016
HP Board 10th Result 2016
ICSE Board 10th Result 2016
Orissa Board 12th Class Results 2016
Orissa Board 10th Class Result 2016

Badan Singh said...

Mallorca Escorts Come and book the most sexy and indulgent Ibiza escorts and Mallorca escorts today from Palma Babes.

Badan Singh said...

how to make your dick bigger no pills The website is a male enhancement products site and offers solutions and products to males who want bigger member or dick without using pills as well.

Badan Singh said...

rokettube Turkey's largest, was watching a porn site with the most content. There are appropriate to each sex porn videos on the site.

Michael Jones said...

I would like to thank you for the efforts you have made in writing this article. I am hoping the same best work from you in the future as well. . https://www.allassignmenthelp.com

Michael Jones said...

I would like to thank you for the efforts you have made in writing this article. I am hoping the same best work from you in the future as well. . buy specs online

Badan Singh said...

rijbewijs b Rijschool ALKAR is een autorijschool in Den Haag! Ook geven wij theoriecursussen in Den Haag en Rotterdam! Meer info: Bel - 06 33 91 91 61 ...

Badan Singh said...

trust registration This webpage deals with ngo registration and the various acts. Ngos are of three types - Trust, Society and Section 25 Companies Act.

Loren Hill said...

Hello! I am a professional writer and if you need good writing help, just contact tohttp://primewritings.net/

Badan Singh said...

newborn photography Central London-based, specialised in children's and family portrait photography, baby photography, newborn photography and pregnancy photography.

Badan Singh said...

LeonBoys is gay live cam models streaming direct to you from their homes around the world. Sexy webcam online strip shows, sex shows, fulfill your fantasy! ​gay live cam

Fat Diminisher said...

Thanks-a-mundo for the article post.Really thank you! Want more. https://efactordietsite.wordpress.com/

John Martin said...

Your article is extremely helpful exceptionally fascinating subject i am looking that sort of post thank for imparting to us keep it up.
Case Study Solution

Viva Video Apk said...


VivaVideo Apk Download

Download VivaVideo Apk

Strike Force Heroes Official said...

Thanks for the best blog.it was very useful for me.keep sharing such ideas in the future as well.this was actually what i was looking for,and i am glad to came here!
earn to die
Hi! I’ve been reading your blog for a while now and finally got the courage to go ahead and give youu a shout out from Austin Texas! Just wanted to tell you keep up the fantastic work!my weblog:
tank trouble
tank trouble

earn to die 1

earn to die 2

earn to die 3

tank trouble 4
tank trouble 3
tank trouble 2

geometrydash said...

Very interesting blog. Alot of blogs I see these days don't really provide anything that I'm interested in, but I'm most definately interested in this one. Just thought that I would post and let you know.
geometry dash| sniper games |happy wheels | happy wheels 2 |agario| five nights at freddy's

Anonymous said...

geometry dash 2.1
piano tiles 3
moy zoo
geometry dash
stick war hacked

Fasfasd Asfasdasd said...

paleo recipes
tattoo ideas
restaurants near me

Badan Singh said...

this web Don't believe that an affordable writing service can't deliver good results. EssayDoc can! We cooperate with talented professional writers to bring you to success.

Badan Singh said...

HTC Vive Porn Your source for virtual reality sex news and tech and the latest from the vr porn world.

Candy Sim said...

All the best blogs that is very useful for keeping me share the ideas
of the future as well this is really what I was looking for, and I am
very happy to come here. Thank you very much
earn to die play
earn to die
earn to die 3
Hi! I’ve been reading your blog for a while now and finally got the
earn to die 4
courage to go ahead and give youu a shout out from
earn to die 6
Austin Texas! Just wanted to tell
earn to die 5
you keep up the fantastic work!my weblog
age of war
Hi! I’ve been reading your blog for a while now and finally got the
happy wheels
strike force heroes
slither io
slitherio
good game empire

Wendy Smith said...

I have checked carefully your algorithm but I got no understanding in it all. Well, you may find useful to read that I am proud to share with my favourite online writing service that is aimed at providing you with the top quality. Visit here

John Martin said...

Business Case Studies Solution and Analysis, Business Case Studies Solutions, Custom solved according to your need.
Business Case Study Solution

C Assignment Help said...

Our website is No. 1 in C Assignment Help C/C++ Assignment Help and C/C++ Project Help. You can also hire us for C++ Projects Assistance. CHelpOnline.com is the Number 1 C/C++ Help Site in C Assignment Help niche.

Alex John said...

There where regions portrayed in this post, I appear to never individuals who smoke think about this data.
TheCaseSolutions.com Review

Badan Singh said...

Online Poker New York Exotic Asians Brings To You The Most Stunning Of Asian Escorts. All along you had been craving to fulfill your carnal desires but somehow were always left lurching in the darkness. But now with our New York Asian escorts you can rest assured that you would be provided with the most wonderful of experiences that would simply leave you satisfied beyond limits and even asking for more. You could never have imagined that such Asian escort girls could exist who completely understand your needs in bed and would also go all out to make you a satisfied man. These beautiful New York Escorts would simply make you feel like you have never done before and help you live all your fantasies in bed very easily.

Badan Singh said...

Los Angeles Escorts Our companions are chosen for their true model beauty, dedication and with our clients in mind. All companion photos are genuine and our agency does NOT “bait and switch.” Our companions are courteous and respectful of the client’s time, have exceptional listening and conversational skills and are the very best at what they do.

Alex John said...

I think exceptionally capable persons just composed this site content.

The Merger of UCSF Medical Center and Stanford Health Services Case Solution

Michael Jones said...

Truly, this article is really one of the very best in the history of articles. I am a antique ’Article’ collector and I sometimes read some new articles if I find them interesting.
MBA Assignment Help

Kristina Brown said...

yeah, it was such an excellent blog that I have updated.
Assignment Help

Movers5th In said...

For Finest Packers and Movers in Hyderabad
For Top Packers and Movers in Bangalore

Movers5th In said...

For Greatest Packers and Movers in Pune
For Foremost Packers and Movers in Mumbai

Movers5th In said...

For Leading Packers and Movers in Delhi
For Premier Packers and Movers in Gurgaon

Alex John said...

I need to support that you proceed with your incredible occupation, have a decent day.

Moving Beyond Marketing: Generating Social Business Value Across the Enterprise Case Solution

Pompaci Jax said...

Ich stehe auf geile Lesben bilder seit ich denken kann. Auch wenn ich ein Mann bin, haben es mir die Lesben besonders angetan. Das doofe an der Sache ist eben nur, dass ich als Mann nie an die geilen Lesben Weiber ran kommen.

verronic said...

Beste deutsche porno bilder das gratis Galerien für private Amateur Porno Bilder, Hardcore Fotos, Pornostar und Porn Videos. Bei uns zeigt Deutschland seine geilsten Bilder.

Badan Singh said...

mallorca escorts Exclusive selection of most beautiful Mallorca Escorts . New additions every week, please check our girls on our website. Call us now!

Badan Singh said...

sex chat Best sex cams and live webcam porn chat with free webcam girls. Watch the best webcam sex and enjoy XXX adult sex shows from the comfort of your home.

Badan Singh said...

Escort Toronto Hiring an escort for the first time can make you quite anxious for the first time. Many a time its the social taboo, many a time the fear of venturing into something new, however this is quite normal and you should not feel isolated at all.

Badan Singh said...

adult toys Virgin Adult Toys (VAT International Pty Ltd) guarantees that all our Sex Toys Online here at our Adult Shop Online are 100% Genuine and Body Safe Guaranteed we are the No. 1 Adult Shop Online in the Southern Hemisphere! We are a 100% Australian owned company located in Sydney, Australia with a Mission to Deliver a Sex-Positive Healthy Lifestyle. Our online internet name Virgin Adult Toys (Our public name "VAT International Pty Ltd") is eye catching and disruptive for a good reason it's easy to remember we want you to remember us!

Kristofer Kihn said...

SAS Assignment Help Introduction SAS data is driven by SAS computer system program which specify a series of operations that has actually to be carried…….
SAS Live Expert Help

HR Online Homework Help said...

This is really great work. Thank you for sharing such a useful information here in the blog. HR Online Homework Help

Anonymous said...

Primarily individuals play online video games to have a good time and to be unwinded, however naturally the needs to play online video games might be different and might alter according to the individual. snaptube

Anonymous said...

Despite the fact that you are playing online video games simply for enjoyable, it does not alter the advantages that you obtain from playing them. mobdro

Anonymous said...

Our memory is inhabited and instinct is promoted by complimentary online video games. xender

Mạc Huệ said...

I like the news that you have written in a detail.
Thank you for the information you provide. I had a look to start my own. Papas Games | Papas Game | Papa Games | Papas Game | Papas Games | Papas Game | Stick RPG 2 | Stick RPG 2 | Stick RPG | StickRPG2 | Stick RPG | Happy Wheels | Happy Wheel | happy wheels game | Happy Wheels | Happy Wheel | happy wheels game | unblocked games online free | Run 2 unblocked |
Diep.io | Diepio | Diep io | Diep.io | Diepio |

Lisa.M. Henry said...

Hotmail is an email account of Microsoft Corporation. Like Google's Gmail, it is full of features usually xuyen.Neu of an email you want to register an account please follow these basic steps:
Hotmail login

Hotmail review

Sign in to hotmail

Login to hotmail

Recover hotmail password

Tank Trouble is a very interesting flash game about tanks, about war and about destruction
TANK TROUBLE | TANK TROUBLE 2

One Penguin Takes it personally when he is surfing the web and stumbles upon a web site telling him that he cant fly, after that he sets his mind to research and practice flying until he can prove the world that he can..
IO GAMES | Slitherio | LEARN TO FLY | LEARN TO FLY 2

Strike Force Heroes is a new game action-packed shooter from the creators of Raze; with 3 game modes, 15 campaign missions and over 65 weapons.
Strike Force Heroes 4

Strike Force Heroes

Anonymous said...


slitherio game skins