Aggregation Framework Example

(also posted to the 10gen blog here)

In this blog post, you run a concise set of aggregation framework examples on the mongo Javascript shell against a MongoLab hosted 2.2 database.  The framework includes the aggregation operators $project, $unwind, $group, and others.  These operators allow you to calculate values across documents in a collection, like averages and sums.  They also let you reshape documents, unpacking nested structures and regrouping them as needed.

The aggregation framework, one of the most powerful and highly anticipated features in the forthcoming production MongoDB 2.2 release, lets you construct a server-side processing pipeline to be run on a collection.  A rich set of operations are available for incorporation in the pipeline so as to achieve various kinds of collection transforms, ranging from simple multi-document calculations (e.g., sums and averages) to complex projections and pivots.

The framework fits nicely in a range of data manipulation tools available in MongoDB from basic built-in functions like document counts to map-reduce and Javascript, to custom code and language-specific packages, including Hadoop.


  1. Create a 2.2 MongoLab database with your own unique name, say <myaggdemo>.  Instructions on how to do that are here. You'll need your mongod username and password.
  2. On your database's home page, copy the mongo shell connection to your clipboard.
  3. git clone git:// aggdemo ; cd aggdemo
  4. Edit articles.js and aggregation.js to use the your db <myaggdemo> (see below)
  5. mongo <your connection> -u <mongod username> -p <mongod password> articles.js  (inserts the data into your database, 3 documents)
  6. mongo --shell <your connection> -u <mongod username> -p <mongod password> aggregation.js (performs several aggregation examples and leaves you in the mongo shell.)
  7. Type g1 in the mongo shell to see the first $group result discussed below.

(I've tested this to work with the production 2.0.6 mongo client, and the latest development 2.1.2 mongo client.)

Code snippets


/* sample articles for aggregation demonstrations */

// make sure we're using the right db; this is the same as "use mydb;" in shell
db = db.getSiblingDB("aggdb"); //Put your MongoLab database name here.
db.article.drop(); {
    title : "this is my title" ,
    author : "bob" ,
    posted : new Date(1079895594000) ,
    pageViews : 5 ,
    tags : [ "fun" , "good" , "fun" ] ,
    comments : [
        { author :"joe" , text : "this is cool" } ,
        { author :"sam" , text : "this is bad" }
    other : { foo : 5 }


// make sure we're using the right db; this is the same as "use aggdb;" in shell
db = db.getSiblingDB("aggdb"); //Put your MongoLab database name here.
// ...snip...
// grouping
var g1 = db.runCommand(
    { aggregate : "article", pipeline : [
        { $project : {
            author : 1,
            tags : 1,
            pageViews : 1
        { $unwind : "$tags" },
        { $group : {
            _id : "$tags",
            docsByTag : { $sum : 1 },
            viewsByTag : { $sum : "$pageViews" },
            mostViewsByTag : { $max : "$pageViews" },
            avgByTag : { $avg : "$pageViews" }
// ...snip

g1 aggregation result

	"result" : [
			"_id" : "fun",
			"docsByTag" : 3,
			"viewsByTag" : 17,
			"mostViewsByTag" : 7,
			"avgByTag" : 5.666666666666667
	"Ok" : 1
  • Props to Chris Westin, 10gen architect for the aggregation framework for providing these examples
  • See also his presentation here.


The results of the aggregation are saved to convenient variables for examination. The group operations (g1 and g5) at the end of the aggregation.js file are noteworthy because they rollup three operators into a common pivot and aggregation example. The g1 data flow is shown above.  Click it for a larger .png version or here for a .pdf version.

  1. Collection -> Intermediate-1: First using the initial Collection of documents as input, g1 uses a $project to filter the document list's fields to only include author, tags, and pageViews fields. The output is shown in Intermediate-1.
  2. Intermediate-1 -> Intermediate-2: Then g1 $unwinds Intermediate-1 by the embedded tags array so that each tag instance its own document with the output shown in Intermediate-2.
  3. Intermediate-2 -> Result: Then g1 uses the $group operator to create a list of documents by each tag instance, calculating statistics like total and average page views, shown as Result.

(Note that both Intermediate forms are internal to the processing engine and are not visible to the shell directly; Intermediate-2 is actually shown as example p2.)

For another example, you can look at g5. It also pivots on the embedded tag arrays but this time rolls up authors as embedded arrays using $addToSet, essentially completing the pivot.

NB: There's a slight bug in the design of the g1 aggregation.  The first object has the "fun" tag twice.  I intentionally chose this one as it shows how the $unwind duplicates "fun" in the Intermediate-2 output for the first document, meaning that its aggregates are counted twice.  A free MongoLab T-shirt to the first person who can correct the code to properly calculate the aggregates.  Enter in the comments.  (@cwestin63, you're disqualified; you get a T-shirt anyway)


The MongoDB 2.2 Aggregation Framework is a powerful mechanism that can help you answer questions across documents. You can try it out with minimal risk by using the MongoLab hosted experimental service. Happy aggregating!

(Update 2012-07-10 untabify indentation in aggregation.js for proper formatting. 2012-07-11 Re-arranged images.  2012-09-07 to reference 2.2)

About benwen

I'm MongoLab's VP of Sales and Marketing. And I'm here to serve our customers' needs for MongoDB hosting in the cloud.

35 Responses to Aggregation Framework Example

  1. Shawn Brownfield 2012/08/07 at 4:35 pm #

    The fix for g1 aggregation is pretty easy.  Add these operations to the pipeline after the unwind:

    { $group : {
    _id : "$_id",
    author : { $first : "$author" },
    tags : { $addToSet : "$tags" },
    pageViews : { $first : "$pageViews" }}},
    { $unwind : "$tags" }

    The group command will undo the unwind on tags, but will remove duplicates ($addToSet).  We then unwind again, and we’re ready to go.

    It’d be nice to have this sort of de-duplication built in, but it isn’t too bad to do.

  2. benwen 2012/08/07 at 5:04 pm #

    Yep, that works!  email me ben at to claim your T-shirt.

  3. Niko Schmuck 2013/02/23 at 5:49 am #

    Fantastic article making the matter of the aggregation pipeline clear!

    Unfortunately your webpage seem to have crumbled up the code snippets (articles.js and following), they contain a lot of HTML extra encoding of the brackets ().

    The referenced code seems to also be available from

  4. MongoLab 2013/02/23 at 9:46 am #

    Glad you like the article.

    Thanks Niko, I’m looking into the bug.  (seems to be a change in our WordPress environment) -Ben

  5. Abhishek Vaid 2013/02/28 at 12:28 pm #

    Does anyone know how can I access the whole MongoDocument in aggregation pipeline ?

  6. jerseys wholesale stock 2017/03/10 at 1:05 pm #

    Do you have a spam problem on this site; I also am a blogger, and I
    was wanting to know your situation; many of us have created some nice procedures and we are looking to swap
    methods with others, be sure to shoot me an email if interested.

  7. Winstoniceks 2017/03/11 at 11:46 am #

    thanks benefit of this countless informative website, living up the great jobless check out this [url=]casino[/url] offers , buy [url=]sex toys[/url]

  8. rv storage oceanside 2017/03/29 at 10:11 pm #

    Most popular are the animal shows, including California sea lion dolphin, whale, and Asian – clawed performances.

  9. 97Susana 2017/03/31 at 3:04 am #

    I must say you have high quality articles here. Your website
    can go viral. You need initial boost only. How to get it?
    Search for: Miftolo’s tools go viral

  10. blog commenting seo 2012 2017/04/01 at 3:37 am #

    iipjbajxc jvemt fkdbgdn bkih myctrinhzyhgnob

  11. motor club of america 2017/04/01 at 11:54 am #

    914922 451551We will give deal reviews, deal coaching, and follow up to ensure you win the deals you cant afford to shed. 596933

  12. halotestin for sale 2017/04/04 at 4:11 pm #

    918183 66452Hey there! Someone in my Myspace group shared this site with us so I came to take a appear. Im undoubtedly enjoying the details. Im bookmarking and will likely be tweeting this to my followers! Superb weblog and outstanding style and style. 990882

  13. Best Best Online News 2017/04/06 at 11:41 am #

    646116 696983Most suitable boyfriend speeches, or else toasts. are almost always transported eventually by means of the entire wedding party and are nonetheless required to be really fascinating, amusing and even enlightening together. finest mans speech 820972

  14. Best Best Online News in the World 2017/04/06 at 3:22 pm #

    539008 756336Which is some inspirational stuff. Never knew that opinions may possibly be this varied. Thank you for all of the enthusiasm to give such valuable data here. 171403

  15. Best Best Online News in the World 2017/04/07 at 6:26 am #

    901970 849273The the next time I just read a blog, I really hope that this doesnt disappoint me approximately brussels. Get real, Yes, it was my option to read, but I really thought youd have some thing intriguing to say. All I hear is usually a couple of whining about something that you could fix when you werent too busy searching for attention. 939095

  16. Best Best Online News in the World 2017/04/07 at 8:40 pm #

    274878 60905What a outstanding viewpoint, nonetheless is just not produce every sence by any means discussing this mather. Just about any technique thanks and also i had try and discuss your post directly into delicius but it surely appears to be an problem inside your blogging is it possible you need to recheck this. thank you just as before. 111494

  17. GVK BIO 2017/04/07 at 11:36 pm #

    415912 886558Really fascinating topic , thanks for posting . 882675

  18. Best Best Online News in the World 2017/04/08 at 3:00 am #

    706162 148011Sewing Machines […]any time to read or go to the content or perhaps internet websites we definitely have associated with[…] 284695

  19. Best Best Online News in the World 2017/04/08 at 5:43 am #

    259853 194046Wohh exactly what I was looking for, appreciate it for posting . 638837

  20. GVK BIO 2017/04/08 at 10:13 am #

    58865 987854This is a good common sense article. Very helpful to one who is just finding the resouces about this part. It will certainly help educate me. 977652

  21. Best Best Online News in the World 2017/04/08 at 2:37 pm #

    681940 621190I like this web site because so a lot helpful material on here : D. 545896

  22. UK Chat Rooms 2017/04/09 at 12:57 am #

    749490 416160Um, consider adding pictures or much more spacing to your weblog entries to break up their chunky look. 719291

  23. GVK Biosciences 2017/04/09 at 7:39 am #

    468538 563905magnificent submit, quite informative. I ponder why the opposite experts of this sector dont realize this. You ought to proceed your writing. Im confident, youve a terrific readers base already! 610029

  24. Winstoniceks 2017/04/13 at 4:03 am #

    thanks benefit of this great revealing website, living up the massive jobless check out this [url=]online casino[/url] offers

  25. Michashuts 2017/05/26 at 8:34 am #

    Generico Cialis Soft [url=]Xenical On Line[/url] Amitriptyline Were To Buy News Dapoxetina Comprare [url=]Cheap Cytotec Pill[/url] Nuevo Progreso Mexico Pharmacies Cialis Levitra Direct From India [url=]Order Kamagra Onlines[/url] Propecia Y Diabetes Zithromax Hand Swelling [url=]Zithromax Prices[/url] Macrobid 100mg Tablets Mastercard Alaska Amoxicillin Oral Suspension For Vets [url=]Price Of Lasix[/url] Como Comprar Kamagra Online Cialis Zur Taglichen Einnahme [url=]Priligy Country Usa[/url] Generic Valtrex Overnight Delivery Propecia Empty Stomach [url=]Nolvadex Buy Online[/url] Cephalexin Prostate Bladder Le Viagra En Libre [url=]Buy Deltasone Online 20mg[/url] Cuanto Dura Priligy Cialis Duree D’Action [url=]Buy Generic Zoloft Online[/url] Sildenafil Citrate 100mg In Usa Macrobid Tablet For Sale [url=]Cheap Zoloft Generic[/url] Cialis 10mg Posologie Meilleurs Prix Generique Levitra Forum [url=]Order Cheap Amoxil[/url] Cephalexin Respiratory Rats Cialis 5mg Online [url=]Cheap Kamagra No Rx[/url] Propecia Ritenzione Idrica Viagra Ingredientes [url=]Levitra 40mg Sale[/url] Keflex And Staph Propecia Con Masa [url=]Propecia 1mg Cost[/url] Make Your Own Amoxicillin Nolvadex Prix [url=]By Cheap Cytotec[/url] Order Prednisone Overnight Viagra Ipertensione Arteriosa [url=]Order Viagra Online[/url] Generic Viagra India 100mg Our range of personal loans are simple and flexible designed with your changing needs in mind. Is this your business Claim it now. [url=]cash advance loans[/url] Apply for a payday loan today from to Copyright Blue Pearl Finance Limited is registered in Scotland under Company Registration Number SC the Charges Subject to Lender Approval please be aware that some banks may take up to days to clear the funds Apply For A Payday Loan Representative example borrowed for days.Cheap Non Prescription Finasteride 5mg [url=]How To Order Cytotec[/url] Top Rated Viiagra Site 5 Mg Cialis Prices [url=]Low Cost Deltasone Online[/url] Cialis 5mg Achat Shop Prednisone Online [url=]Order Vibramycin Online[/url] Viagra Rezeptfrei Potenzmittel Kamagra Deutschland Forum [url=]Cheap Propranolol Online[/url] Online Pharmacy 24h Cialis Online Espana [url=]Amoxicillin Online[/url] Acheter Cytotec En Ligne Sans Ordonnance Blackmarket Cilias [url=]Cheap Clomid Generic[/url] Combinez Priligy Viagra Propecia Young Men [url=]Generic Clomid Pills[/url] Buycheapviagrausa Amoxicillin Rx 655 [url=]How Much Is Propecia[/url] 60 Mgs Dapoxtine With Levitra Zithromax Pimples [url=]Buying Kamagra Online[/url] Achat Kamagra Dijon Amoxicillin Pregnancy Category [url=]Cheap Amoxil Usa[/url] Does Amoxicillin React With Alcohol Ingredients Amoxicillin [url=]Buy Zoloft Online Cheap[/url] Mannerpille Priligy Ez Online Pharmacy [url=]Cheap Xenical[/url] Immagini Kamagra Cialis 20 Apotheke [url=]Compra Lasix Online[/url] Trade Generic Name For Amoxicillin Vt Logistics Singapore Viagra [url=]Atomoxetine Tablets[/url] Amoxicillin How Supplied

  26. Michashuts 2017/05/31 at 10:08 pm #

    Brand Viagra For Sale [url=]Cost Of Prozac[/url] Propecia Generic Viagra Online Levitra Dispersable [url=]Cheapest Propecia Prices[/url] Generico Comprare Levitra Drug Amoxil [url=]Propecia Uk[/url] Buy Nexium In Canada El Viagra Hace Dano [url=]Buying Levitra Online[/url] Acheter Levitra Effet Secondaire Cialis 20 Mg Precio Farmacia [url=]cialis[/url] Tadalafil Generic Best Prices Online Propecia 0.5 Had [url=]Low Cost Generic Kamagra[/url] Clobetasol Vitiligo Shop Newport Levitra Patente [url=]Cheap Cialis No Rx[/url] Buy Cialis Online Fast Delivery Viagra Soft Tabs Canada [url=]Clomid Price[/url] Can Amoxicillin Get You Hi Online Zentel [url=]levitra professional reviews[/url] Buy Amoxicillin Antibiotics Viagra Ohne Rezept Holland [url=]Purchase Clomid[/url] Where Can I Find Real Viagra Cialis 10 Mg Bestellen [url=]Clomid Generic[/url] Keflex And Swollen Nipples Osu Nolvadex En Pharmacie [url=]Priligy 100mg[/url] Inderal Online Uk Pharmacy Worked For Me Propecia Finasteride [url=]Prozac Pill[/url] Propecia Causa Sterilita Infant Mono After Taking Amoxicillin [url=]20mg levitra india[/url] Cialis Original Madrid Brahmi [url=]Ordering Strattera Online[/url] Canada Pharmacy Viagra Overnight Buy Generic Celexa Online [url=]cialis[/url] Ordonnance Propecia Propecia Nebenwirkungen Leber [url=]Buy Online Cialis[/url] Side Affects From Cephalexin Effetti Collaterali Viagra Cialis [url=]Cytotec Tablet[/url] Original Xenical For Loss Weight Misoprostol To Induce Labor [url=]Low Price Kamagra[/url] Buy Zithromax With Paypal Xenical Price [url=]Nolvadex Buy Online[/url] Nizagara From India Cialis Ogni 24 Ore [url=]viagra online prescription[/url] Cialis Es Malo Can I Take Two Nexium Over The Counter [url=]How To Order Cialis[/url] Cialis Overdose Propecia Y Cerveza [url=]Cheap Lasix Order[/url] Viagra Preis Kaufen Find Doryx Express Delivery [url=]Buy Viagra[/url] Cialis Bon Marche SMB offers loans of up to for days to permanently employed persons that have a takehome pay in excess of per week.Why is the larger rate deemed to be legally acceptable Kobzar writes while the lesser rate is designated as criminal Calgary March O n a rainy Friday night in March Tamara Vrooman the president and CEO of Vancity Canadas biggest community credit union went undercover to a paydayloan store in Vancouver. [url=]long term loans[/url] com yes contact cobetfundsyahoo.As it mulls its strategy the CFPB has no shortage of examples of regulation gone awry.

  27. Michashuts 2017/06/04 at 7:19 am #

    For Sale Progesterone [url=]viagra prescription[/url] Commander Kamagra Original Cialis Site Fiable [url=]only here what is levitra[/url] Symptoms Of Too Much Prednisone Acheter Lioresal Internet [url=]Buy Levitra[/url] Levitra Prezzo On Line Commande En Ligne Viagra En Saint [url=]Buy Viagra[/url] Finpecia Tabletten Xenical Prix Discount [url=]Cost Of Generic Propecia[/url] Viagara Without A Prescription Prix Cialis Prix [url=]How Much Propecia[/url] Best Buy Stendra With Free Shipping Acheter Finasteride Biogaran [url=]Pharmacy Propecia[/url] Pfizer Brand Viagra 100mg Kamagra Gels [url=]Levitra Now Online[/url] Web Md Flagyl Keflex Propecia Buy Canada [url=]Cheapest Cialis[/url] Yaz And Amoxicillin Real Generic Dutasteride Online [url=]Buy Kamagra Gel[/url] Viagra 130mg Generic Will Amoxicillin Cure Infection [url=]Propecia Pills For Sale[/url] Buy Cialis Super Active Priligy 90mg Canada [url=]Levitra Low Cost[/url] Isotretinoin Cash Delivery Amoxicillin Dosage Sinus Infection [url=]Sildenafil Citrate[/url] Discount Shipped Ups Free Shipping Isotretinoin Isotrex Free Levitra.Com [url=]viagra[/url] Where To Buy Kamagra Oral Jelly Cialis Generique Mastercard [url=]Order Cialis Online Usa[/url] Zithromax Cream Professional Viagra Generic [url=]levitra online pharmacy in usa[/url] Amoxicillin Freshness Where To Purchase Bentyl [url=]cialis[/url] Priligy Mas Cialis Cialis Livraison Rapide Canada [url=]viagra[/url] Baclofene Dose Max Discount Generic Fluoxetine In Internet [url=]Propecia Pricing[/url] Kamagra 100 Mg Montpellier Viagra Online Pay With Paypal [url=]Tadalafil Online[/url] Mail Order Elocon Where To Buy Viagra [url=]buy cheap generic levitra online[/url] Cialis Effetti Negativi Priligy Discount [url=]Internet Order Viagra[/url] Kamagra Sildenafil Citrate Doxycycline Drugs [url=]Buy Cialis Online Usa[/url] Comprare Cialis Con Postepay Secure Hydrochlorothiazide [url=]Levitra In Usa[/url] Clobetasol 30g With Free Shipping Cialis Soft [url=]Purchase Cheap Cialis[/url] Viagera Cephalexin And Augmentin [url=]Buy Kamagra Gel[/url] Packungsbeilage Von Levitra Retin A Canadian Pharmacy [url=]Buy Viagra[/url] Discount Levitra Canada What Is Amoxil Used For [url=]best site to buy levitra[/url] Orlistat Canada Zithromax For Toddler [url=]Cheapest Cialis[/url] Discount Direct Stendra Website Mastercard Accepted Pharmacy Best Brand Viagra [url=]Cialis Viagra[/url] Free Sample Levitra Is Keflex A Generic Drug [url=]Buy Priligy Online Usa[/url] Pharmacie Andorre Kamagra Side Effects Of Keflex [url=]levitra 20 mg cost walmart[/url] Precio Del Propecia Viagra Buy Uk Amsterdam [url=]generic levitra for sale in us[/url] Buy Cialis Black Online Cialis Acheter Online [url=]Cialis To Buy[/url] Clobetasol Can I Purchase Website Shop Newark Cialis Viagra Depressione [url=]Purchase Levitra[/url] Vente Cialis 5 Mg

  28. Michashuts 2017/06/06 at 5:22 pm #

    Amoxicillin For Face Rash [url=]Accutane Pills[/url] Viagra Online Pharmacy India Meglio Viagra O Cialis [url=]Cheap Cialis No Rx[/url] Viagra Rezeptfrei In Osterreich Allergia Propecia [url=]Buy Cialis Cheap[/url] Cialis Zulassung Order Kamagra Online Australia [url=]Cheap Levitra[/url] Cadianhealth Tabac Et Baclofen [url=]How Much Propecia[/url] Brand Cialis Sale Viagra Without A Pres [url=]Online Generic Viagra[/url] Comment Prendre Clomid Costo Viagra Ricetta [url=]Cheap Viagra Samples[/url] Revatio Order Amoxicillin Tooth Infection Dose [url=]Kamagra Jelly Forum[/url] Vloeibare Kamagra Propecia Dose [url=]viagra online[/url] Cialis Wo Frei Erhaltlich Buy Levitra 10mg [url=]Price Of Viagra[/url] Priligy En Quito Levitra 20 Mg Prezzo [url=]viagra[/url] Diclofenac Comment Acheter Cytotec [url=]Comprar Levitra[/url] Cialis Soft Delivery Acquistare Consegna Kamagra 24h [url=]Viagra[/url] Keflex Online Viagra 100 Precio [url=]donde comprar levitra en america[/url] Viagra Wonderful Special For Men Amoxicillin Lab Faq [url=]online pharmacy[/url] Levaquin Anthrax Internet Cash Delivery Pharmacy Drugstore Online [url=]Buy Generic Levitra[/url] Viagra In Canada Online Zithromax No Prescription [url=]Purchase Viagra[/url] Fast Ship Viagra Tadora 40 Mg [url=]Cheap Cialis Online[/url] Priligy Venta En Espana Uso Cialis Come Cura [url=]How To Get Kamagra[/url] Acquisto Cialis Internet Buy Zithromax Overnight [url=]Affordable Levitra[/url] Dapoxetina Menarini Canadian On Line Prescription Drugs [url=]Buy Cialis Online[/url] Levitra Generique En France Amoxicillin 100mg Ct [url=]Dapoxetene[/url] Womenra Reviews Levitra Pas Cher Viagra [url=]Accutane 40mg[/url] Contraindication Of Cephalexin Canadian Pharmacies Mail Order [url=]Propecia Products[/url] Buy Primatene Mist Canada Commande Viagra Pfizer [url=]Propecia Prices[/url] Buy Cheap Fluoxetine And Cialis Long Lasting Sex Pills Pharmacy [url=]Levitra Tab[/url] Propecia 1 4 Generic Free Shipping Levaquin In Internet Free Consultation [url=]Generic Cialis Usa[/url] Order Prevacid Online Propecia Ecuador [url=]Cialis On Line[/url] Co Amoxil Viagra Pas Cher Payement SСЂВ curisСЂВ  [url=]levitra online buying europe[/url] Priligy Rezeptfrei Kaufen Bay Ventolin [url=]Low Price Cialis[/url] Discovering Amoxil Fa Male Comprare Propecia [url=]Levitra Generic Cheap[/url] Venta De Viagra Para Hombres Direct Zentel Vermin [url=]Viagra Samples[/url] With Out Prsciption Allopurinol 300 Mg Amoxicillin Dosage For Tooth [url=]viagra[/url] Aciclovir Tablets 400mg Potenzmittel Kamagra Sildenafil [url=]Internet Order Viagra[/url] No Prescription Lasix Online

  29. Michashuts 2017/06/10 at 6:22 pm #

    Kamagra Oral Jelly Review [url=]cialis[/url] Viagra Kaufen Netz Viagra Original 50 Mg [url=]Generic Viagra 100mg[/url] Cephalexin Dosage Chart For Cats Commercial Albendazole Canada [url=]Levitra Tab[/url] Ampicillin Amoxicillin Penicillin Cytotec Order [url=]Low Cost Cialis Online[/url] Will Keflex Treat Gonorreah Viagra And Cialis Ordering In Canada [url=]cialis[/url] Antibotics Online Pharmacey [url=]Viagra Sample[/url] Ciprobay Bayer

  30. Michashuts 2017/06/14 at 9:21 pm #

    Buy Obestat 10 Mg [url=]Generic Viagra Cheap[/url] Price Of Amoxicillin 500 Mg 30 Day Cialis 5mg [url=]viagra[/url] Legally Direct Amoxicilina Internet C.O.D. With Free Shipping Viagra Pfizer Achat En Aubervilliers [url=]Cialis Online Cs[/url] Viagra Y Ciclismo Drug Id Cephalexin 500mg Cap Lup [url=]over seas orders for vardenafil[/url] Generic Priligy Kaufen 24th Pharmacy Ltd [url=]Tadalafil 20mg[/url] Capoten Zithromax Viral Infection [url=]cialis price[/url] Cytotec Avec Curetage Zithromax Side Affects [url=]Order Priligy Online[/url] Buy Lasix Online No Rx Pacific Care Pharmacy Port Vila [url=]Cheap Cialis[/url] Propecia On Sale Buy Propecia 5mg [url=]Cialis Online Pharmacy[/url] Acheter Levitra En Luxembourg Levitra Mezza Pastiglia [url=]Propecia Cheap Price[/url] Propecia Mental Risks Cialis Hoher Dosieren [url=]Prednisone Online Order[/url] Keflex Vision Levitra Valore [url=]buy viagra online[/url] Cheap Xenical Online Australia Can Keflex Cure Syphilis [url=]Levitra Brand[/url] Article 131 Viagra Pharmacy Order Name Brand Paxil No Rx [url=]Purchase Generic Cialis[/url] Propecia Soft Propecia Il Cialis E Pericoloso [url=]levitra on line[/url] Online Pharmacy For Celebrex Precio Viagra Con Receta [url=]viagra[/url] Cialis Gр с–рўв˜nstig Kaufen Clomid By Avents [url=]Buy Cheap Cialis Pills[/url] Pattaya Kamagra Where To Purchase Online Amoxicilina From Canada Free Shipping [url=]Dapoxetine Tablets[/url] Mg Equivalent To Tsp Amoxicillin Cialis For Sale 40 Mg [url=]Cialis Online Prices[/url] Medicament Similaire Au Dapoxetine

  31. KelEncono 2017/06/17 at 2:24 am #

    Buy Lasix Australia [url=]Buy Online Kamagra[/url] Nausea With Cephalexin Cephalexin Oral Suspension For Cats [url=]How To Buy Prozac[/url] Amoxicillin Causes Macaw To Vomit Viagra Kaufen Holland Apotheke [url=]viagra[/url] Where To Buy Progesterone Medication No Prescription Needed Generique Levitra Achat [url=]Viagra Cheap Online[/url] Failure To Refrigerate Amoxicillin

  32. Michashuts 2017/06/21 at 8:24 am #

    Bull 100 Sildenafil Citrate [url=]Levitra Order Online[/url] Levitra Equivalent In India Yerba [url=]Cialis Professional[/url] Green Line Pharmacy Adverse Effects With Keflex Diltiazem [url=]Buy Cheap Viagra[/url] Levitra Generico In Farmacia Online Viagra Cialis Differenze [url=]viagra[/url] Donde Comprar Levitra Generico En Espana Order Now Macrobid Website Cheapeast Free Doctor Consultation [url=]Cheap Levitra Online[/url] Que Es Kamagra Xenical En Vente Libre [url=]Order Viagra Onlines[/url] Get Priligy Prescription Online What Is The Stronges Viagra Pill [url=]cheap cialis[/url] Buy Bentyl 20mg Internet Discount Metronidazole 500mg Tablets Amazon [url=]Female Cialis[/url] Buy Cialis Germany Free Shipping Stendra Want To Buy No Script Needed [url=]online pharmacy[/url] Acquistare Kamagra Farmacia Francia Buy Indometacin Tablets [url=]Levitra 20mg Online[/url] Peut Acheter Kamagra Suisse Amoxicillin Milk [url=]Order Generic Kamagra[/url] Buy Zithromax Suspension Best Price For Propecia 5mg [url=]levitra cheap[/url] Colchicine 0.5mg Avis Propecia Generique [url=]Generic Cialis Online[/url] Viagra Vegetale It Cialis Lilly Originale [url=]Generic Priligy Online[/url] Acheter Du Kamagra Quebec Levitra En Vente Libre [url=]Prices Cialis[/url] Cephalexin With No Presciption Precios De Kamagra [url=]Buy Cheap Viagra[/url] Levitra Surdosage Buy Misoprostol Pills Online [url=]levitra canada[/url] Viagra Canadian Pharcharmy Online Fast Delivery For Flagyl [url=]Buy Dapoxetine Priligy Online[/url] Levitra Prezzo Farmacia Italia Non Prescription Viagra [url=]60 mgs dapoxtine with levitra[/url] Buy Amoxicillin Liquid No Prescription Cialis Viagra Pharmacie [url=]Generic Cialis Pricing[/url] Keflex Cures Giardia Effects Of Zithromax [url=]Levitra Online Forum[/url] Levitra In Women Cialis A Vendre Montreal [url=]levitra 40 mg samples[/url] Acheter Misoprostol Quebec Canada Pharmacy Online 365 [url=]Viagra Online Sales[/url] Zithromax Without Rx Mexico Amoxicillin Shelf Life Antibiotics [url=]Buy Cialis[/url] Cialis Diario Opinion Cialis Y Migrana [url=]Cost Of Cialis[/url] Keflex And Bleeding Viagra 70 Ans [url=]Where To Order Viagra[/url] Hydrochlorothiazide High Blood Pressure Free Shipping Propecia Ivf [url=]Pill price levitra[/url] Keflex E Coli Susceptibility India Meds Direct [url=]Cheap Cialis No Rx[/url] Buy Viagra Winnipeg Amoxicillin Tropical Fish [url=]levitra without prescription[/url] Kaufen Von Viagra Ez Pharmacy Online [url=]Buy Cheap Generic Cialis[/url] Ordering Finasteride Medicina Viagra [url=]Levitra Tablets[/url] Cialis Precio Mexico Viagra Australia Next Day Delivery [url=]viagra[/url] Krankenkasse Levitra 20mg

  33. KelEncono 2017/06/22 at 9:12 am #

    Buy Tamoxifen Pct [url=]buy cialis[/url] Levitra Prezzo Italia Cialis Super Kamagra [url=]where to purchase low cost levitra[/url] Cialas Professional For Sale Buy Levitra 20mg [url=]viagra online[/url] Fda Approved Viagra Amoxicillin Allergy Steroids [url=]Dapoxetine Priligy[/url] Assunzione Viagra Cialis Acheter Vrai Viagra [url=]donde comprar levitra en america[/url] Amoxicillin Canada Buy Cheap Propecia Uk [url=]Brand Cialis Online[/url] Libido411 Amagra 50 Mg [url=]Order Viagra Onlines[/url] Cialis Lontano Dai Pasti Estrace 1mg Tablets [url=]Best Levitra Generic[/url] Acheter Du Cialis Pas Cher Cuanto Cuesta Cialis En La Farmacia [url=]Priligy Online Pharmacy[/url] Buying Antibiotics Online From The Uk Prix Cialis Et Viagra [url=]Cialis Free Trial[/url] Cialis Achat Sur Cialis Pills Sale Ontario [url=]Where To Buy Priligy Online[/url] Cephalexin 500mg Cap Lup Generic Soft Tab Viagra [url=]Cheap Generic Viagra[/url] Sildenafil 100mg 30 Pills Drug Name Containig Amoxicillin [url=]Levitra Now Online[/url] Cheapest Viagra On The Internet Women’S Viagra For Sale [url=]Levitra Online[/url] Fincar Finasteride Online Canada Viagra With Bonus Pills [url=]cialis online pharmacy[/url] Preisliste Fur Levitra Cheapest Viagra Professional [url=]Levitra 5mg Tablets[/url] Amoxicillin For Fish Viagra Original Achat [url=]viagra online prescription[/url] Levitra Originale Prezzo Where Can I Buy Provera Low Price [url=]Buying Propecia Online[/url] Risperdal Buy Cheap Viagra Uk [url=]Brand Cialis[/url] List Of Online Pharmacies Recherche Cialis Forum [url=]Levitra Cost[/url] Androcur Clomid Cytotec Et Img [url=]Levitra Online Cheap[/url] Amoxicillin Alcohol Interaction Kamagra Prix Moyen [url=]Best Levitra Price[/url] Prescription Free Viagra Acheter Propecia Canada [url=]Cheap Viagra Sales[/url] Cialis Soft Moins Cher Generique Sildenafil 50 Mg [url=]Order Viagra Online[/url] Kamagra 100mg Gold Clavamox And Amoxil [url=]Buy Kamagra Oral Jelly Online[/url] Cialis Marke 20mg Dnysha said Yes they should be able to work with you.Odds of winning. [url=]guarantor loans[/url] Often unsecured loans allow flexibility with loan amounts and repayment terms.When you have a lower interest rate it will also provide you a smaller monthly payment to work with.

  34. sPep 2017/06/24 at 10:10 am #

    je cherche des magasins ou sur le net pour acheter des vêtements de grossesse sympa et pas trop cher.
    (j’avoue que mettre 40 euros ds un haut ou un pantalon que l’on ne met pas longtemps, ça m’embête un peu )
    Alors je vous pose la question à vous mesdames.
    Allez vous plutot en magasin ou acheter vous sur le net ?
    Merci de me donner tous vos tuyaux.
    j’ai vue celui ci qu’en pensez vous ?
    combi pantalon grande taille

  35. KelEncono 2017/06/25 at 2:20 am #

    Private Prescription For Ciprofoxacin [url=]Cialis Tadalafil[/url] Quanto Costa Il Levitra In Farmacia

Leave a Reply