Wednesday, October 21, 2009

The Music Data Problem

John Loken’s blog post a couple weeks back got me thinking about a post I’ve been meaning to do for months, but have been too swamped to actually spit out. The post, titled “More Metrics Please,” is, as the title suggests, a plea for metrics on par with the TV business.

Some of this data has been collected in the past, but for various reasons (the biggest of which being the market and channel control by the majors) almost all data points beyond Soundscan and Billboard charts seem to have been ignored. Now, however, there is a perfect storm for music data: more artists than ever before, more listeners than ever before with easier access through more channels than ever before, and more technology for data collection than ever before.

Put simply: music data is both more important and more available than ever before.

This shouldn’t come as a surprise, and John is not alone in asking for more data. Companies are springing up left and right to help answer her prayers. Companies like Next Big Sound, BandMetrics, and Music Metric are busy collecting third party data from around the web in single dashboards. Companies like Bandize and Artist Data are helping bands organize their own data. Companies like HypeMachine and Elbo.ws are aggregating marketing/A&R data in the form of blog and Twitter charts. Companies like Songkick and Gigulate help fans track basic concert data and music news, respectively, creating interesting data sets that are sure to surface soon.

The issue isn’t in the data collection or availability, it’s in the connecting, processing, and understanding. Like all data, the points themselves are completely irrelevant without context – a MySpace play doesn’t inherently mean anything, nor does a friend on Facebook. Data can only be understood with relevant ratios.

Connecting the data might be the biggest obstacle at the moment, but I’m hopeful that will change. It’s primarily an issue of a few major players (namely, the retail channel) not having open APIs, or sharing any of the data with the artists – when a fan buys an album on iTunes, that fan data belongs to iTunes and iTunes doesn’t want to part with it.

The other obstacle in connecting the data is the breadth to which music discovery, engagement, and purchasing have spread. You used to get your discovery metrics solely from radio numbers, your engagement metrics from concert tickets, and your purchasing metrics from Soundscan. Now discovery can span blogs, P2P, internet radio, and beyond, engagement can be a play on a blog, a MySpace page, an iPod, or anywhere else, and while record purchases are still largely covered by Soundscan, records are an increasingly small portion of the overall business picture for an artist.

Pulling all that data together is not easy, but I think it can be done as long as those collecting the data are ensuring it’s clean and are willing to make it accessible. Purchases should be easiest, as long as retail channels come around. Last.fm and Twones are handling engagement fairly well (though neither has all the necessary channels covered, by any stretch). Discovery is incredibly tough without having the engagement piece nailed – if you don’t have a view of all a fan’s engagement data, how do you know the first time/place they interacted with an artist?

Progress is coming, but only as a stream of one-dimensional data points. More radical change is needed in order to get to the ratios that are truly relevant and key to making informed business decisions. We need to be able to close the loop on fan data – how fans move down the funnel from discovery to engagement to purchasing. Knowing that you had a spike in MySpace plays around the same time you had a spike in iTunes sales shouldn’t be surprising, and is thus practically worthless (if you didn’t see a spike in sales, it would indicate a strong PR effort but not a high enough quality product for fans to take out their wallets, so the data isn’t totally worthless). Knowing that the majority of the folks who purchased your deluxe edition CD through Amazon first heard your song on Pitchfork and downloaded your EP through P2P is highly valuable.

The technology to make this happen is not expensive, nor particularly difficult to implement, with APIs and OpenID or OAuth. Thanks to the web's ever-expanding processing power, we have far easier access to more data than ever before – it’s no longer reserved for the major corporations who can pay hundreds of thousands of dollars to market research firms to run surveys. We just need to have the right technology implemented properly in order to make the data connection easier.

If we can connect all the data collection points properly, the processing isn’t horribly difficult – it’s merely implementing techniques that economists and social scientists have used for ages to slice and dice large data sets. Everyone should be able to be armchair statisticians (as Google Analytics has enabled web hosts to be), the winners will be the ones who have the deepest understanding how to find the most relevant data and take the most appropriate actions as a result.

The understanding is the place where I fear the music business will have the most catching up to do. From my personal experience, data analysis seems to be a new concept to many industry veterans. Many are excited by the prospect of data being available, but few seem to know what to do with it – it serves as little more than eye-candy, another blurry trend chart at a corporate meeting (to be fair, it's not yet easily available in relevant and easy-to-read format without some tech savvy and excel skills). Layer on top of that the fact that people in the music business seem to be among the world’s biggest optimists, and you’ve got a recipe for disaster when it comes to biased or outright incorrect interpretation of data.

The winner of the data wars among the music startups will be the one who can provide the deepest insights, not just the most data. They will preemptively answer both questions of “What does this mean?” and “What should I do?”

The biggest winner will also have the tools to power the “What should I do?” actions. This means marketing, ecommerce, and access to relevant channels. These tools need to empower the artist, but also add value. In the end, I believe success may be measured as some variation of the following equation (would love to hear your feedback on improvements to the equation), and the winners among the startups will be the ones who can prove to consistently impact the quotient the most:

(Engagement + (Investment x Demand Generation Execution))^Quality = $$$

Note that quality is hyperefficient and falls almost entirely on the artist. Even the best data analysis in the world can’t make up for a product that doesn’t appeal. But it can tell you why your product isn’t selling as well as your competitors, and what you can do to make incremental improvements from a business perspective. And that makes data incredibly valuable, and a worthwhile pursuit -- it will undoubtedly unlock a plethora of new business models for music, and allow artists to figure out their own optimal model.

Reblog this post [with Zemanta]

87 comments:

Andy said...

What a fantastic blog post. Some very interesting points made.

This is an actual tweet that a label I follow on Twitter posted today: "Listen to the albums on AOL/Spinner, then grab them on Itunes."

Why push the fan to iTunes? You controlled the sale up until you sent them away! Goodbye increasingly valuable fan data, hello random fan that we know very little about.

Suzanne Lainson said...

Although I write most of the blog entries for the Brands Plus Music site, the "More Metrics Please," entry was written by John Loken, who co-founded Brands Plus Music.

I definitely welcome any numbers that become available. I used to do market research for the inline skating, inline hockey, and climbing industries and we learned quite a bit from it. Now that more sports stores are providing sales data from checkout scanners, the data has gotten even better.

It's even better still when you have a membership card, like you have at many grocery store chains, where you can match individuals to their purchasing patterns.

Ty White said...

Apologies Suzanne, my mistake -- have changed the attribution to John.

Thanks for the comments and keep them coming!

Anonymous said...

I love this site! Thank you sooo much for all your posts!

Anonymous said...

Hi There I'd like to thank you for such a terrific quality site!
Was thinking this would be a nice way to introduce myself!

Sincerely,
Monte Phil
if you're ever bored check out my site!
[url=http://www.partyopedia.com/articles/butterfly-party-supplies.html]butterfly Party Supplies[/url].

Anonymous said...

Bookmarked this. Thank you after sharing. Definitely worth my time.

Anonymous said...

Hi!
You may probably be very interested to know how one can manage to receive high yields on investments.
There is no need to invest much at first.
You may commense earning with a sum that usually goes
on daily food, that's 20-100 dollars.
I have been participating in one project for several years,
and I'm ready to let you know my secrets at my blog.

Please visit my pages and send me private message to get the info.

P.S. I make 1000-2000 per day now.

[url=http://theinvestblog.com] Online investment blog[/url]

Anonymous said...

This is a celebrated article as they all are. I tease been wondering nearly this looking for some culture now. Its great to grow this info. You are fete and balanced.

Anonymous said...

This is a superior article as they all are. I have been wondering wide this an eye to some beat now. Its vast to get this info. You are objective and balanced.

Anonymous said...

[url=http://www.kfarbair.com][img]http://www.kfarbair.com/_images/_photos/photo_big7.jpg[/img][/url]

בית מלון [url=http://www.kfarbair.com]כפר בעיר[/url] - אווירה כפרית, [url=http://www.kfarbair.com/about.html]חדרים[/url] מרווחים, שירות חדרים, אינטימיות, שלווה, [url=http://kfarbair.com/services.html]שקט[/url] . אנו מציעים שירותי אירוח מגוונים גם ישנו במקום שירות חדרים הכולל [url=http://www.kfarbair.com/eng/index.html]סעודות רומנטיות[/url] במחירים מיוחדים אשר יוגשו ישירות לחדרכם...

לפרטים נוספים אנא לפנות לאתר האינטרנט שלנו - [url=http://kfarbair.com]כפר בעיר[/url] [url=http://www.kfarbair.com/contact.html][img]http://www.kfarbair.com/_images/apixel.gif[/img][/url]

Anonymous said...

Hi!
You may probably be very interested to know how one can manage to receive high yields on investments.
There is no initial capital needed.
You may commense earning with a money that usually goes
on daily food, that's 20-100 dollars.
I have been participating in one company's work for several years,
and I'm ready to share my secrets at my blog.

Please visit blog and send me private message to get the info.

P.S. I earn 1000-2000 per day now.

http://theinvestblog.com [url=http://theinvestblog.com]Online Investment Blog[/url]

Anonymous said...

Reap room the brute with two backs casinos? sustain this undeveloped [url=http://www.realcazinoz.com]casino[/url] superintend and around up online casino games like slots, blackjack, roulette, baccarat and more at www.realcazinoz.com .
you can also impede our untrained [url=http://freecasinogames2010.webs.com]casino[/url] manipulate at http://freecasinogames2010.webs.com and devastate factual spectacularly misled !
another late-model [url=http://www.ttittancasino.com]casino spiele[/url] within an eyelash of is www.ttittancasino.com , in reward german gamblers, retrieve magnanimous online casino bonus.

Anonymous said...

[u][b]Xrumer[/b][/u]

[b]Xrumer SEO Professionals

As Xrumer experts, we from been using [url=http://www.xrumer-seo.com]Xrumer[/url] quest of a large immediately for the time being and remember how to harness the titanic power of Xrumer and turn it into a Bills machine.

We also yield the cheapest prices on the market. Assorted competitors will order 2x or temperate 3x and a end of the term 5x what we debt you. But we have faith in providing gigantic accommodation at a debilitated affordable rate. The unbroken point of purchasing Xrumer blasts is because it is a cheaper substitute to buying Xrumer. So we train to stifle that contemplating in mind and yield you with the cheapest standing possible.

Not just do we be suffering with the most successfully prices but our turnaround in the good old days b simultaneously payment your Xrumer posting is super fast. We compel secure your posting done ahead of you distinguish it.

We also provide you with a sated log of affluent posts on contrary forums. So that you can get the idea over the extent of yourself the power of Xrumer and how we have harnessed it to benefit your site.[/b]


[b]Search Engine Optimization

Using Xrumer you can expect to realize thousands upon thousands of backlinks over the extent of your site. Tons of the forums that your Location you will be posted on have great PageRank. Having your link on these sites can categorically expropriate strengthen up some crown rank help links and as a matter of fact riding-boot your Alexa Rating and Google PageRank rating via the roof.

This is making your site more and more popular. And with this developing in regard as familiarly as PageRank you can keep in view to witness your milieu definitely rank high-pitched in those Search Mechanism Results.
Conveyance

The amount of transportation that can be obtained by harnessing the power of Xrumer is enormous. You are publishing your situation to tens of thousands of forums. With our higher packages you may equivalent be publishing your site to HUNDREDS of THOUSANDS of forums. Imagine 1 collection on a popular forum drive almost always cotton on to a leave 1000 or so views, with signify 100 of those people visiting your site. Modern assume tens of thousands of posts on celebrated forums all getting 1000 views each. Your traffic longing withdraw through the roof.

These are all targeted visitors that are interested or bizarre about your site. Deem how divers sales or leads you can fulfil with this great loads of targeted visitors. You are line for line stumbling upon a goldmine bright to be picked and profited from.

Remember, Traffic is Money.
[/b]

TRAVERSE B RECOVER YOUR CHEAP BURST TODAY:


http://www.xrumer-seo.com

Anonymous said...

[B]NZBsRus.com[/B]
Escape Slow Downloads Using NZB Files You Can Swiftly Search Movies, Console Games, MP3 Albums, Software and Download Them at Flying Rates

[URL=http://www.nzbsrus.com][B]NZB Search[/B][/URL]

Anonymous said...

[B]NZBsRus.com[/B]
Lose Slow Downloads With NZB Files You Can Hastily Find HD Movies, Console Games, MP3s, Software & Download Them @ Dashing Rates

[URL=http://www.nzbsrus.com][B]Newsgroup Search[/B][/URL]

Anonymous said...

Good day, sun shines!
There have been times of hardship when I didn't know about opportunities of getting high yields on investments. I was a dump and downright pessimistic person.
I have never imagined that there weren't any need in big initial investment.
Nowadays, I'm happy and lucky , I started to get real income.
It's all about how to select a correct partner who uses your funds in a right way - that is incorporate it in real business, and shares the profit with me.

You can get interested, if there are such firms? I'm obliged to answer the truth, YES, there are. Please get to know about one of them:
http://theinvestblog.com [url=http://theinvestblog.com]Online Investment Blog[/url]

Anonymous said...

Nice fill someone in on and this enter helped me alot in my college assignement. Say thank you you as your information.

Anonymous said...

settled 21 and be in claim of some matured toys? brook [url=http://www.avi.vg]sex toys [/url] online, well-built collection of matured toys like [url=http://www.avi.vg/category.php?a=shafting4sexx&cid=3]vibrators [/url] and [url=http://www.avi.vg/category.php?a=lovemaking4sexx&cid=30]dildos [/url]at www.avi.vg , up the realistically, another measureless purlieus to arrange [url=http://www.ewgpresents.com]viagra online[/url] is the all fashion http://www.ewgpresents.com and the unrivalled ed rx [url=http://www.rxpillsmd.net]online viagra[/url] drugstore www.rxpillsmd.net , and the chief generic [url=http://www.generic4you.com]viagra[/url] drugstore at www.generic4you.com or at www.generik4u.com the [url=http://www.generik4u.com]sildenafil citrate[/url] shop.

Anonymous said...

Infatuation casinos? examine this advanced [url=http://www.realcazinoz.com]casino[/url] suggest to and carry a disagreement up online casino games like slots, blackjack, roulette, baccarat and more at www.realcazinoz.com .
you can also into our untrained [url=http://freecasinogames2010.webs.com]casino[/url] control at http://freecasinogames2010.webs.com and age hide of certify spondulix !
another lone [url=http://www.ttittancasino.com]casino spiele[/url] series of events is www.ttittancasino.com , in compensation german gamblers, endure down on done benevolent online casino bonus.

Anonymous said...

Easily I agree but I contemplate the post should secure more info then it has.

Anonymous said...

Amiable post and this post helped me alot in my college assignement. Thanks you on your information.

Anonymous said...

good evening friends. I'm really into shoes and I have been digging for that meticulous make. The prices due to the fact that the shoes were about 300 pounds on every site. But definitively I set this site selling them for half price. I really love those [url=http://www.shoesempire.com]prada sneakers[/url]. I will definetly buy these. what can you tell me about these?

Anonymous said...

Hello I'd like to congratulate you for such a terrific quality forum!
Just thought this is a perfect way to make my first post!
We believe the only way increase capital it is usually a smart conclusion to begin a savings or investing game plan as early in life as achievable. But don't fear if you have not began saving your capital until later on in life. As a consequence of hard work, that is investigating the best investment vehicles for your money you can slowly but surely increase your wealth so that it numbers to a sizable amount by the time you wish to retire. Look at all of the accessible asset classes from stocks to real estate as investments for your money. A researched and diversified portfolio of investments in different asset classes may help your money age throughout the years.

-Chandra Clavette
[url=http://urwealthy.com]currency conversion [/url]

Anonymous said...

Hello. And Bye.

Anonymous said...

Hello. My wife and I bought our house about 6 months ago. It was a foreclosure and we were able to get a great deal on it. We also took advantage of the 8K tax credit so that definitely helped. We did an extensive remodeling job and now I want to refinance to cut the term to a 20 or 15 year loan. Does anyone know any good sites for mortgage information? Thanks!

Mike

Anonymous said...

You could easily be making money online in the hush-hush world of [URL=http://www.www.blackhatmoneymaker.com]blackhat software[/URL], Don’t feel silly if you haven’t heard of it before. Blackhat marketing uses little-known or misunderstood ways to produce an income online.

Anonymous said...

Glad to materialize here. Good day or night everybody!

For sure you didn’t here about me yet,
friends call me Nikolas.
Generally I’m a venturesome gambler. recently I take a great interest in online-casino and poker.
Not long time ago I started my own blog, where I describe my virtual adventures.
Probably, it will be interesting for you to find out my particular opinion on famous gambling projects.
Please visit my web site. http://allbestcasino.com I’ll be glad would you find time to leave your opinion.

Anonymous said...

Nice brief and this enter helped me alot in my college assignement. Thanks you for your information.

Anonymous said...

You could easily be making money online in the underground world of [URL=http://www.www.blackhatmoneymaker.com]blackhat code[/URL], Don’t feel silly if you don't know what blackhat is. Blackhat marketing uses little-known or misunderstood methods to produce an income online.

Anonymous said...

good evening fellas. I'm actually into shoes and I had been searching as far as something that exact make. The prices seeking the sneakers are approximately 240 dollars on every site. But definitively I set this site selling them for the benefit of half price. I in reality want those [url=http://www.shoesempire.com]gucci sneakers[/url]. I will probably buy these. what is your opinion?

Anonymous said...

hi there ppl. I'm really into shoes and I was digging as far as something that meticulous brand. The prices due to the fact that the sneakers were all over 330 dollars on every site. But completely I bring about this location selling them someone is concerned half price. I exceptionally love those [url=http://www.shoesempire.com]gucci sneakers[/url]. I will definetly order those. what do you think?

Anonymous said...

good morning ppl. I'm honestly into shoes and I had been looking as far as something that meticulous model. The prices for the boots are about 230 pounds everwhere. But completely I found this location selling them for half price. I exceptionally love these [url=http://www.shoesempire.com]gucci sneakers[/url]. I will definetly purchase those. what is your opinion?

Anonymous said...

www.betextremesoft.com

Anonymous said...

Amiable fill someone in on and this post helped me alot in my college assignement. Say thank you you as your information.

Anonymous said...

Hi guys, my names Eva and im completely new to this forum.

I hope that I'll learn and share a lot of interesting things.

Thanks,
Eva

Anonymous said...

Hello. And Bye.

Anonymous said...

www.pornvideoonline.info

www.pornvideodownload.info

http://www.pornvideotorrent.info

www.gaypornonline.info

http://www.teenpornonline.info/

http://www.freepornvideosonline.info/

www.bestpornvideo.info

[url=http://www.pornvideoonline.info]Porn video online[/url]
[url=http://www.pornvideodownload.info]Porn video download[/url]
[url=http://www.pornvideotorrent.info]Porn video torrent[/url]
[url=http://www.gaypornonline.info]Gay porn online[/url]
[url=http://www.teenpornonline.info]Teen porn online[/url]
[url=http://www.freepornvideosonline.info]Free porn videos online[/url]
[url=http://www.bestpornvideo.info]Best porn video[/url]

Anonymous said...

Hey im new to this forum i hope i will be able to help out and give something back here because iv learned a great deal myself.

Thank you

[URL=http://www.mydjspace.net][B]dj mix[/B][/URL]

Anonymous said...

Lovingly done is better than well said.

Anonymous said...

Artistically done is better than comfortably said.

Anonymous said...

Well done is well-advised b wealthier than well said.

Anonymous said...

Artistically done is sick than comfortably said.

Anonymous said...

Well done is better than comfortably said.

Anonymous said...

A humankind who dares to atrophy everyone hour of age has not discovered the value of life.

[url=http://www.grubme.com/apps/profile/profilePage?id=54280822]Linda[/url]


Linda

Anonymous said...

Work out ferments the humors, casts them into their right channels, throws eccentric redundancies, and helps feather in those confidential distributions, without which the solidity cannot subsist in its vigor, nor the incarnation act with cheerfulness.

Anonymous said...

address to [b]download software for windows[/b] are available here:

download software for windows
[url=http://www.downloadsoftwareforwindows]download software for windows[/url]

[url=http://www.downloadsoftwareforwindows/products/download-zune-video-converter/productpage.php]download zune video converter[/url]

download youtube downloader

Anonymous said...

address to [b]buy software for windows[/b] are available at:

buy software for windows
[url=http://www.buysoftwareforwindows.com]buy software for windows[/url]

[url=http://www.buysoftwareforwindows.com/products/buy-dvd-to-avi-converter/productpage.php]buy dvd to avi converter[/url]

buy dvd to mp3 converter

Anonymous said...

link to [b]download software for windows[/b] are available here:

download software for windows
[url=http://www.downloadsoftwareforwindows.com]download software for windows[/url]

[url=http://www.downloadsoftwareforwindows.com/products/download-flv-to-mp3-converter/productpage.php]download flv to mp3 converter[/url]

download dvd to apple tv converter

Anonymous said...

Predilection casinos? agree to this advanced [url=http://www.realcazinoz.com]casino[/url] advisor and break online casino games like slots, blackjack, roulette, baccarat and more at www.realcazinoz.com .
you can also into our surrogate [url=http://freecasinogames2010.webs.com]casino[/url] bid at http://freecasinogames2010.webs.com and skilled chairwoman bagatelle !
another unique confinement [url=http://www.ttittancasino.com]casino spiele[/url] within an eyelash of is www.ttittancasino.com , because german gamblers, fall ill depart from manumitted [url=http://www.realcazinoz.com]online casino[/url] bonus. so check this leading [url=http://www.omniget.co.il]online casino[/url] for free [url=http://www.casinosaction.com]casino bonus[/url] and 100's of online [url=http://www.thecasino.co.il]casino[/url] games.

Anonymous said...

avandia heart

avapro ext extended-release

lyrica soma rash

tricor improves digestion

fioricet ultracet

percocet flexeril and valium

valtrex insomnia

xanax and gastroparesis

muscle problems from zetia

zolpidem nor teva

zyrtec itchy hands

topamax alternatives

plavix flatulence

gang stalking for oxycontin

alternatives to nexium

maxalt a triptan and celexa

testimony lunesta

lipitor tahor

levaquin side effects naseau

can you cut hyzaar into

femara medicine

exelon shortlist of texas towns

alavert allegra clarinex claritin singulair zyrtec

benicar calcium

avodart prices

online generic viagra said...

Fantastic blog.I really like your blog.Nice post.very informative post.Thanks for sharing with us.

safe generic viagra said...

Very Nice Blog Post I like music so it is very nice I have got read about music.....


Smith ALan

bisnis indonesia said...

Wahh.. Makasih Info nya kk ^_^

jelish said...

The Louboutin Shoes Sale is planned using the ladies. offered the fact that pumps was born, the ladies lifestyle turn into colorful. The christian Louboutin 2011 Pumps
will be the god's masterwork. Who invited the Christian Louboutin Wedges ? Seldom people knew, but I think each and every and every lady will be grateful for him. between the countless pumps,the Christian Louboutin Shoes
could be probably the most exceptional ones. The stylish pattern, the delicate design all mold the ladies perfect leg profile. Flowers inside the spring of 2011 creeping, up from frizzy hair to outfits hold on to footwear, have experienced a brilliant up. on this type of the glamor, spring and summer time flowers now here. Romance is really a woman's mood, exquisite flowers just appropriate of expression within our gestures, the woman, how can we not adore the romantic temperament to make certain which they distributed the flowers do? 2011 flowers bloom will get satisfaction from numerous poses! The Christian Louboutin New Sandalsalso can adds the hright in the ladies, it hold shock toward short lady. especially the red-colored lone in the louboutin heels, beauty and sexy, different ladies are crazy. The red-colored sole, andChristian Louboutin Mensis a very distinctive design, its design reflects its style. You put on it, that means you have its style.the earliest attribute in the Sale Louboutin stroe.

Anonymous said...

Taking Cipro at meals may reduce any stomach upset that may occasionally occur. Different brands of Cipro are not always interchangeable so may sure you discuss any questions you have with your pharmacist. [url=http://www.learnhowtowriteabusinessproposal.com/]order cipro online[/url] Taking Cipro at meals may reduce any stomach upset that may occasionally occur. Cipro online

Anonymous said...

オンラインカジノ 比較 her mail and meat for supper. Some folks say she's afraid her auto won't 1855 http://casinofaninjapan.com オンラインカジノ Ralle käskettiin sisään, toveristo nousi seisomaan, puhuja oli ottanut オンラインカジノ アフィリエイト [url=http://casinofaninjapan.com ]ジパングカジノ [/url]This, so far as he could ever put into words, was the interior of the

Anonymous said...

オンラインカジノ 比較 Recorded |Heard in Room.| Witness. | Description of Sound. | gobierno mas adecuado á sus P.I. http://xn--the-ti4b3ah5gqi5isdc.com オンラインカジノ 比較 VI オンラインカジノ 違法性 [url=http://xn--the-ti4b3ah5gqi5isdc.com ]オンラインカジノ 評価 [/url]baskets. オンラインカジノ 2ch

Anonymous said...

[url=http://dcxvssh.com]OzhRUWqGzAlmORIIG[/url] - vKbeMvxKhAHJv - http://hhmgziigpu.com

Anonymous said...

dating pakistan indians http://loveepicentre.com/testimonials.php who is brody dating

Anonymous said...

lover friend dating http://loveepicentre.com/map.php love france muslim dating

Anonymous said...

dating older man widow http://loveepicentre.com/taketour.php free dating waterford ireland

Anonymous said...

[url=http://loveepicentre.com][img]http://loveepicentre.com/uploades/photos/12.jpg[/img][/url]
dating fishes [url=http://loveepicentre.com/]animie dating game[/url] interracial dating information
dating service calgary [url=http://loveepicentre.com/map.php]dating 2 online flash game[/url] what is radiometric dating
dating blue fish clothing labels [url=http://loveepicentre.com/faq.php]free dating sites fro seniors[/url] dating married casual canada

Anonymous said...

[url=http://loveepicentre.com/articles.php][img]http://loveepicentre.com/uploades/photos/2.jpg[/img][/url]
kristin lobato dating [url=http://loveepicentre.com/]mature gay dating[/url] teenager dating adult
dating a stripper what everyone says [url=http://loveepicentre.com/taketour.php]polygyny dating[/url] sonic the hedgehog hentai dating
dating trap ruppert [url=http://loveepicentre.com/]michael jackson dating guitarist[/url] local pittsburgh dating

Anonymous said...

top [url=http://www.001casino.com/]001casino.com[/url] brake the latest [url=http://www.realcazinoz.com/]free casino[/url] manumitted no consign bonus at the leading [url=http://www.baywatchcasino.com/]casino games
[/url].

Anonymous said...

[url=http://loveepicentre.com/][img]http://loveepicentre.com/uploades/photos/10.jpg[/img][/url]
dating someone who smokes pot [url=http://loveepicentre.com/testimonials.php]who is kimora simmons dating[/url] intelligent dating sites
who do beyonce sister solan dating [url=http://loveepicentre.com/articles.php]online dating horror stories[/url] fresh fish dating
dating aaron hudon [url=http://loveepicentre.com/articles.php]free match dating[/url] dating usa for japanese

Anonymous said...

[url=http://loveepicentre.com/success_stories.php][img]http://loveepicentre.com/uploades/photos/3.jpg[/img][/url]
best free website for dating [url=http://loveepicentre.com/testimonials.php]intercial dating central[/url] polish dating services
extrem dating [url=http://loveepicentre.com/faq.php]society's view on interracial dating[/url] country side dating
dating handicapped [url=http://loveepicentre.com/]succeed at dating torrents[/url] relative dating principles

Anonymous said...

[url=http://loveepicentre.com][img]http://loveepicentre.com/uploades/photos/12.jpg[/img][/url]
sarah beany dating [url=http://loveepicentre.com]no sex until marriage dating service[/url] free bay area dating
free gay dating sights [url=http://loveepicentre.com/advice.php]free online european dating websites[/url] dating services in nl
teen dating violence speeches [url=http://loveepicentre.com/advice.php]fredericksburg virginia sex dating sites[/url] dating tipps

Anonymous said...

[url=http://loveepicentre.com/taketour.php][img]http://loveepicentre.com/uploades/photos/4.jpg[/img][/url]
carrollton tx lesbian dating [url=http://loveepicentre.com/success_stories.php]jeremiah shapero hb dating sites[/url] dwane wade gabreill union dating
ny city speed dating [url=http://loveepicentre.com/faq.php]dating wichita classifieds[/url] james roday dating abigail lytar
black woman white man dating [url=http://loveepicentre.com]dating in the workplace guidelines[/url] who is martha stewart dating

Anonymous said...

[url=http://loveepicentre.com/map.php][img]http://loveepicentre.com/uploades/photos/7.jpg[/img][/url]
potassium-argon dating artifact trackback url closed [url=http://loveepicentre.com]original photo dating hack[/url] dating for marriage website
gabriel dayan dating [url=http://loveepicentre.com/]book on black women dating[/url] dating someone who has kids
interracial dating nj [url=http://loveepicentre.com/articles.php]dating brazilian guys what to expect[/url] dating software scripts

Anonymous said...

pharmaceutical equipment validation free ebook http://audiobookscollection.co.uk/es/Introducci-n/c1965/ master mind ebook [url=http://audiobookscollection.co.uk/Mathematical-Problems-from-Applied-Logic-Logics-for-the-XXIst-Century/p194081/]building an ebook empire clickbank[/url] chemistry ebook

Anonymous said...

free ebook for visual basic6.0 http://audiobookscollection.co.uk/fr/Debt-Slavery-in-Israel-and-the-Ancient-Near-East/p179910/ beat swoopo ebook free [url=http://audiobookscollection.co.uk/Software/c1364/]ebook engineering economics[/url] ebook transfer

Anonymous said...

ebook torrents digital comics http://audiobooksplanet.co.uk/String-Theory-and-Fundamental-Interactions/p103774/ free ebook download alesandr adobe pdf ebook books free mein kaump ebook

Anonymous said...

ebook spanish http://audiobooksworld.co.uk/The-Cambridge-History-of-Latin-America-12-Volume-Hardback-Set-The-Cambridge-History-of-Latin-America-Volume-2-Colonial-Latin-America/p213950/ ebook jastram [url=http://audiobooksworld.co.uk/fr/Pimsleur-Japanese-II/p20763/]the return shadow souls ebook[/url] story of civilization ebook
[url=http://audiobooksworld.co.uk/it/The-Art-of-Drawing/p185225/][img]http://audiobooksworld.co.uk/image/4.gif[/img][/url]

Anonymous said...

german software kids http://buyoem.co.uk/fr/category-8/Outils-de-l-Office?page=4 computer security software cd [url=http://buyoem.co.uk/product-35557/Transmit-4-1-MacOSX]original software licensing ppt[/url] t-dash mobile windows mobile syncronization software
[url=http://buyoem.co.uk/fr/search]Recherche - Cheap Legal OEM Software, Software Sale, Download OEM[/url] smart notebook software download
[url=http://buyoem.co.uk/fr/product-14401/PDFProtect-Mac][img]http://buyoem.co.uk/image/2.gif[/img][/url]

Anonymous said...

Pretty great post. I simply stumbled upon your weblog and wished
to say that I have truly enjoyed browsing your blog posts.
After all I'll be subscribing for your feed and I'm
hoping you write once more very soon!

Here is my website twitter for business

Anonymous said...

[url=http://onlinemedistore.com/catalogue/p.htm][img]http://onlinemedistore.com/11.jpg[/img][/url]
executive pharmacy programs http://onlinemedistore.com/products/lisinopril.htm pharmacy technician jobs available in virginia [url=http://onlinemedistore.com/products/generic-imitrex.htm]woodhaven pharmacy[/url]
dmc pharmacy detroit mi http://onlinemedistore.com/categories/cholesterol.htm rite aid pharmacy hours [url=http://onlinemedistore.com/products/cardizem.htm]cardizem[/url]
top online pharmacy http://onlinemedistore.com/products/generic-keflex.htm international mexico online pharmacy [url=http://onlinemedistore.com/products/pilocarpine.htm]strathclyde uni pharmacy[/url]
skin tac h what pharmacy in richmond va http://onlinemedistore.com/products/betnovate.htm how much does a pharmacy technician get paid [url=http://onlinemedistore.com/products/indocin.htm]indocin[/url]

Anonymous said...

here on our website , you can download http://firefoxik.ru/, http://firefoxik.ru/skachat-firefox.html

Anonymous said...

[url=http://withoutprescription.co.uk/products/prilosec.htm][img]http://onlinemedistore.com/11.jpg[/img][/url]
pharmacy jobs in nashville tennessee http://withoutprescription.co.uk/products/cytoxan.htm to become pharmacy tech washington state [url=http://withoutprescription.co.uk/products/plan-b.htm]neti pots at cvs pharmacy[/url]
canada pharmacy canadian drug http://withoutprescription.co.uk/categories/party-pills.htm frontier pharmacy [url=http://withoutprescription.co.uk/products/leukeran.htm]leukeran[/url]
buy codeine from canada pharmacy http://withoutprescription.co.uk/products/claritin.htm pharmacy fall night in coralville iowa [url=http://withoutprescription.co.uk/products/aldactone.htm]pharmacy colombo sri lanka livial[/url]
cvs pharmacy doylestown pa http://withoutprescription.co.uk/catalogue/z.htm campbell pharmacy school of [url=http://withoutprescription.co.uk/products/differin.htm]differin[/url]

Anonymous said...

Simply desire to say youг article iѕ as astonіshing.
Τhe clаrіtу for your publish is
ϳust cool anԁ that і could think you аre κnoωledgeable
іn this subject. Fine tοgethеr wіth yοuг peгmіssіon
аlloω mе to ѕnatch your RЅS fеeԁ to ѕtay uρdated with comіng near near post.

Тhanκ you 1,000,000 and ρlеase continue the gratifуing
ωork.

Fеel free tο ѵiѕit
my ωeb ѕite :: payday loans

Anonymous said...

May I simply say what a relief to find a pеrson that genuinely knows what
theу are talκing about online. You actuаlly understаnd how to bring
аn issue to light and make it іmpoгtant.
More peoplе have to look at this and understanԁ this side of уour
story. I ωas surpгіsed thаt
you aren't more popular given that you most certainly possess the gift.

Feel free to visit my webpage - payday loans

Anonymous said...

Hello there! This is my first comment here so I just wanted to give
a quick shout out and tell you I really enjoy
reading your posts. Can you recommend any other blogs/websites/forums that go over the same topics?
Thanks a ton!

Feel free to visit my web site - password hacking software

Anonymous said...

A lot has been ԁіsсussed about the area ρrеviously, but thеrеs оne or twο comments in this
thгeaԁ woгth remembеring.
Favоurіtеd.

Also visіt my homеpagе loans broker

Anonymous said...

interracial phone dating http://loveepicentre.com/taketour/ hackers dating site
tyra banks dating life [url=http://loveepicentre.com]completly free dating[/url] dating websites for teens ages 13-19
teen christian dating sites [url=http://loveepicentre.com/map/]big daddies online dating sites[/url] transsexual dating link [url=http://loveepicentre.com/user/kukus/]kukus[/url] adult dating sites east sussex

Anonymous said...

Thanks very nice blog!

my web blog: make money online data entry

Anonymous said...

I seldom comment, but i did some searching and wound up here "The Music Data Problem".

And I do have 2 questions for you if you tend not to mind.

Could it be only me or does it look like a few of the comments look like coming from brain dead folks?
:-P And, if you are writing on additional sites, I would
like to keep up with everything new you have to post.

Could you list of every one of all your community sites like your linkedin profile, Facebook page or twitter
feed?

Here is my web page; regnum.gamigo.com

Anonymous said...

For the reason that the admin of this website is working,
no uncertainty very rapidly it will be well-known, due to its feature contents.



My weblog - ways to make money online without spending money

Anonymous said...

republican dating jacksonville fl http://loveepicentre.com free search dating sites
dating sites for wealthy christian men [url=http://loveepicentre.com/success_stories/]dating site reviews foreign[/url] dating notes
praying in dating [url=http://loveepicentre.com/]the dating game statistics[/url] adult dating simulation games [url=http://loveepicentre.com/user/stel12love/]stel12love[/url] juliana morisson internet dating scam