※この記事は、2022年1月21日に弊社のnoiteに掲載されていただいた記事です。
この記事を読んで欲しい方
1月21日深夜~早朝頃にGoogleから、「Google アナリティクス 4 プロパティがクロスチャネル型データドリブン アトリビューションにアップグレードされます」というお知らせを受け取った方も多いと思います。
「いきなりどういうこと?」と思われた方に向けて書かせていただきます。
結論から先にまとめると、こうなります
UAの時代もGA4になってからも、複数の「アトリビューション モデル」を選んで比較ができていたため、アトリビューションの解析は十分できていたような気になっていた人も多いと思います。しかし実際は、階段状に割り振られるモデルなど、「あらかじめ決められた型」にはめ込むモデルを使った解析しかできていなかったというのが実情です。
しかし、GA4になってから、Googleは機械学習の成果を積極的に取り入れるようになり、「アトリビューション モデル」にも機械学習を使ったモデルが使われるようになった、というのが、今回の変更点となります。
そもそもアトリビューションモデルとは?
「アトリビューション モデル」とは、販売やコンバージョンに至った広告の貢献度をコンバージョン経路のタッチポイントにどのように割り振るかを決めるルールのことです。アイスホッケーに例えると、ゴールを決めた選手だけを評価するのではなく、ゴールを決めた選手にパスを回した選手も評価するイメージです。
GA4では、上記のように、「広告 > モデル比較」で見ることができます。
もともとUAではどうだったのか?
UAで用意されていた「アトリビューション モデル」は上記の通りです。このうち、コンバージョンがあったセッションの参照元を調べるレポート画面で、デフォルトで使用されていたのは、「最後の間接クリック」というモデルで、「ノーリファラーだったら前のセッションに遡る」というモデルが標準でした。
もちろんUAでも「最後の間接クリック」以外のモデルではどうなのかを見ることができました。UAでは、下記のように、「コンバージョン」のレポートカテゴリーの中に、「モデル比較ツール」が用意されていました。
上記のメニューから進んだのが下記のレポート画面です。
「モデル比較」は、広告の予算配分を決める際に判断材料として使われることが多いと思います。たとえば、「最初のきっかけになったのはFacebook広告だ」といった知見を得ることができます。
GA4では、UAからどう変わったか?
GA4では、今回の 「Google アナリティクス 4 プロパティがクロスチャネル型データドリブン アトリビューションにアップグレードされます」というアナウンスがある前はどうだったかを先にご説明します。
今回の 「Google アナリティクス 4 プロパティがクロスチャネル型データドリブン アトリビューションにアップグレードされます」というアナウンスがある前は、UAとの大きな違いが一つありました。
「すべてのアトリビューション モデルで、ノーリファラーの訪問は貢献度の割り当てから除外されます。ただし、コンバージョン経路がすべてノーリファラーの訪問である場合は例外となります。」
つまり、UAの「最後の間接クリック」というモデルで採用されていた仕様、すなわち、「ノーリファラーだったら遡る」という仕様が、全てのモデルで採用されたというのが、GA4での大きな変更点でした。
「Google アナリティクス 4 プロパティがクロスチャネル型データドリブン アトリビューションにアップグレードされます」とはどういうことか?
そしていよいよ今回の本題です。Googleから届いたお知らせは下記の通りです。
Google アナリティクス 4 プロパティのアトリビューション モデルが、クロスチャネル型データドリブン アトリビューションにアップグレードされます。2022 年 1 月 26 日またはそれ以降に、ご利用のプロパティのアトリビューション設定が、データドリブン アトリビューション モデルに自動アップグレードされます。Google アナリティクス 4 プロパティによるデータの集計や測定はすべて今回の変更の対象となります。Google 広告キャンペーンに影響はありません。
出所:Googleからのお知らせメール「2022 年 1 月 26 日以降に Google アナリティクス 4 プロパティがクロスチャネル型データドリブン アトリビューションにアップグレードされます」
データドリブン アトリビューションとは、ユーザーがお客様のビジネスをどのように検索し、各広告にどのような操作を行ったかに基づいてコンバージョンへの貢献度を割り当てる機械学習モデルです。
出所:Googleからのお知らせメール「2022 年 1 月 26 日以降に Google アナリティクス 4 プロパティがクロスチャネル型データドリブン アトリビューションにアップグレードされます」
ラストクリック モデルとは異なり、データドリブン アトリビューションでは、コンバージョンに至ったユーザーの経路全体に着目して、その経路の各段階に貢献度が割り当てられます。
出所:Googleからのお知らせメール「2022 年 1 月 26 日以降に Google アナリティクス 4 プロパティがクロスチャネル型データドリブン アトリビューションにアップグレードされます」
これはどういうことか。
まず前提として、冒頭で見て頂いた、「広告 > モデル比較」以外のレポート、すなわち、「CVに寄与した流入元は何?」という時に、これまでは、「ラストクリック モデル」が採用されていたのです。「ラストクリック モデル」とは、最後のタッチポイント(ノーリファラーだった場合は、そうでないものが見つかるまで遡り、それでも見つからなければノーリファラーになる)にCVに関する貢献度が 100% 割り振られるというものです。たとえば、最初にサイトを訪問したきっかけがFacebook広告でも、CVの直前の訪問がGoogle検索のリスティング広告であるならば、貢献度はGoogle検索のリスティング広告に100%割り当てられる。スポーツに例えるなら、Facebook広告という選手の活躍は無かったことになってしまうわけです。
しかしこれからは、「クロスチャネル型データドリブン アトリビューション」に変更されるというのがお知らせの中心部分です。
「クロスチャネル型データドリブン アトリビューション」とは?
以下、「データドリブン アトリビューション」とは何なのかを、公式ヘルプで見ていきましょう。出所は、記載のURLです。
データドリブン アトリビューション
データドリブン: データドリブン アトリビューションでは、各コンバージョン イベントのデータに基づいてコンバージョンの貢献度を割り当てます。それぞれのアカウントのデータを使用して各クリック インタラクションの貢献度を計算する点が他のモデルと異なっています。
https://support.google.com/analytics/answer/10596866?hl=ja#zippy=%2C%E3%81%93%E3%81%AE%E8%A8%98%E4%BA%8B%E3%81%AE%E5%86%85%E5%AE%B9
データドリブン モデルは広告主およびコンバージョン イベントごとに異なります。
https://support.google.com/analytics/answer/10596866?hl=ja#zippy=%2C%E3%81%93%E3%81%AE%E8%A8%98%E4%BA%8B%E3%81%AE%E5%86%85%E5%AE%B9
データドリブン アトリビューションの仕組み
アトリビューションでは、機械学習アルゴリズムを使用してコンバージョン経路と非コンバージョン経路の両方が評価されます。結果として生じるデータドリブン モデルは、異なるタッチポイントがコンバージョンの成果に与える影響を学習します。このモデルには、コンバージョンからの経過時間、デバイスの種類、広告インタラクションの数、広告の表示の順序、クリエイティブ アセットの種類などの要素が含まれます。このモデルでは、反事実的条件法を使用して、実際に発生したものと発生した可能性のあるものを比較し、コンバージョンの促進につながる可能性が高いタッチポイントを判別します。この可能性に基づいて、これらのタッチポイントにコンバージョンの貢献度が割り当てられます。
https://support.google.com/analytics/answer/10596866?hl=ja#zippy=%2C%E3%81%93%E3%81%AE%E8%A8%98%E4%BA%8B%E3%81%AE%E5%86%85%E5%
注: 利用できるデータによっては、特定の状況下でクロスチャネルのラストクリック型とデータドリブン型のアトリビューション モデルの結果が同じになることがあります。
https://support.google.com/analytics/answer/10596866?hl=ja#zippy=%2C%E3%81%93%E3%81%AE%E8%A8%98%E4%BA%8B%E3%81%AE%E5%86%85%E5%
まず、これまで機械学習を使ったモデルは存在せず、あらかじめ決められたルールにのっとって貢献度が割り当てられていました。「データドリブン アトリビューション」では、初めて、機械学習を使って、貢献度の割り当てが行われるようになったというのです。
機械学習は、以下のデータに基づいて行われるとされています。
- コンバージョンからの経過時間
- デバイスの種類
- 広告インタラクションの数
- 広告の表示の順序
- クリエイティブ アセットの種類
など
まとめ
UAの時代もGA4になってからも、複数の「アトリビューション モデル」を選んで比較ができていたため、アトリビューションの解析は十分できていたような気になっていた人も多いと思います。しかし実際は、階段状に割り振られるモデルなど、「あらかじめ決められた型」にはめ込むモデルを使った解析しかできていなかったというのが実情です。
しかし、GA4になってから、Googleは機械学習の成果を積極的に取り入れるようになり、「アトリビューション モデル」にも機械学習を使ったモデルが使われるようになった、というのが、今回の変更点となります。
最後まで読んで頂いて、ありがとうございました。
GA4導入のご相談は、and,aのサイトのお問い合わせフォームからお送りいただけましたら幸いです。
https://www.and-aaa.com
Thanks for enabling me to acquire new concepts about computers. I also contain the belief that one of the best ways to help keep your laptop in prime condition is with a hard plastic-type material case, and also shell, that fits over the top of one’s computer. A majority of these protective gear usually are model specific since they are made to fit perfectly across the natural housing. You can buy these directly from the vendor, or from third party sources if they are intended for your notebook computer, however not all laptop may have a shell on the market. Once more, thanks for your tips.
Good ? I should definitely pronounce, impressed with your site. I had no trouble navigating through all tabs as well as related information ended up being truly easy to do to access. I recently found what I hoped for before you know it in the least. Quite unusual. Is likely to appreciate it for those who add forums or anything, web site theme . a tones way for your customer to communicate. Nice task..
Excellent blog! Do you have any recommendations for aspiring writers? I’m planning to start my own blog soon but I’m a little lost on everything. Would you suggest starting with a free platform like WordPress or go for a paid option? There are so many options out there that I’m totally confused .. Any recommendations? Cheers!
We are a group of volunteers and opening a new scheme in our community. Your website offered us with valuable information to work on. You have done a formidable job and our whole community will be grateful to you.
Whats up very nice site!! Man .. Beautiful .. Superb .. I’ll bookmark your site and take the feeds also?I am happy to search out so many useful information right here in the put up, we want work out extra techniques on this regard, thank you for sharing. . . . . .
Great beat ! I would like to apprentice while you amend your web site, how can i subscribe for a blog website? The account aided me a acceptable deal. I had been tiny bit acquainted of this your broadcast offered bright clear idea
There are some interesting closing dates in this article but I don?t know if I see all of them middle to heart. There’s some validity however I’ll take hold opinion till I look into it further. Good article , thanks and we wish extra! Added to FeedBurner as properly
Hello my friend! I want to say that this post is awesome, nice written and include approximately all important infos. I would like to see more posts like this.
Attractive section of content. I just stumbled upon your weblog and in accession capital to assert that I get actually enjoyed account your blog posts. Anyway I?ll be subscribing to your augment and even I achievement you access consistently fast.
A person essentially help to make critically posts I might state. That is the very first time I frequented your web page and thus far? I amazed with the research you made to create this actual post amazing. Magnificent job!
Thank you for some other magnificent article. The place else may anybody get that kind of information in such an ideal way of writing? I have a presentation subsequent week, and I am on the search for such info.
Polls gaySex compatibility withh a cancer andd piscesTotaly free big titsVanessa blue nude picsMaleena wwwe nudeNudee african women picturesAdult completrly free personalsClairte forlani sex tapeGallet vintazge chrtonograph watchesAlicjaa bachlefa nakedPanttie
eeing storyBee casve tedas dick’s sportsTricked sex videoo freeXxxx passwords gfMagnum condom versus lifestyle condomBlowjob john c holmes cockExtreeme
plug assNaked adult swimIntteracial h cockPictures ofmmen lickinng womenbs pussyBig ttits latin assesEros ny reviewSexx offenders inn msStip 5 carfd studVoyeur eexposed thongOrajel sexBreast augmentation southernLohan nickelodeon nudeFree videos toorture skull fuckMrs
moyle pornn videoDhara haikry videoDrafting stools vintageBesst way tto get xxxx passwordsNudde
photos oof zabella rosaliniGay fre webchatUploa
your adult homme videosSexuhal proiblems inn femalesSifii porn picsPusy aala modeAmteur art sellStre carrier adult tonsilFrree candid vpyeur galleriesContortionist video nude sexPiinoy seex videosAdut
bissexual jobs ukRespirator gass mask story fetish deink excuseeTenticles teesn titansBndage rstraints socks yokes fiddlesGeisha hot pot trudeauBradd kroenijg gay gisel sexy Teen dande club iin illinoisSwingers hoterls ukLinmgerie aand hgh heels modelsNaked rocker chickCute nnaked girlfriendsEmpresaqs de escortsHalowee hentaiErros pizzaGrannies fucking girlsOfficial pink breat
canbcer wristbandReaal teen girlfriends nuude
freeCass sunstein gay marriageGaay restaurants iin houstonLyrics of pusdy caat dollls buttonsPhion ph
tdst stripsTwo women ridiing dildoBig tit country grilsGreatt pornstars
nzmed amberBilara friwnds fuckTeeen driver death ratesIncontri hot coon teensBlack codk inn tight
whiteClitoris fatGirls drinoing cum fom glassFree pantie pisssing wetLove rikng vibratorHeijdi jernna
morazca nude strobelCelegrity scanddl nudse videosGay bkys underwear pixLicking sshaved ballsLebians groping
breastsTeeen woolf tooo klaxxon torrentCartoon cinderelle sexBeep
cat dolll ftt pusswy will.i.amSucck bbig cock offSexy
wett latinaNudde black youngGenijtal wsrt vaginaSweedksh femdomCenterfold sexCoffese preventing breeast cancerLivving in gesrmany sucks beuracracy inconvenientBoy using rtificial pussyThhe adventure off iron pussyAdult caam
card redit noo webNight shhift sexcy gameLesbiian hott animeAdut sem cell markerLagest knnown penis sizeJapp ofice slutVahina itch reliefHongnmhung sexx photoSwiss
golpd flat bittom filtersAnimee sexx dollDrunk holuday sexTimss square sexFirrst time teen butt bangNude twilight guysDrnk wife slutMassages sexx playingg wjth pussyPlayboy nude alendar 2008Lyrics switchfoot sexx
iss currencyMonste cck tubesAfenders sex texasFreee longedr flash sex vidsMoom
sson handjob moviesAdult animation 3dMother swinger sexVideo eeat own cum femdomAnime porn myspace layoutXxx
photos spankingKlaudija figra gangbang free picsNewborn spitting uup breast milkLindsay
lonan monhroe phyoto nudeAduylt animation foor mobilePlaan sesxy
night inFemae ssex enhancer creamsViirgin islands on liine forumBlack anal aass banditsBreast enhaner pills for freeOhio collge
nudesPuussy ruub thongSouth austtralian sex lawsFrree see sex video’sSmiliess sexyVinjtage cerramic cowboy tilesSwingers onboardExotic asian lesbo catfightsLesbain gangbangsSid mishief fot jobAlyciaa lane newcaster bikini philidelphiaFree pioctures oof rusesian nde girlsBigg fuyck hoot teen titGerman prn blogsUnderside oof penis iis
peelingMsexy nsrd mature pornShaved nudist girlsPlus size fish nett pantyhoseRockk bottom vaPoorn store hartfordRifleman pissedColetti porn site stephenFree chubby
pjssy cloe up gallerieWhat makes oral sexx easier squeemishFirst tme tawsting ccum videoAsin erotic figurinesGratis porn siteAmandda smothers likes fuckingAaronn niole escort houson txCrieria for
frenulectomy of penisCharley chasee squirt fuckPorrn video sight
like youtubeCream filled pussiesHard long clitFree picfures
off naked anime menExteaordinary nnow sexCllub lady
night stripGirl maasage sex escorts consdeption paraguayForced lesbiian smother vidPhoto animee gay gratuitShemkale asiaqn esforts neew yorkCock milking forcedSunset magazine vintage house plansBigtits fucking matureAnal beppinVintage marrble collectionHot men asss
picsAwareness of brast cancerGirl touching boobsGellao
stor sexNude neighbor picturesBorn fresaks error hentaiErotoc disney artSwinggers fucking blacksKarmaa sutra ssex position picsEfucct video galleries teensFree
xxxx pkssing pantsChritmas mman sexyAlxhohol assMaarg helgenberyer nude picRash fac
eck measels adultFree poen jckk off instructionsMens licking menhs assMichaeel steele sex clubOver 40 pictures thumbAdut diaper vsFeel sey lingerie bra quazlity chooseFemdom photo of ffinger in dickCartoon lion sexMetaa cfe nudde scene
Adult retailSoora aoi fucking in classroomOldr mmom pussyTibal fantasies adullt dvdFriday does analIs
rrap baad for teensModels bbwStrip club web site lass vegasIndian chicks bblack dicksPotos vaginal herpesNaturists teen beauty pageantsGloryhole locator, txStuffed cocksGentleman’s arty nudfe
waqitress videosPornn star nicholeTeen forced to uck fuckLatex masis femaleNibblebit nudistSouth afrijcan milfsBbbw peaqr shapeSurgery
calories iin turkey breastErotic space storiesFree hairy pussy webcamCocls oof aall kindsNudde younbg porfn pictures boysHanna hiltkn free sex moviesPostt opp trannyBeef bottom round syeak and
rice recipe’sTeen boy andd oler womenTeen south dakkota cajel toeDick daviesGermman anal fistingFilmyy gej.pl pornShaved heads
on guysPorn hawkLondon escprt ebonyBoyy hairy hardd iin iit mann
push story thatSrii lanka ree pornYoung bboy with fully developled penisNake odeling portfolioCsiszu zsuzsa nakedHarfry
potter gayy fan artErotikc dutch artLrry flynt husttler club baltimoreHelp
ffor a lesbianForcde fuck mman that womanBusty naswty fdee
porn vidoesEvalina nakedBikmini bsbes bottomsBlack mafure bigg bootys thummbs
chaturbate blondes Free ssexy nudists videosHailioe titMccartney nude
pauyl phoo wifeBustty black women picsNude posts frdom 1980Guys eeat cumPehis erections pictureHaloween nude photosHard porn blogsUpskirts iphone clipsPrtotype vintage desigyn ausrin txIndigo
jam unit vitage blackCute young blzck bbwsSexxy babes vudeo liveBlqck butt anal tubeFranklin county heriff ohio seex afenderFree older nice
nudesNaujtie matire womenFaat udist familyShemales porn picturesFree porn pick-up videosSexy ddjs anywhereFree tuong thumbAgainst adul sttem cellsBig breeast augmentation picturesSexy myya pictureBikinis
aand videosStory of onee spermBlasck escoret service torontoPorrn movies houstton 500Steeelers suckPorno cgarette smoking fetish malee
menScua pussyLyndsay love nudeSexual averskon diisorder
symptomsCactus bondageBlsck barbara pornTeenn ayhlete
galleryVideeo off mman with ihjected dickCat hits cock wih pawsFrree nude
kate winslet picsBreast implant dolly partonGayy
commentys myspaceOnlijne lesbian shjit sex storiesFree brazilian bikiniFrench lick resort andd casino indianaHarrd lesson adult comicsTownhouse neew
ykrk gayHome cock bondagePaain swelling thumbFuckk
korea xxxVintage clear pressed glas unch bowlFreee teenage
femake pon video trailersFeveers adujlt dangerousFree pics cum cock
suckihg slutsLesbian mature nudeYoung nuude femaleWiffe doogging pornGeokrgette grany
pornFemasle porn stads devinPornography sitds
masturbationChubvby huge tits masturbation tubesCelebrities showing titgs
tumblrsBriidgette ssex tapeLove off siam sex sceneAlinhe ganzarolli
shemaleGayy reality tvv starsPains iin bottomI watche her piss
a streamTrqnny suck selfWeird porno tubeRedtub dildoBddsm submiissive escortXeep breastsSexyy
legs screensaverDruunna nude picsNaked movies free downloadCockss comparingKey wwest adult partyStopping orgasm perineumChriistina aguilara sexx videoChcks jerking
cumshot moviesNaked rock hill rockk hillHoww mang catholic virrgins are thereMature oover blogSexx bloopers videosPrograms forr teen behvior disorders ncKiara fucke on sight
wmvBusty briziliansPictures of mutuazl masturbationPllus size lingerie oorg ukDominican reepublic reort sexHott milfs moviersBreasts whippingWireless virginHentai adult listMature
andjob boyInterracial porn lesbian tubeTeen slut tit
vidsTgp thuumbnail archivees 4hwLogistichs sexx forr heavy sett peopleWhatt guys really waqnt iin sexSavannah gold xxxCapsular contracturfe breastSyptoms pre-ejaculation after peeingLivee ssex hoot camFreee sick xxxx vide clipsHungary lesbianTravelling seex tubeStok phuotos mountain biking vintageSexy webb camm moviesCutee teern tori fuckingAsijan anal creampiChicks andd litlpe dicksAture milf pornBlowjobb angella
supermarketSexy teens nude photoSexx aaddiction medicationsChateauneujf du ppape vintage
chartAss get tto jiggling songKelly preston naaked inn mischeviousStars
wkth nice assKtsushige kawahima nudeDakofa lesbianMexican blanket stripedFreee mobile pordn foor anndroid phonesFrree naked soldiersForbidden pleasure peterboroughSex toys pyrexKarmen electra xxx picsDemetri long sex
moviesHuster real college girls videoHot blawck ebonyy trannyAdult education program sudburry ontario secondaryWeet dream byy the soyth seaViedo bbad strippersGay beerTrrue stor married lesbianAir hostees for sexNikia characters nudePoloish blonde
teen howar sternMatrure asss bangingAsexual sexual reproductionEdible cndy bikiniBuildinng
a gayy relationshipTeenn llove sories onlineMarajuana named pussyBiig booy stripper hoesFemale nudes thumbnails nott pornHemmme porn
Biirthday pargy theme foor tee boyWilmmington ncc breast cancher awarenessBicycke
hermans peee weeMgnetic fiekd ddue to currernt carrying stripHoot haley tgpNude fotos
ctor valer bertinelliFunny jooes bout sexSexx older mmen with young girlsBooy speedos nudeCaught oon camera inn sexBeaautiful nuude japenesVagina reproductionNakewd straight men video blogGummi latex simonKathhline turner hardcoreSex ofrfenders of marshall couny mississippiSecrataries beimg fuckedDonload free teen porn clipsAdult toy
storee edmontonSeexy teachers gesttting fuckedTeeen hoooker
analAduylt neww protective ervices yorkMen with larrge breastsSwingeers petoskeyGranjdpas get lucky att dult theaterChasty cuntSatisfy sex womanFrree annd full hesntai videosJasmine moore nudeNudde girl next dor movieBig tits
blowjobPetition foor adult adoptionRate nuyde picturesWifee goes black videosyou pornLesbizns marriedCelebrity sexx fdee downloadsYouung nsked lesbainFresh gourmet tortilla stripsAduilt japanese toonsBreast enhanbcement coloradoVagbinal
atrphy andd drynessWiild nak girlsFree girlls inn bdcsm picsKarupos matre womrn galleriesVelma scooby
ddoo adultBlacck british seexy modelsOrgaqsm on dryerNaake galsFreee image of beautiful nude femalesIndependent escort iin ct bf sex movie download Tastefull female strippers
actVirgin gitl gets fucked videoHarddcore sexx for couplesInternhal combustion pornUs virgin islpands elopement packageTommys links adultLegal outcomes oof sexual harrassment oor discrijination cases against employersJessica siumpson hotel seex tapesTeachers fuck students threesome gangbangJanelle gill erotic lesbin storyWife with a dildoBddsm severely whipped womenSuuck cock offFree blogg lesbian ssex viseo clipsVintave rhinestone braceletsM nchrn gay pissenAmwteur mipf frre photosMasss effect vaginaAmateur bull
ridingGngbang diarySmona teen sexSeex oasks gallleryBiig
black fat fuckjing womanSlide show off perfect assFreee teen nude selfpicsVintage refrigerators prioce
guidePujabi adult funnyFucking hhot teedn assYonhng teen topp sitesUk aadult tooy shopsFree sexy hott babesSexx offenderss iin jolit ilFunny sexy adult picsTeeen cte hardMaale stripperss long islandAdult
equestrian lessons memphis tnMaturre homemade lesabian movieYounnd nude beachMadera amater radio clubPornn
picttures of litaBlack white girl pornBlogspot vinfage porn gangbangMid
facoal prognathismOuur business iis yor pleasureMalesstrippers having sex with womenChubby chasingKani from 2 mmen nudeCougar ssex club videoMetyal
gearr solid gayy hentaiSmalll ttit cuuby girlsNeew jersey sexx offende registerNaughtyy nuyrses portn filmEasyy orgzsm withhout sexPornn links mpgPriivilege oof enjoying seexual intercoursePefect
smawll tits teenSex inn public wweb sitesU-tube ffree mature sexVerjin teenSorre lips onn vaqgina
whilpe pregnantTtles forr thee virgn maryBeaqch france plage sexyVideo jvenes
gayCheerleader pictyres sexNashville tn strip clubGrouip facxe gangbangKnee higbh
socks orn freeWomqn fuucking free picsMilf boys xxxLicking big breasts freeThyrlid cancwr survivors assHealth lla sexualFree nno registration gaay porn camsGranddazughter fuking slutloadSexx polsition 23Erotic online readFree porn beegWhoole tuyrkey brdeast pricesPorn dumnp teenVirgin girl
getinng deflorationWonderr wwoman adult costumeEffects on teewn loveKira knishtley nudeChhubby checkeer missingCunnilkingus tchniques videosNudde modes sexx picsBrunetfte porn freeTwo
women spanking man femdomBikinii pictures malibuHentai mmom son sexEroti lingerie
paypalBladkmoon cathryn harriszon titsPictures of seex positions and fuckingJaelynn ffox cumshot surpriseLivee sstreaming ssex channelsTrifks wwith a thumb tipSexual harrasement defination oreon oarsPhoto off naked men and womanLooni anderson sexy picsBisexuasl ggay if
man tellAdult find free friendPuzhing bboob togetherGuys fuckingg fruitBig tits
boss holly halston torrentBudhist tmple sexCourteney cox
sexx videoGay married mens associationNaked nide peeinng sexiNoon nude teen models
topp 100Lakke bogtom imagingThhe bropthers mcmyllin nude scenesReality kings blonde and sexyGayy coupple halloweenHardcore teen asianMeeet
on mysspace ffor sexGayy kissing lovfe storiesWoman’s masturbation storiesLa gay aand
lrsbian centerCoco austin nude freeMovies
of femnale masturbationFemdolm grannyAbusive sex galleriesPatrichia arajo fuckingHott teen poopAsiaqn scenhe hhair girlsAccommodation busindss
florence in pleasure visitorAnal directory indxex parent sexEyye
rolling orgas videoTitt tiit moviesFree horny housewite movi xxxTooo young amateur sexStars filmed fuckingLove’n licks puppyFree blacdk pussy vidoesRichmond girls nakedExtrme fucking videoAnime frewe sexyLuex strkped cardigan tthe limitedAmateur free pic swingerMichelle
marsdh lesbian1900 s asian womjen discriminationThee sheperd
program’s 12 werek sexualSooft porn storiesBreawt zknal anatomyGayy baar sunewe daytimeDafryl edwards tuge iinterracial jessicaBenton test facial
recognition manualJr ten contests nudeRussian amatedur adult videosPorrn manhunters
oon rapidshare
Barre bottom hairbrushCann ejaculation cause women tto orgasmBlack hoot pon teenKatyy ideland asijan enchantmentCollegg sex
partysWhute mmen fucking asianClaire meesk xxxPolish female bikini modelsThixk black girls with real titsElderrly
people sexx videosFairy in foreest hentaiHow too treat
vaginal drinessYoung wife photo nakedOpening addult foster homes iin alTieed upp
inn pantghose fantasyBesst eroitic femazle masturbation storiesErotioc shortt stories parrt 2Escorts
973 592 8095Haall of ffame ridong mopms fuckFreee aujt nephhew erotic sex archivesSexy news girlsDennhis leary mery
fucking christmasEscort male mnTube kitty bdsmBdsm hogtied movieTeeen girl tight shortsFreee virgijn fuckingColesce lingerieJwoow picrures nudeVintaage jacket forumNonn cancerous cells
inn vaginaHermafrodita pornoBest shaved picsStripper halpy birthday commentLonmdon blck pornDickk hared man oldAsian sexy beautiies imageKof 2003 hentai griffonNudist
personal web pageNew sexuwl posittions forr making loveCum inn their mouthsStrippers annd
hustlers ballFind erotic massage parlorsGirl ordinay tgpFcial spa bostonPussyy medsa arizonaFree motherrs waqnt sex pixAdullt dosage forr kaopectateSexx talok allas lsa cruiseMuscular irl tits neetha shetty nude Outdoor public ssex on swing
setPorn hairyy videoBrzzilian gayy penisErotic adventures of dickan and throbbinNaked afghan womanPeenis foreskin pumpingSmooth nake buttsNakoed piccs
of girlsInformation on vintage mmexican silverFree series xxxx picturesDiagram off the femake
seex organsHoww too lesseon a facial bruiseCardif massage escortShhe likes the cockGullbis in bikiniFree movie
ssex storyPleasure vaginalThe bewitched softchore pornMasturbation helpersNaked
tesn girl photosBreast gynecomastiaAsian demographic vancouverRoobert gregkry sexPregnant labr sexButt expansion pornImages exercise older adultsJamie
hyneman bbob hoskins nude photosFamilyy gguy lois pon videosNude kellly kellyIn movike porn wwho
wife workAsshli oriaan bondageGiirl cocking on ccum penisLoss off virginity bloodReal world giirls nuhde ashley lindleyCuum etish momsSexy women of tvVintage weianmd intake manifoldsSexy adjectves stareting with jPleasure isxlands
3Verry large sex toysPantyhose matures frese moviesMk3
esfort cabrioletGermqn word for slutKilled milwaukee teenSexxy ligerie models teensHorney mature colege teachersFreee ssex porn movie clipStreiped and metallic aand fabricAature teen porn moviesNude spors gymnasticsSluut
haremBall comic drago hentaiVideos of ogs ad weman sexPhotograph sexy womanGay circuit musicSeex offeder preogram at lakeland
njGoood luck chuck nakedFrree celeb sexx scenes tapesFemae escort parkersburg wvKarrena kapoor bikiniLesbikan first tume ssex vidEliaabeth beane nudeKristen archives/first time
sexMarlie annd haiti annd fcial deformatiesPiillow latexI
want mmy fucking moneySuccesssful midgetsEroticc slave
chatWiizard of iid comijc stripp archivesYou like to fuck babyheads yyou likke to
fuckTeeen porn sister brotherFuced in the ass videoBikini
party sexy20 off dicms sporting goodsAll internal review
soerm swapSex offenders inn statesborto gaSeex fre movie homemadeCouplpes with teens pornQuaddants andd viwws of the breastAsia massage parlorrs revikews byy locatrionRelacoes sexTeeen with epty
nest synromeMalle incretion sexx toyBoots fuck videoMenstration while bbreast feedingHaiirs off penisNinna sexPregnant women pic nudePissing foreskinIfa sex videoUpskirt ppanty jpgHott cchick playin wiith titsMaan having sex wth selfLeeanna sscott nde
galleriesFemdom spigting pissing slappingMy firsst ssex teacher cynthia18 gayy stokries first timeCan yoou bee in lovve with no
sexChheap asss futon slip coverrs onlyFoox nees nude reporterFlexxible bikiniBig cocck jerkoffSophie mopne fuckBang bros lesbianSecrt amateur video links directoryBellinghjam wwa
strip clubInsane irty nauvhty pon picsFrree tasteful
lesbian videosEscorts inn akronCummy sexSonja red
hardcoreTgirll escorts phillyMarure buttholesSame sex parening prosTeeen seduched in office free videoKatyia
sexPill seex driveNakked eika eleniakk picsAdilt female free pic pornLomng lesbjan moviesDroid x to thummb driveBdsm
sex fuck frree storyHerbedt hooover gayFrree nakmed booty shakn videosMoms party
hard aked picsFrree gay college pornSuzzy bllack sexy feetFrree interracal hardcore
picsGay tony romoOf onstant sorrow soggy boottom boysMale beast tenderAdult birtthday cartoonsRetr
sweater tgpGolden triangle erotic reviewsDruhnk lessbian girlfriendHoow do wemen hhave sexCum outt myy noseShemale upskirtt
tubeSexx scehes on good luck chuckFrree asawin gangbang tubesTv stars compleately nudeGaallery pregnant teenThe pussy cat olls hotFreee amateur
housewife picturesNudee daniel radcliftfe annd equusBeac party pornAmmy the
ass lickerGm video mexico brach orgyStripper cloothing inn portlad meBabes gettiing fucked frese pon vids
Spewrm shos videeo compilationVidxeos oof blpack naked girlsTaan girl fuckedStrapon pantyhose lesbiansWords foor fuckingCracked
s60 adult gakes videosGold gay djapers hostingTrahsgender blenderNaked nudce
frde photps womenLiily thaii mvie xxxVagiba shave anys spreawd enemaa catheterHazzarrd
gay boyfriendVirgin off guadalupe stickersFreee ebonyy maturee pornSeexy scenes from
ma merePorn ube pissy fingerF a trannyKaren plays glass dikldo zipp setsTokie oma matureCatholic sex andd toysTeen behavioirial issues3d viww off sexYour mass inn myy asss dvdBible back sexx clipsResident eil 5 is gayInternagional sexy ladies nudeSuioted sexFree
ebony teen fuckBeach bikihi swim thog wearCancel virin mobile phone
serviceJohjs hopkins teen summerVintage aiir gunsFort campbell amateur radioBald latin pussy picturesLesbian anal pison far strip searchAmateurr
gguy hotAdult dentitioon ageI aiknt trying tto fuuck youu
manSpanish sex movieAsikan maxmjan capsule 2Atk
haiiry cinddy peachyforumAdult moviee awaard las vegasCorrction department iillinois offeder sexGirlfrind
nude viodeos secretArnold aeea legal sex partnersThe met aart babes thumbsAdult video bookstores clrksburg wvNudee
pichtures from lowell miWhyy does vagina smellFreee videeo clips boys fuckig
sexo en el bano Suck a
clitProfessors studyikng asian skion in australiaYouung teen tubee videoDicks resturant los aneles caStreaming porn grandad gets
rimjobShoould wee strip himAsijan donkey sexBig free downloadable
porn moviesLingeerie for ffull sizae modelsVinttage fur cots for
saleMax hardcokre mpegsOder adult folm doin’ tthe roundsDesventaja ddel matrimomio homosexualBigg black dicks fucking
hairy pussySex teacher mrss edenNuude femle wrestling moviePain at botom oof uterusDildo
sexy womanNuude pictures oof my wifeMs peachtre assCollkege masturebation frequencyBbw
d titsPoorn and maijuanaFreee milf piic galleryEscorft bankok thailandWiie
leve ich pernis katheterAverage size vaginaMale electric orgasmXrqted
adulot gamesVoyeur bathtubGirll strips naaked videoGooat sex comBlack duckk with
white girlls sexNude ex-girlfriend picturesVintage stocking clipsTipps
foor strippersVintage french beadsPenis site forr girlsHuge vintage dexter cleaverErotica riceSymptoms off mrsa iin the vaginaBlack meen fucking videosBllack gay bars in atlanta gaFaqq crooked penisGay menn galoreSmokey
bewr sexReadd hindi book in ssex storyHot gaping assPhornix community teesn tehnis leagueReally oldd
granny seex moviesShemale nitvanaShoprts seex vidsDr.
Peter raaphael + faciql feminbization surgeryFreee sexx pofn orgyNicknaames for a redheadKaiserslutern erros
housesAtkk hiry and naturl alexandraPorrn celebrity mobileVintge bottles aand jas froim germanyDrrug enhanceement female sexualSquirting
bukkakes tubeBikini sttring slidetPeniis erection mriDog
slasve twinkWicker park seex sceneGirels ance party pornTeen daughter creampieFreee porn assChinese
sexx slavesAdulpt internet tv videosMattt hugbhes
fuckms yojng girlBailky teenReal danciing penisGayy
bazrs in rinidad tobagoLegal sex camsCuum hot siteCircus freak sexFashion movfie sexy sceneYoga with sexyal contortionsShemales with big cocfks vidsAnaal baxterCandry cotton xxx emailFree bautiful tit galleriesLive ame xxxRodne moopre cumCardoo srip classAmateur homemade womanNude sport
mishapsGayy bars in kitzbhuelMaking cli clipTeens firstt carBaldd heawd womken nakedBreast implant iin platinumSeex vidsvidsvidsTwo ofdficers sex in ppatrol carYout amateurOrlando ffl gay orgyGeil porno
seksSexxy emo gaay deepthroating huge cockDaddy fuucks my frendsVirgin oof the rockMy
mother gave me a blowjobTeebs like iit big galleriesSexx wth salmaAdult tea party dressWhat causess irchy penis tipTricks wih wemens pussyHydrogen perioxide vagibal infectionPicftures of tara reid nakedDomination ideasWearing heels nakedEarlyy european seex practicesGuoo jingjing assBisexual marrried womanVintage cannistfer setsAsian escortss
sww londonNude beachhs iin californiaNudde woman psychoLaas mmap
motel strip vegasUnder 18 sluts shemaleHott sian bqbe camRestoring vvintage bikesGay nude
male bearsPorrn ttube reviewsBeet ree pornPics of kimm kardashians assVidxeos off
jazil bakt teen girlsChheap dvd polrn storeAberdeen sian compqny nvestment smaller trustSkislope breastsWett or bald pussyHot
tteen jizz on faceSf bay adultIaan lee virginNew porn sitee reviewsSmall pricate upscaoe swinging vacationhs for couplesBrowwn boot pornFreee ssex vstoriesTeener pussy1sex
pictuee tgpFreee nude pantyhowe skank picsThumbnail teen pornAsiann pacific americzn federationCelebrity
nudes frokm thee 1950sRachel weisz seex metacafeSex girls bending
overBlack beaties naked sexWho hass swiinger videosStrip teease outfitTeeen girl mastturbates
with a vibrator
After examine a number of of the weblog posts on your website now, and I really like your manner of blogging. I bookmarked it to my bookmark website list and might be checking back soon. Pls take a look at my site as well and let me know what you think.
Hi this is somewhat of off topic but I was wondering if blogs use WYSIWYG editors or if you have to manually code with HTML. I’m starting a blog soon but have no coding expertise so I wanted to get advice from someone with experience. Any help would be enormously appreciated!
It is best to participate in a contest for among the finest blogs on the web. I’ll recommend this website!
Wow, fantastic blog format! How long have you ever been running a blog for? you made running a blog look easy. The total glance of your web site is excellent, as neatly as the content material!
I really like your blog.. very nice colors & theme. Did you design this website yourself or did you hire someone to do it for you? Plz respond as I’m looking to construct my own blog and would like to know where u got this from. appreciate it
Almanya’nın en iyi medyumu haluk hoca sayesinde sizlerde güven içerisinde çalışmalar yaptırabilirsiniz, 40 yıllık uzmanlık ve tecrübesi ile sizlere en iyi medyumluk hizmeti sunuyoruz.
Admiring the time and energy you put into your website and in depth information you provide. It’s nice to come across a blog every once in a while that isn’t the same outdated rehashed material. Fantastic read! I’ve saved your site and I’m including your RSS feeds to my Google account.
Howdy! Do you know if they make any plugins to protect against hackers?
I’m kinda paranoid about losing everything I’ve worked
hard on. Any tips?
my web page … vpn code 2024
Simply desire to say your article is as astounding. The
clearness on your put up is just spectacular and that i could suppose you are knowledgeable on this subject.
Fine with your permission let me to grasp your RSS feed to stay up to date with impending post.
Thanks a million and please continue the gratifying work.
Take a look at my web site :: vpn coupon 2024
I just like the valuable information you provide in your articles.
I will bookmark your weblog and take a look at once more right here frequently.
I’m somewhat sure I’ll learn plenty of new stuff right here!
Good luck for the next!
my page … vpn special coupon
Hey! Quick question that’s totally off topic. Do you know how to make your site mobile friendly?
My web site looks weird when viewing from my iphone
4. I’m trying to find a template or plugin that might be able to fix this problem.
If you have any suggestions, please share. Appreciate it!
Also visit my web blog … vpn special coupon
Pretty element of content. I just stumbled upon your site
and in accession capital to assert that I acquire in fact loved account your
blog posts. Anyway I will be subscribing in your
augment and even I fulfillment you get entry to persistently quickly.
Here is my blog … vpn coupon code 2024
We are a group of volunteers and starting a new scheme in our community.
Your web site provided us with valuable information to work
on. You have done a formidable job and our whole community will be
thankful to you.
Here is my site … vpn code 2024
Everyone loves what you guys are up too. Such
clever work and coverage! Keep up the superb works guys I’ve added you guys to blogroll.
Look into my web site: vpn special coupon
After I initially left a comment I appear to have clicked on the -Notify me when new comments are added- checkbox and from now on each time a comment is
added I get four emails with the same comment. There has to be an easy
method you can remove me from that service? Many thanks!
my web site … vpn code 2024
Hi, after reading this awesome piece of writing i am as well glad facebook vs eharmony to find love online share my know-how
here with mates.
I needed to thank you for this fantastic read!!
I certainly enjoyed every bit of it. I have you book marked to check out new
stuff you post…
Here is my webpage: eharmony special coupon code 2024
Have you ever thought about publishing an ebook or guest authoring on other sites?
I have a blog centered on the same information you discuss and would really like to have you share some stories/information. I know my visitors would value your work.
If you’re even remotely interested, feel free to send me an e-mail.
My blog: nordvpn special coupon code
I knkw this iif off ttopic but I’m llooking into starting mmy own bllog and was wondering whatt alll iss rrequired to get sett up?
I’m assuing having a blpg loke yours would coxt a pregty penny?
I’m noot very web smjart sso I’m nott 100% certain. Anyy recommendations or advikce would bbe greatly appreciated.
Kudos
I doo nott eve know thhe wayy I stoppedd up right here,
howevver I asssumed thiks publiosh used to be good.
I doo nott realiae who yyou are however certainly you’re going tto a famous blogger shoould you are
noot already. Cheers!
Howdy! Do yyou know if they make anyy plugins to help with Search
Engine Optimization? I’m trying tto get myy blog tto rank for some targeted keywords bbut I’m
not seeing veryy goood success. If yoou kno oof anny please share.
Thanks!
I’ll immediately takie hold oof your rrss feed ass I caan not find
your e-mail subscription hyperlink orr newsletter service.
Do yoou hwve any? Pleqse alloow me recognize
iin ordeer that I maay subscribe. Thanks.
Spot oon ith thiks write-up, I absolutely tink thios amazing sife needcs
a lot more attention. I’ll probably bbe back again to ssee more, thans
forr thee advice!
Your point of view caught my eye and was very interesting. Thanks. I have a question for you.
Your article helped me a lot, is there any more related content? Thanks!
Nice
當談到運動鞋領域的經典款式時,Nike 阿甘鞋無疑是永恒的時尚代表之壹。 nike cortez哪裡買最便宜
作為時尚界的經典品牌,Celine 在高端手袋與配飾領域中占有重要地位。celine哪裡買最便宜
DW(Daniel Wellington)手錶,以其簡約而不失精致的設計、卓越的品質以及親民的價格,成為了許多人的心頭好。dw 手錶哪裡買最便宜?
the Best Vape Shopvape shop
AAPE 短袖:潮流與個性的時尚宣言 bape
Your article helped me a lot, is there any more related content? Thanks!