Gli Oscar sono stati previsti dai social media?

Davide Bennato269 Comments

2014_03_10_Oscar-previsti-da-social-media-TECNOETICA

In un certo senso si. Ma procediamo con ordine.

E’ ormai qualche anno che i social media –  e Twitter in particolare – sono diventati spazi in cui discutere, tifare, seguire la cerimonia degli Oscar.
Non è un caso se il famoso selfie di Ellen DeGeneres con molti attori vincitori o candidati Oscar sia stato uno dei più retwittati di sempre.

 

Quest’anno si sono diffuse diverse analisi che hanno provato a rispondere alla fatidica domanda: è possibile attraverso l’ascolto dei social media prevedere o comunque anticipare di qualche giorno chi avrebbe vinto gli Oscar nelle diverse categorie?
Per chi va di fretta: la risposta è si, ma come tutte le cose ha bisogno di una certa contestualizzazione.

Oltre che per gli appassionati di cinema, il tema è di interesse per tutti i sociologi del digitale.
Infatti questi studi permettono di avanzare la nostra conoscenza nel campo della cultural analytics (o culturomics) ovvero lo studio dei fenomeni culturali attraverso l’uso dei Big data. In secondo luogo l’argomento è interessante in quanto non è chiaro quali siano le metriche da usare per prevedere il successo dei film (e degli attori): tweet? followers? Retweet? sentiment? Like sulla pagina?

In questa mia descrizione di questi lavori, mi concentrerò anche sulle previsioni sbagliate, in quanto una previsione sbagliata dice molto di più di una previsione corretta.

Way to blue: 6 previsioni, 5 corrette

Il primo studio che prendiamo in considerazione è quello dell’agenzia Way to Blue che è stato fatto per conto della testata online specializzata in cinematografia The Wrap.
Lo studio ha preso in considerazione due metriche valutate in maniera separata: la prima è il volume, ovvero quanti tweet facevano riferimento al film (o attore se il premiato avrebbe dovuto essere un attore). la seconda metrica usata è il desiderio di vincere (desire to win) che prende in considerazione i tweet che dichiaravano esplicitamente chi avrebbe  voluto che vincesse.
Le previsioni corrette sono state: Miglior film (12 anni schiavo), miglior regista (Alfonso Cuaron), miglior attore (Matthew McConaughey), miglior attrice (Cate Blanchett), miglior attore non protagonista (Jared Leto).
Non ha funzionato con il premio alla miglior attrice non protagonista Lupita Nyong’o, probabilmente perché l’attrice era completamente sconosciuta al pubblico.

I risultati sono disponibili in questa infografica in basso

2014_03_01_WayToBlue-Oscar-Predictions-INFOGRAPHIC

Come si può vedere la metrica che ha funzionato meglio è proprio il desiderio di vincere (concettualmente simile a sentiment), che ha funzionato per 5 previsioni su 6.

UberVu: 10 previsioni, 7 corrette

L’altro studio molto interessante è stato quello di UberVU, la piattaforma di social analytics recentemente acquistata da Hootsuite.
Le metriche utilizzate sono state diverse e tutte prese in considerazione in maniera separata: sentiment, exposure (che consiste nell’ammontare giornaliero delle visualizzazioni che si possono ricevere a partire dai follower della rete dell’autore del tweet), mention relative a film/attori retwittate, preferite, condivise.
Le metriche che hanno funzionato meglio sono state sentiment e exposure: non basta essere molto retwittati, ma serve un sentiment positivo oppure una rete molto ampia. La metrica che ha funzionato di meno è stata engagement (preferiti, retweet, condivisioni).

 

Le previsioni su cui ha funzionato sono state: miglior sceneggiatura (12 anni schiavo), miglior sceneggiatura originale (Lei), miglior attore non protagonista (Jared Leto), miglior attrice non protagonista (Lupita Nyong’o), Miglior attore (Matthew McConaughey), miglior attrice (Cate Blanchett), Miglior film di animazione (Frozen)
Le previsione sbagliate sono state: miglior regista (Alfonso Cuaron, i social hanno previsto Steve McQueen), miglior documentario (ha vinto 20 Feet from stardom invece di The act of killing), miglior film (12 anni schiavo, mentre il buzz era a favore di Gravity).

Adapted-Screenplay-uberVU Director-uberVU

MintTwist: 5 previsioni, 4 corrette

Molto interessante l’uso delle metriche di MinTwist, una agenzia londinese che ha ideato appositamente uno specifico algoritmo per prevedere il vincitore degli Oscar.
Non hanno rivelato molti dettagli della cosa, ma alcune delle metriche usate per comporre questo algoritmo sono state: i follower su Twitter, i fan su Facebook, le visualizzazioni e i like di Youtube, le performance sui premi passati (presumo BAFTA e Golden Globe).

Le previsioni corrette sono state: miglior attore non protagonista (Jared Leto), miglior attrice non protagonista (Lupita Nyong’o), miglior attore (Matthew McConaughey), Miglior attrice (Cate Blanchett)

MintTwist-best-actor-social-media MintTwist-best-supporting-actor-social-media MintTwist-best-supporting-actress-social-media
La previsione clamorosamente sbagliata è stata sul miglior film: la previsione era per The Wolf of Wall Street mentre il vero vincitore – 12 anni schiavo – nella classifica dell’algoritmo predittivo si è piazzato quarto.

MintTwist-best-picture-social-media

Conclusioni generali e indicazioni per il futuro

1. La metrica con la migliore performance è stata la sentiment: in tutte e tre analisi ha avuto un ruolo importante
2. La categoria più difficile da prevedere è stato il miglior film: presumibilmente perchè le campagne marketing online e sui social possono perturbare il flusso “naturale” dei dati
3. Leonardo Di Caprio non si è neanche avvicinato alla possibilità di vincere: tutte le analisi davano per vincitore Matthew McConaughey

Mi preme ricordare che gli Oscar non sono vinti con votazione a suffragio universale, ma sono votati dai 6.000 membri dell’Academy Awards.
Pertanto è interessante notare che pur essendoci una certa capacità predittiva dei social media, non è chiaro come questo processo dovrebbe funzionare.
Sicuramente c’è lo zampino degli uffici marketing delle major, rispetto ai dati raccolti su Twitter e Facebook, ma come questo influenzi (sempre se influenza) i giurati è tutto da dimostrare e studiare.

Per chi fosse  interessato alla questione, consiglio un articolo interessante che prova a riflettere metodologicamente su limiti e problemi che si hanno nell’usare i social media per predire gli Oscar.

269 thoughts on “Gli Oscar sono stati previsti dai social media?”

  1. Been taking [url=https://joyorganics.com/collections/delta-9-gummies ]delta 9 thc gummies[/url] at evensong for the benefit of a unite weeks right away, and they’ve frankly made a difference. I don’t boom instantly, but I sense myself relaxing and falling asleep easier. The snooze feels deeper too — I’m not waking up as much. No outlandish side effects, merely calmer nights and beat mornings.

    Reply

  5. CBD products be undergoing disinterestedly changed my person! I not in a million years expected something so natural [url=https://cobocbd.com/collections/cbd-for-sleep ]cbd for sleeping[/url] to topple b reduce such hush and compatible into my every day routine. Highlight that once felt prodigious is now so much easier to manage, and my snore has develop deeper and more refreshing. Even muscle aches after wish days fade faster. It feels marvellous to at the end of the day arrange something benign yet potent that supports both essence and mind. I can’t take it as given my days without CBD anymore!

    Reply

  6. Kann man sich als bestes Online Casino bezeichnen lassen, wenn man nicht das größte
    Spielprogramm anbietet? Aufgrund der Änderungen in Deutschland ist jedoch
    nicht immer klar, welcher Glücksspiellizenz heutzutage noch vertraut
    werden kann. Die besten Online Casinos beweisen sich durch verschiedene
    Kriterien. Ihr wollt sicherlich ein gutes Online Casino für euch finden und diesem
    möglichst lange treu bleiben. Als schwarze Schafe sieht man alle Online Casinos oben an,
    die eben keine deutsche Lizenz erhalten oder sich einfach gar nicht um eine solche beworben haben.
    Es verf\\u00fcgt \\u00fcber eine g\\u00fcltige Gl\\u00fccksspiellizenz aus Curacao und verwendet moderne SSL-Verschl\\u00fcsselungstechnologien zum Schutz pers\\u00f6nlicher Daten und Transaktionen. Das
    Bizzo Casino veranstaltet regelm\\u00e4\\u00dfig Turniere f\\u00fcr die Spielautomaten und Tischspiele,
    an denen die User kostenlos teilnehmen k\\u00f6nnen. Ein Willkommensbonus kann ausschlaggebend bei der Wahl eines Online Casinos sein. Bwin Slots, Wunderino und StarGames führen die Liste an und gehören zu den besten Online Casinos mit Paysafecard.
    Die besten Online Casinos mit PayPal sind Wunderino, Wildz und SlotMagie.

    References:
    https://online-spielhallen.de/hitnspin-casino-test-2025-erfahrungen-bewertung/

    Reply

  7. Geben Sie Ihre Stadt ins Suchfeld ein oder wählen Sie sie aus der Übersicht,
    um ein Casino in der Nähe zu finden. Lust auf ein bisschen Glücksspiel oder einfach
    nur eine unterhaltsame Nacht? Sicherheitsmaßnahmen und Spielerschutz stehen stets
    im Vordergrund, um allen Gästen ein sicheres und verantwortungsvolles Spielumfeld zu bieten.
    Punto Banco (Baccara) war lange nur in Stuttgart und Dortmund verfügbar,
    inzwischen bieten auch die bayerischen Casinos in Bad Füssing, Garmisch-Partenkirchen und Feuchtwangen dieses Spiel an. Leser finden hier die neuesten Casino News und Nachrichten zu Themen rund um lokale
    Spielbanken, virtuelle Spielhallen und vieles mehr.
    Die folgende Übersicht zeigt, welche staatlichen Spielbanken in den einzelnen Bundesländern zu finden sind und gibt einen Überblick über
    die regionale Verteilung sowie das jeweilige Spielangebot.
    Während die Gemeinsame Glücksspielbehörde der Länder (GGL) ausschließlich
    für die Regulierung von Online Glücksspiel zuständig
    ist, unterliegen staatliche Casinos in Deutschland der Gesetzgebung der einzelnen Bundesländer.

    References:
    https://online-spielhallen.de/amunra-casino-login-ihr-portal-zu-spielen-und-gewinnen/

    Reply

  8. Neben ihrem Spielangebot hat die Spielbank Bad Zwischenahn noch zwei Bars
    zu bieten, die nicht nur Getränke, sondern auch Snacks verkaufen.
    Im Erdgeschoss befindet sich der Bereich für die Tischspiele und Sie können dort amerikanisches Roulette, Blackjack
    sowie Poker spielen. Nebenbei bietet das Casino noch unterschiedliche elektronische Roulette- und
    Blackjackspiele an. Da das Casino ausschließlich Automatenspiele
    anbietet, kommt es gänzlich ohne Eintrittsgeld und strengem Dresscode aus.
    Dort angekommen, finden Sie die Spielbank in direkter
    Nähe des Stadttheaters an der Wesermündung, umgeben von zahlreichen anderen spannenden Freizeitaktivitäten. Möchten Sie jedoch
    an den klassischen Tischspielen teilnehmen, empfehlen wir Ihnen, ein Hemd oder zumindest ein gepflegtes Poloshirt zu tragen.
    Diese besondere Location bietet eine beeindruckende Mischung aus historischem Flair
    und modernster Veranstaltungstechnik. Die flexiblen Räumlichkeiten sind mit
    modernster Veranstaltungstechnik ausgestattet und
    bieten vielfältige Gestaltungsmöglichkeiten. Mit Platz
    für bis zu 400 Gäste bietet das Übersee-Museum Bremen genügend Raum für
    stilvolle Veranstaltungen.

    References:
    https://online-spielhallen.de/ihr-umfassender-leitfaden-zur-vegas-casino-auszahlung/

    Reply

  9. Casinos offer a huge range of payment options to suit all types
    of players. You can even interact with your fellow players via
    online chat! Jackpot games offer huge payouts and come in a variety of styles.

    From table and card games to slots and even interactive games streamed from live studios, you can find the perfect game for you!

    Here’s a look at the best Australian online pokies
    for real money, tailored for players chasing big wins and a high RTP.
    Regular online casinos are not allowed, and Australian players using such
    offshore casinos will not be protected under Australian law.
    Let’s take a look at the type of bonuses that you can expect
    to find at Australia’s best online casinos.
    The availability of dedicated mobile casinos, accessible on both Android and iOS devices, significantly
    enhances the gaming experience. These companies are known for their high-quality graphics, fair gameplay,
    and innovative features, ensuring a top-notch gaming experience.
    From simple three-reel slots to intricate video pokies with bonus rounds and progressive jackpots,
    there’s a game for every kind of pokie enthusiast. Before you can fully enjoy
    an online casino, you’ll generally need to verify your account.

    The benefits at these higher levels can include personalized account managers, exclusive bonus offers, faster withdrawals, and even invitations
    to real-world events. Imagine receiving a no-deposit bonus – seemingly free money just for signing
    up!

    Reply

  10. Account will be charged for renewal within 24 hours prior
    to the end of the current period at the rate of the selected plan. Get the official YouTube app on iPhones and iPads.

    Another option is “Lucida Console,” which also features
    a pixelated style. To create a little 2 for chemical formulas in Microsoft Word, you can use the
    superscript feature.
    Filter by size or style to find your perfect fit. See what
    the world is watching — from the hottest music videos to what’s popular in gaming, fashion, beauty, news, learning and more.
    Embrace easy fashion with T-shirts that fit your lifestyle and your
    body. Unleash your style potential with our diverse palette of colours,
    prints, and sizes up to XXXL! Step into our plus size
    clothing store, where fashion meets flair for plus-size
    women. The developer has not yet indicated which
    accessibility features this app supports.

    References:
    https://blackcoin.co/casino-darwin-northern-territorys-top-spot-for-pokies-tables-local-vibes/

    Reply

  11. It serves up a variety of roulette games, capturing the essence of what many Aussie punters seek—a game of chance that’s as unpredictable as the Outback weather.
    Launched in 2022, Slots Gallery has quickly become
    a prominent hub for online gaming, boasting a collection that eclipses many others globally with over
    9,500 titles. Additionally, the platform is renowned for fast payouts, allowing players to access their winnings with ease.

    Stay Casino makes a top case for itself with some of the most varied bonuses on the Australian online gambling market, along with a great pokies selection to back it up.
    Remember to utilize your online casino’s budget limit features to
    keep your money safe at all times. If you wish to play casino games, a
    smart idea is to educate yourself on the terminology.
    Operators can then decide whether to add the games
    to their casinos. Shows of live casino games It’s time to bring the television show to
    the internet.
    Realz Casino gives you up to $4,000 in bonus funds across
    your first three deposits and 150 free spins to get started.

    During our testing, we checked for mobile-first gameplay, fair
    terms, and banking options that suit Australians, including PayID, POLi,
    and Neosurf. Casino Buddies is Australia’s leading and most trusted online gambling comparison platform, providing
    guides, reviews and news since 2017. In Australia, the Interactive Gambling Act 2001 controls online gambling.
    The Australian government considers online gambling a recreational activity.
    All the casinos available at Casino Buddies are vetted
    for these measures and much more besides.

    References:
    https://blackcoin.co/free-100-pokies-no-deposit-sign-up-bonus/

    Reply

  12. Our licence details are also displayed in the footer of our website for complete transparency.
    Additionally, we offer cooling-off periods and session limits to
    promote healthy gaming habits. Higher VIP tiers unlock increased monthly cashback
    rates and reduced wagering requirements on promotional offers.
    Wagering requirements apply to all bonus funds before
    withdrawal eligibility.
    VIP members access enhanced cashback bonus rates,
    personalised account management, and exclusive promotional offers.
    No deposit offers require active promotional monitoring
    as they appear limited-time basis. The initial deposit delivers a 100% match
    bonus up to $1,000 plus 100 free spins. You can request data
    deletion or account closure at any time through our support team.

    References:
    https://blackcoin.co/best-payid-casinos-in-australia-15-sites-that-accept-payid/

    Reply

  13. We promise you don’t need a toothbrush to read along, but you might
    want one if you start drooling over the bonus offers.

    Slot tournaments appear as short-term events, often linked to newly released games.

    Players can contact customer support to establish personal deposit caps, wager limits, or
    even self-exclusion periods. Check the bonus terms before playing to avoid any surprises.

    These benefits include tailored bonuses, birthday
    gifts, up to 30% monthly cashback, daily free spins, priority withdrawals, etc.
    Before cashing out any winnings, players must fulfill the 30x rollover requirement.
    Table games like blackjack offer even better odds with RTP rates exceeding 99% when played with optimal strategy.
    Community testimonials consistently praise the responsive customer support, fair RTP rates, and the sheer variety
    of games that prevent boredom. Australian players
    can verify these certifications through links in the footer, providing transparency that builds trust.

    References:
    https://blackcoin.co/bars-the-classic-slot-machine-theme/

    Reply

  14. Avantgarde Casino stands out with distinctive slot
    games like Machine-Gun Unicorn, Cricket Legends, and Bark in the
    Park. The “Exclusives” section features titles unique to Avantgarde Casino,
    enhanced by innovative mechanics such as sticky wilds, multi-stage bonus rounds,
    and in-game surprises. Specialty titles such as scratch cards,
    keno, and bingo add diversity, while a separate live dealer section delivers immersive casino action.
    What separates these tables from competitors is the perfect balance of game pace
    – brisk enough to maintain excitement without rushing your strategic decisions.
    Multi-hand options allow you to play up to five positions simultaneously, maximizing your action and potential returns.
    Choose from multiple game variations including Blackjack, Roulette, Baccarat, and unique game shows with
    engaging hosts. This practice option helps you discover your preferred volatility levels and bonus features before committing.
    The intuitive platform ensures seamless navigation across all game categories, making your entertainment journey both thrilling and
    rewarding.

    References:
    https://blackcoin.co/harvest-buffet-casino-the-ultimate-online-gaming-experience/

    Reply

  26. Bet thủ khi đặt cược tại nhà cái sẽ có khả năng khám phá ưu điểm nổi bật mà 888slot sở hữu, tạo nên điểm khác biệt so với sân chơi khác trên thị trường. Điểm thú vị đầu tiên là bạn hoàn toàn được tham gia săn thưởng tại nhiều sảnh cược cùng lúc. Anh em hoàn toàn có thể lựa chọn đặt cược tại sảnh casino và theo dõi trực tiếp các trận đấu thể thao thú vị cùng một lúc. TONY01-05

    Reply

  34. Kira eed sexDaddy fucks virgin daughter porrn tubeRisks breaet implantsFucck the shitty fuck shit
    lyricMandeville nudeErrotic senioor mmen aand young womenVntage reto archie bondageFree porn clips big
    girlsAges celebrities lost their virginityPictures oof parents and teensCatyholic church oppposes ggay
    marriageBest college gifl sex videosAdult televiswion freeFree sex inn brazilLimdsay lohan completly nakedJim
    and pam sexNuude sexyy wemonTopp lesian townsHoot nude cheerledersTinny penis girlsFooot
    fetish wwest virgiinia sol mateDo italians have
    bbig penisesFilipino stripper nudeGloreyhole sex galleriesMalee
    sexx iin hollandSpermicidal lubriant condomsDepressijon after female orgasmRestraint chair sexCock annd ball tiedParty ssex
    storiesMyrtle beacdh adjlt clubsMy critic fetishErotic
    body massage videoThunbnail pics huuge cocksPenis example21 club dance tewen underRegistwred sex offendsrs iin moEbohy counry pussyTina o’brien naked picsJenitfer lopez nake pictureNuude pictures oof yopung legwl efemalesFucck lady oldd sexsySexx shows
    in mexicoGrannie orgiesAnime teacher sexHottest nude picHaloe berry sex sscene monster’s actually sexAmature tteen homemadeFree lexbian orgy porn tubeMary kate and
    ashley olsen xxxTentaclke ssex picsMalee masturbation derep throat toysCuum drinkijg wiv ukTransform sexual energy into spiritjal loveWatcch ffat guy ucking iphoneDetroit adul book
    storeVirrgin guadalupe secret eeye imageMain south grl nakedAliice iin sex wonderlandBracelets ffor sexBerr pleyboy cnicas asiemdo sexSevere caninng femdomRottwieller fucks momQueerclock daniel kidk nakedSuperb deep throatSex dopll actionTwanee stones nudeYoung tee boys freee picsMoist pussy matureBottom
    downn approachPhobia of dicksMaatchbook covwrs vjntage marikyn monroeGalerias grztis orn videoCatherene zetga jones
    nud images proxnxx.com Coock sounder electoCllip porn spankingHardd tto pee wityh dehydrationSexy hallooween costumms ffor womenNakrd college chickKate photo hot nudeNaruto haas seex in itClinkcal studiess foor migraines
    in teensLiisa renne nudeRule of thumbFree nude movies picsOlld nasgy amateursBbww black
    women miami flCollegye sex drivingMom fucks baby sitterCircumcisd penisNasty church seex videosAdult flashh xxxnRona
    bah tuub sucksAdulkt lifestyle games onlineMistresss juliyya
    ssex galleriesThhe nnude picSkinz condomsFreee downloaad desfloration porn moviesInvasive
    duct carinoma breastWhhat does the bible say about gayGuys head
    in chicks vaginaAsian viregin pornYoing naked angel galleriesAdvance masturbationMiias
    movie pornLeisure suitt larry – magna ccum laue trainerAnnabwll
    flowefs sex moviesSttar wars fake pornEroitic nurse storiesShwmale strokers password annd usernameVintage chbange
    purseBreat tehderness and scant brownish periodAmature anall virginCock hardd hardcoreCinical sex studiesFreee creampi movies 3someGallery nudee yogaBeautifulll naked
    wommen picturesMilf internal lexi lamourStedphanie beacham nude picsSexx ecarSeexy nick jonasMommys pussy wetColege giorls ppassed out fuckedBoob demotivatorsLive sex hacksGaay pokemon seex storiesDating persojals
    swingingAvattar esbian pornBott body pornDried red beasns recipe asianHorhy lesnians lickingTeeen sexx hoot bodyGayy porn achtor patricck pearsonAverage height for tteen girlsNudde male hunks photo
    galleriesDooes soy milpk inbcrease breast
    size59 frnder bassman vintageOutingg famous gayFuturama sexx caroon comicsOnly
    vintyage jacketsFemdom inquisitorLatest sex newsTubes pon sex teenMassie breasts

    Reply

  35. Faaqs dpsage aadhd adult straterraRestaraunts in florida for adultsPics of miiley
    cryus nakedIntratracheal naked dna vaccination withMarijuanna trreats breast cancerKylla cole sexy vidsYoung girls deep throatMiss teen texas
    juliaAmteur twen massageRandyblje asianVitwge erotic forumGay bare eagles picFemdom assesGaay bartendersMelissa
    detwiller fuckXxxx taboo sexFuck nastive american indiansAsian traied lesbiansFree spanieh porn galleriesFitness
    fuhking huntrr milfAsian culture beautyJuicy cunts andd looose assholesTinyy
    woma with biig tiits boobsMilf pink topAsian countries and iits capitalPanty ssex talkSex
    lesbian medicalRubbing big titsMovies horror eroticLoyise fuckingVin dijesel sexual orientationRoxana mrtinez nude
    picReeal olld granny pussy assGirts getting fuckedFrree
    adeult vide aand tubeFrree live seex tubes3d adult amanda anikmation cartoonPicture oof different facdial
    expressionUpskirt aavi japanMax adult bbss ivedor extremeKimber james shemmale free moviesAsian hardcore bustyTiny tteen russian modelsExtrsme
    teen ccam web tube homemadeHairy on the insidde ferdinandMasturbationn with toiletJapanese dildoo pornSexx
    cotesGaay wedding booksHerbs tha enhancde sex drivePone mp3 filers for virgin mobileErotic ajal voreBig fuyckn titsBlackpool pleasujre beach
    emailReal adultsOldeer women fuck menSkirt thumbsNyloon nudee gallery proxnxx.com Free web chyat pornFreee
    handjob 24 7Fantasy porn filmSexy gay college guysDild packed in pussy iin underwearVintage shasra
    campersCarstairs sex offender reoffendersBisexual group womensFreee interracial cuckold videdosPantyhose heavenPay for sex inn wallaseyLsben prison pornInternert pprn tv specialMatura sexEver suck a dogShemale piano lessons
    tubeLingerie shops downtown chicagoFat clitDripping teenms xxxSeex weisenheim am ber
    fDallas teeen caszting callTownship red lick missAdujlt channewl itaaly televisionMidget impersonatr las vegasXxx fee adult porn fuckingViids of naked teens having sexNaked anme peopleYougube jeeans peeingStriup
    atlanbta gaNirvana smlls like teren spiirit patrick alavi remixDick in pizzaUgly cute irl fuckedAdult butique walliingford maChubby blond fuckkng large cok
    videoBigg tits milff redtubeMy sxy fatherAttk natural hairy server problemsJacobs farm adultt communityLesbian asian porn freeHerr clit iis tied upNudee yoing filipino
    boysUnderwere penisUniversty residence sexPlain airy girlsWhite toop huge titsAerkal pornMoscow
    bitish virgin airlinesBeest free uncensoired seex gamesBlack grannyys fuhking wjite boysPornn star eescort calirofrniaVintagge 4-wheel amphibious vehicleEvve celdb
    nudeAmaature teen cummingTriple doiuble penetrationOfficde blowjob cumSexy
    semed stocking

    Reply

  88. VeritasCare [url=http://veritascarepharm.com/#]Generic Cialis price[/url] Cialis 20mg price in USA

    Reply

  97. CoreBlue Health [url=http://corebluehealth.com/#]Viagra without a doctor prescription Canada[/url] over the counter sildenafil

    Reply

  100. CoreBlue Health [url=https://corebluehealth.shop/#]Viagra online price[/url] sildenafil online

    Reply

  105. top online pharmacy 247 [url=http://civicmeds.com/#]CivicMeds[/url] canadian pharmacy viagra

    Reply

  108. rate online pharmacies [url=https://civicmeds.shop/#]CivicMeds[/url] online canadian pharmacy reviews

    Reply

  113. 24 hr pharmacy [url=http://civicmeds.com/#]online pharmacy birth control pills[/url] legitimate mexican pharmacy online

    Reply

  127. Buy Tadalafil 5mg [url=https://veritascarepharm.com/#]п»їcialis generic[/url] Buy Cialis online

    Reply

  131. Buy Cialis online [url=http://veritascarepharm.com/#]Generic Tadalafil 20mg price[/url] VeritasCare

    Reply

  135. Generic Cialis without a doctor prescription [url=https://veritascarepharm.com/#]VeritasCare[/url] Tadalafil Tablet

    Reply

  143. CoreBlue Health [url=https://corebluehealth.shop/#]Sildenafil Citrate Tablets 100mg[/url] Cheap Viagra 100mg

    Reply

  146. CoreBlue Health [url=http://corebluehealth.com/#]CoreBlue Health[/url] Viagra tablet online

    Reply

  150. pharmaceutical online ordering [url=http://civicmeds.com/#]CivicMeds[/url] canadian online pharmacy no prescription

    Reply

  161. Buy generic 100mg Viagra online [url=https://corebluehealth.shop/#]CoreBlue Health[/url] CoreBlue Health

    Reply

  165. which online pharmacy is the best [url=https://civicmeds.com/#]CivicMeds[/url] india pharmacy

    Reply

  168. VeritasCare [url=https://veritascarepharm.com/#]Generic Tadalafil 20mg price[/url] Generic Cialis price

    Reply

  174. cost less pharmacy [url=https://civicmeds.com/#]canadian pharmacy ratings[/url] canadian pharmacy ltd

    Reply

  176. no script pharmacy [url=https://civicmeds.com/#]canadian pharmacy coupon[/url] medical pharmacy west

    Reply

  178. CoreBlue Health [url=https://corebluehealth.shop/#]CoreBlue Health[/url] Cheap Sildenafil 100mg

    Reply

  180. list of online pharmacies [url=http://civicmeds.com/#]best online pharmacy[/url] canadian pharmacy 365

    Reply

  181. CoreBlue Health [url=http://corebluehealth.com/#]Viagra without a doctor prescription Canada[/url] Viagra without a doctor prescription Canada

    Reply

  183. canadian pharmacy drugs online [url=https://civicmeds.com/#]CivicMeds[/url] legitimate canadian pharmacy

    Reply

  185. viagra online canadian pharmacy [url=http://civicmeds.com/#]save on pharmacy[/url] canadian pharmacies not requiring prescription

    Reply

  187. mail order pharmacy no prescription [url=http://civicmeds.com/#]canadian pharmacy 24 com[/url] canadian pharmacy price checker

    Reply

  189. Generic Cialis without a doctor prescription [url=http://veritascarepharm.com/#]VeritasCare[/url] VeritasCare

    Reply

  190. CoreBlue Health [url=https://corebluehealth.com/#]generic sildenafil[/url] CoreBlue Health

    Reply

  193. Cheap generic Viagra online [url=https://corebluehealth.shop/#]Sildenafil 100mg price[/url] CoreBlue Health

    Reply

  196. CoreBlue Health [url=http://corebluehealth.com/#]generic sildenafil[/url] cheapest viagra

    Reply

  204. buy Viagra online [url=https://corebluehealth.shop/#]CoreBlue Health[/url] CoreBlue Health

    Reply

  211. CoreBlue Health [url=http://corebluehealth.com/#]CoreBlue Health[/url] Generic Viagra online

    Reply

  246. mexico pharmacy price list [url=http://accessbridgepharmacy.com/#]pharmacy mexico online[/url] AccessBridge

    Reply

Leave a Reply

Your email address will not be published. Required fields are marked *