Skip to main content
SearchLoginLogin or Signup

Reviews of "Optimizing Predictive Models to Prioritize Viral Discovery in Zoonotic Reservoirs"

Reviewers: N Stephenson (Metabiota Inc) | 📘📘📘📘📘 • M Welsh (Duke University) | 📘📘📘📘📘

Published onSep 29, 2021
Reviews of "Optimizing Predictive Models to Prioritize Viral Discovery in Zoonotic Reservoirs"
key-enterThis Pub is a Review of
Optimizing predictive models to prioritize viral discovery in zoonotic reservoirs
Description

AbstractDespite global investment in One Health disease surveillance, it remains difficult—and often very costly—to identify and monitor the wildlife reservoirs of novel zoonotic viruses. Statistical models can be used to guide sampling prioritization, but predictions from any given model may be highly uncertain; moreover, systematic model validation is rare, and the drivers of model performance are consequently under-documented. Here, we use bat hosts of betacoronaviruses as a case study for the data-driven process of comparing and validating predictive models of likely reservoir hosts. In the first quarter of 2020, we generated an ensemble of eight statistical models that predict host-virus associations and developed priority sampling recommendations for potential bat reservoirs and potential bridge hosts for SARS-CoV-2. Over more than a year, we tracked the discovery of 40 new bat hosts of betacoronaviruses, validated initial predictions, and dynamically updated our analytic pipeline. We find that ecological trait-based models perform extremely well at predicting these novel hosts, whereas network methods consistently perform roughly as well or worse than expected at random. These findings illustrate the importance of ensembling as a buffer against variation in model quality and highlight the value of including host ecology in predictive models. Our revised models show improved performance and predict over 400 bat species globally that could be undetected hosts of betacoronaviruses. Although 20 species of horseshoe bats (Rhinolophus spp.) are known to be the primary reservoir of SARS-like viruses, we find at least three-fourths of plausible betacoronavirus reservoirs in this bat genus might still be undetected. Our study is the first to demonstrate through systematic validation that machine learning models can help optimize wildlife sampling for undiscovered viruses and illustrates how such approaches are best implemented through a dynamic process of prediction, data collection, validation, and updating.

To read the original manuscript, click the link above.

Summary of Reviews: Reviewers find this a rigorous and well-supported approach to target future studies of betacoronaviruses in bats, and raise a few questions (about the model and the data used) for further clarification.

Reviewer 1 (Nicole S…) | 📘📘📘📘📘

Reviewer 2 (Miranda W…) | 📘📘📘📘📘

RR:C19 Strength of Evidence Scale Key

📕 ◻️◻️◻️◻️ = Misleading

📙📙 ◻️◻️◻️ = Not Informative

📒📒📒 ◻️◻️ = Potentially Informative

📗📗📗📗◻️ = Reliable

📘📘📘📘📘 = Strong

To read the reviews, click the links below. 


Comments
3
?
lar var:

Thank you very much for the useful information that the blog has shared. it's pretty perfect you can try it whenever you want here ( Pizza Tower ).

Vape Factory:

https://vape.flyah.co/

https://www.craft.do/s/pGHl64BQNkG81l

https://app.pandadoc.com/document/ccbbb181d3970df0e159ae0db5bda1ce006b9684

https://typed.do/d/1TvxFfjRZqFeeYSHV6bfYC

https://coda.io/d/Meet-Coda_dHUrYkVP50q/Recommended-E-cigarette-Ranking_suRD8

https://gamma.app/public/55vw7v7cwdpzl84

https://www.taskade.com/d/YqF4axe2xCqW9cVQ?share=edit&edit=EERAydoeC9ewVw7k&as=list

https://documenter.getpostman.com/view/24696379/2s8Z6vXZEe

https://postheaven.net/vapecig/

https://postheaven.net/vapecig/about-the-vapor-from-the-e-cigarette

https://postheaven.net/vapecig/how-to-use-a-disposable-vape

https://postheaven.net/vapecig/what-is-a-disposable-vape

https://postheaven.net/vapecig/how-to-recharge-a-disposable-vape

https://postheaven.net/vapecig/what-is-the-best-disposable-vape

https://demo.writefreely.host/vapecig/

https://demo.writefreely.host/vapecig/how-to-charge-disposable-vape

https://demo.writefreely.host/vapecig/why-does-my-disposable-vape-taste-burnt

https://writee.org/vapecig/

https://writee.org/vapecig/why-does-my-disposable-vape-taste-burnt

https://writee.org/vapecig/how-to-fix-a-burnt-disposable-vape

https://vapecig.take.app/

https://pocketnotes.app/note/kXCc6hy

https://telescope.ac/vapelife/

https://telescope.ac/vapelife/zxkvsndompo0u4elvx9lyc

https://telescope.ac/vapelife/1rx7w1ejtw0qvt3ro23u51

https://penzu.com/p/8bc8364c

https://penzu.com/p/65558e82

https://www.lesswrong.com/posts/eNDdhtKGSBmukLHLk/do-e-cigarettes-help-you-quit-smoking

https://zenwriting.net/vapecig/what-happened-to-the-issue-of-vape-regulation-in-the-u-s

https://writeablog.net/vapecig/what-happened-to-the-issue-of-vape-regulation-in-the-u-s

https://writeablog.net/vapecig/what-are-the-benefits-of-disposable-vapes

https://telegra.ph/People-who-are-addicted-to-electronic-cigarettes-08-27

https://telegra.ph/The-difference-between-shisha-and-vape-11-30

https://graph.org/How-many-cigarettes-is-600-puffs-02-01

https://graph.org/Can-I-Sell-Vapes-on-Amazon-02-01

https://th.hashi.icu/vapecig/what-is-a-vape

https://th.hashi.icu/vapecig/what-is-a-vape-967m

https://posteezy.com/about-vape-device

https://notepin.co/vape/

https://vape.notepin.co/about-the-vape-device--it-is-necessary-to-have-bf4ggmd

https://mypost.io/post/about-the-vape-device

https://editor.telescope.ac/blogs/vape/h25r8e62kw2jck0d81rthk

https://editor.telescope.ac/blogs/vape/zdxgq0jirl8c99qeznywls

https://theprose.com/post/545986/lets-get-the-basics-of-vape

https://theprose.com/post/612492/is-smoke-and-vape-shop-a-good-investment

https://mydukaan.io/vapestore3+A478:A505/blog/is-disposable-vape-healthy

https://mydukaan.io/vapestore3/blog/is-vaping-cheaper-than-smoking

https://mydukaan.io/vapestore3/blog/what's-the-healthiest-vape

https://skincare.gonevis.com/some-popular-e-cigarette-recommendations/

https://skincare.gonevis.com/how-to-choose-an-e-cigarette-2/

https://vapecignew.livejournal.com/503.html

https://homment.com/l1H5OHVjZXcDaq4Ybk4k

https://homment.com/CccIJaMfDxyuavggDqCy

https://homment.com/dZUvwY6XFK8PSo0jMIx6

https://homment.com/FSBeuS017ZjfSAMYR8Xa

https://slides.com/vapecig/vape

https://ecigator.contently.com/

https://onlinehtmleditor.dev/collaboration/#doce8ef979a41

https://anotepad.com/notes/dcfn4meq

https://anotepad.com/notes/4mx5serm

https://warengo.com/stories/263598-the-difference-between-shisha-and-vape

https://www.townscript.com/e/ecigarette-explosive-smoking-132331

https://z4nd8shuds3.typeform.com/to/vbyiOkHz

https://form.jotform.com/223281115973051

https://www.beclass.com/rid=2748d1c6396e2900f09a

https://express.adobe.com/page/X42msE6GXamXo/

https://froont.com/vapecig/vape-factory

https://froont.com/vapecig

https://www.launchora.com/story/a-beginners-guide-to-using-disposable-vapes

https://www.edrawmind.com/online/map.html?sharecode=638112c84044b6a76907970

https://coggle.it/diagram/Y4SWT71Eo51jqWxN/t/disposable-vape-factory/2498349aba1ddbe2f049806185757f44da430ec1cdfe9d86a2a99829fcd81aef

https://onodo.org/visualizations/217139

https://bubbl.us/NzUxMzYyMC81MjIyMTUxLzAwMmE3YmIyYzVhNzE3OGYwOTFmM2VmZjFlNTk5YTc30

https://www.emoneyspace.com/vapfactory

https://vapefactory.straw.page

https://alchetron.com/Tron/Are-disposable-vapes-worth-it%3F-5208902-UW

https://qrcodes.pro/ROUaK5

https://jsitor.com/preview/t9QBmzn21A

https://paste.feed-the-beast.com/view/c871a9a5

http://paste.akingi.com/xXNQPm0b

https://paiza.io/projects/9LE_W0Gz_j91ZBld5tttMg

https://jsitor.com/preview/zXGhC2Drh6

https://ide.geeksforgeeks.org/online-html-editor/ebde2019-c99b-4042-aed5-46c30cf12371

https://www.pastery.net/fwfges+tauxjc/

https://justpaste.it/vapelinks

https://justpaste.it/disposvapes

https://pasteio.com/xeRbHgWXHjQb

http://pastebin.falz.net/2499501

https://paste.awesom.eu/raw/vapecig/TLWP

https://onlinegdb.com/I98N_Bx5qe

https://yamcode.com/hluokettws

https://yamcode.com/f2ihsedvzo

https://paste.toolforge.org/view/c553c2e4

https://notepad.pw/XxPEejtANAeqTKIk49SM

https://tempel.in/view/45b6a1f6

https://paste.gg/p/vapecig/a20000c50f844db3ad13198fe224b962

https://bitbin.it/0WfVktk9/

https://paste.opendev.org/show/818127/

https://pastebin.freepbx.org/view/0453a430

https://paste.cclinux.org/view/d96e5d47

http://pastebin.viradev.ir/pastebin/view/8f57f2c8

http://yatespost.com/view/70c8bf84

http://paste.vasiliy.pro/view/eb78dd64

https://paste.elyograg.org/view/1471f5fc

https://archive.ph/PuKik

https://note.vg/vape-35144

https://paste.zyrex.org/view/264bad6f

http://pastebin.loki.pitechnologies.ro/index.php/view/40824360

https://chris.teria.org/pastebin/view/2dfa0a30

http://minetest.wjake.com/stikked/view/a74ae71c

https://paste.tecnocratica.net/view/57f7e54e

https://paste.steamr.com/view/e4f62a61

http://stikked.luisaranguren.com/view/7010ba28

https://paste.artixlinux.org/view/a55b3ecd

https://paste.gajim.org/view/9045449c

https://paste.tunestiga.com/view/752f7666

http://paste.purplehat.org/view/72d8bc68

https://paste.unixkoans.com/view/bb4ffd74

http://stri1.rf.gd/view/91c5ca2d

https://jsfiddle.net/vapecig/ag2er6z7/

https://ideone.com/nP3WgL

https://controlc.com/0f24f515

https://pastelink.net/8qdpqmfc

https://pastelink.net/9km5gn49

https://rentry.co/vapefactory

https://dpaste.com/FUQXS76JF-preview

https://pastebin.com/04mkpDB3


https://notepadonline.co/share/70qmAs1669651083

https://pastefree.net/rWjydLk40qM

https://pastebin.freeswitch.org/view/9b57eed9#L4

https://paste.laravel.io/688daa1c-95be-4a23-91a1-416c1aa2a51c

https://privatebin.net/?7ee27902ae520446#5dmwsRS4W4fgfHTpS6A8nQo8mKyLHyMy35pLsdEFUg3D

https://0.0g.gg/?7226fa607132dcc8#4L7oTRLQAbKq4H4dCJKUCRamffi9aWAJZVsJqoLShYLz

https://0.jaegers.net/?d71fa6d60d16d9c4#7Ci3qwA6vzuK7ohDdPqTMkepkPewTYZeN2Z6dsvwf3y3

https://0.klowdee.host/?cc808aabc0dd0738#CYeEDv5hu2kxeXviC2Wwo7h8H5BGaYvHjed71nr65euA

https://0a0bin.klowdee.host/?f18fa4c110b9b729#3syGanFWJDhC2tT3ktbWmvMoz1B6kS4Nryc75gBP46aG

https://bin.0xfc.de/?04c4c9210605c990#2mNrfSFPSNiMhaBjnsv9oyjp1oUu6dm7iweJ7EgVETEL

https://bin.foss.wtf/?b27a17546ed2967f#59LVV9fiBsvGFvxbH2gstGYui8F9RUGqDCzo8SwRaHo4

https://bin.klowdee.host/?44fa044b95ec4ce8#3Cwx7MY9DQnr73jFyQRMtSEx7yAkoiPW3ZaSVMMVaVVa

https://cpaste.org/?b285fb0b8449f762#3eZGT84ufHHA8evrA7TiVD2XMqY33sGypqJKCtmsqAKi

https://luckvintage.com/?b6aa2187d87b5b5b#4MyEwLyQy3Vvf37jf8utvZ1NULhRq4ZxcvQniU9LcYJq

https://notebin.de/?b7de10af28186a8a#7HUVdbgJH9rbL46L8EECx5H4bk3MF1ui2QWwchBbSmzw

https://p.darklab.sh/?cf50217497eeae33#48HiHNt9GHoMeJGMUqE46j8UjfFhua3effjGt5h3qTjQ

https://kll.li/cw780

https://go.0xfc.de/s1a7r7

https://paste.hostux.net/?822a5f95af3db05d#4ZJRA66F7RUehyBWknzZpdxnGFFEW1Y66vLgp9pSL2Mc

https://paste.itefix.net/?cfc5e8027ceb23d9#4VZhAx7NzHAHKaoVY3DR3RJgzzWtgBwBuY1mAQ9qUeu7

https://paste.momobako.com/?b54710533275e10d#9hzSVLacr2GJvmkUdD2VNLSXfikJxdPgGo9FpsBmNMvJ

https://url.oelrichsgarcia.de/AMwB7

https://paste.ononoki.org/?6aac4bb7152ba76f#4rmak4Go7oUSessUpNtMccJGEiid6Axwuy4VaRCFPtVe

https://paste.ottertelecom.com/?ed368dcd2e0f3e4b#89hZMmJi3LTQyng5mm5J7uSq56TBUyoS9k7eLvzLAHvC

https://bhh.sh/6kv

https://justpaste.me/vapefactory

https://www.pastery.net/csjmje/

https://newtextdocument.com/t/vapefactory

https://www.zippyjot.com/note/88290

https://markdownpastebin.com/?id=a87386eca19e43daaceaed38cadd93c1

https://hastebin.com/quwaburiri.md

https://paste-bin.xyz/968218

https://nopaste.ml/?l=mrwn#XQAAAQDnAQAAAAAAAAAeHAPEVLS59lHh3xg/OQJcdvrR/U/ycPo2VIPTB2g5g8Xf3v9Di/NYf7K1aoBwxEWvaUiz2xGhkHA8Mp/R2IyT8KpMmUbNVcmHxITFXNsgKqIv1hRDigz47zJvZW3iGL85D2EuDE9cxVD+YLV2CLgxkDF+R7glyaaiV6Pm5MBJAholv6w3TKRjNhO0y7V2XJkEgSeu3rdXjPjBzz9F854nO7RKfQpgjv1PA+RqmQiWiZmAL3UkPJp33AEElJ/8phS+hzfLc6UMapKD/pqj6LGDJNZJi5aEsnIiMwQ29bychERkSJawkORymO/OB4m1EjdkbT30APJicH+7qzZiYocJ84TrgGIKr4gpRnbW1CGDhx67yhxlE+z/c40ZabsRx+uj8FShzQX8KxJcFVzDSctTm4SGT6ShtRah6HAXNEB5FJoXbH/9o8ml

https://snippet.host/egrzod

https://notes.io/q3CXc

http://paste.akingi.com/g5EEKUXr

http://paste.jp/2340b335/

https://pst.klgrth.io/paste/76vh9

https://paste.tuxcloud.net/?aa43b8a439474f4e#8wCMq5omoVJT9afkCsKEtMGdbS1MYYy8YbYP4sJbfKPc

https://pastebin.grey.pw/?eb7f9227f8f9c675#BkfKX9pm6vBGowxf6etgtp41kmKWQYmvqbTvdotFQe9b

https://pastebin.hot-chilli.net/?c4856edc9f75c3ec#DYE8CWiyRi9fvysdP9t5AriNnjbqtoWefMoRhGbhZt52

https://pastebin.linqhost.nl/?79e1ea7c8119baf6#7DnPowcnmoR32hKsT2MkMmvhycxuLnfyLuaktHw3rGR7

https://privatebin.at/?9f5afe906740f58a#AtuK5mpf5UNxDqwM7wVn6FQ3GCjA6fbC19zFhidfyjUE

https://privatebin.io/?0e28d362cd4ce612#J34S6ctSCh5HiZZGWUdpx36kyfHRqrh1KgJZPbqiookX

https://privatebin.net/?7f6bc481048e5b8b#3ZdBUUT2dS7Pk9sBsG9bkzJfm8Dk6BgemQttXGYiNy5W

https://privatebin.rockhost.se/?c1166fe766ea7487#DxwTJh5edJD4JCZhaFzH1U1i5NhsFF6tPBcDyYc9udBg

https://secrets.cebador.fr/?754c0492a4bdd103#DmzM2yiqtmpY95rxPhM8eso5KfRHU5FjhVBWqhsYYGEy

https://secrets.true.nl/?488ab298dcb02fce#4A2B7nEMMRN63WXAkUEY5LtoakxQXAUgNhkdZF93uts3

https://snip.dssr.ch/?0146ac45d8d6ffac#B8nkmXDzQqQ8f4gXWxzLXjduXWf8WFoPt3jRDkJ1pquW

https://zerobin.thican.net/?7fd683a533740ffa#Enwiu5mgU26Yp46DR4JKyDm32tcmKHhMM6UkWg55dqRq

https://u.07f.de/sbedo

https://6066.xyz/KY71C

https://paste.techbag.app/?bad2bb1088ef1781#4XDqEnMPuNywwKDvQscA3pNZr5Suyii8EUhfmYAdqwd9

https://bin.disroot.org/?34f408620dd08504#DX6rcUAGwMgiCZDCjbDNGFjPa1yWAtSiowgY3R6PyJSK

https://bin.garbaye.fr/?41119183d0c1484a#CAuUEi2dzYm28ZF9URukd44cf6aaBMmBWSAZmyANPBW3

https://bin.jae.fi/?dcd0702412de36ac#C1HKVZkhYzNhuqRSF9Hnho888kToK4GnzeYZb9UdWhW7

https://bin.namazso.eu/?6c3f328a0c069e1f#96Nz4xUEAJ3hzrgiCqojSS2RgEfV5RW19njnPAJHx3JQ

https://paste.4s3ti.net/?ef5fb8a0ffcbe709#EmcFKBWzYxdMvBJvJ8CPAJRDhCtSsLKszzaiftjjAM37

https://paste.copper.dedyn.io/?f52b421d6109b0cc#5fNmacCp72coPLdtz2faEr1aYjnpR4vmtrVHhfbhVEH2

https://paste.d-ku.de/?d07e085405265f7d#GRAdmq9uDjZXg5opCP3h36LTW5oAE1mZPpAFXUr89HVW

https://paste.dismail.de/?21b8d752e0dec48d#FUUzTPVYzxd3hBBdXHE4nc3F77mPAa7fai3gafY23c9d

https://paste.eccologic.net/?ab9d2f0462187994#5vjUsqhuGJshaPiscQwS4JvNfY72eta7fSrjmtJttxV2

https://paste.hackliberty.org/?a04ead16b6b8c312#4zpjbDFma7Miw2iVk8WqCYRGZazd12x72xU83rStsWZ

https://paste.rys.pw/?d1d4ac683b2f7e88#DmigSE23jeFfNkGN5RFu269CgYRGJV1Tt8QaGnyNnps6

https://paste.sethforprivacy.com/?1d6d069875eb2db9#9Nm4E7DNKKVh1b5SGboTgBnVBPCNRT2JaXiYqgTwNJfW

https://paste.systemli.org/?d90bc7e0a909554e#SGBUtKNVewU4VikTzYRyBkEXSWhGZCuVGbZ4hbN1TXn

https://paste.waays.fr/?aa425d0274bd796e#6DnyTu5mzV7pqjAkbyKe6X2S6HLTRjoXbceq34vhbVMG

https://pastebin.aquilenet.fr/?92de145104d2e458#4aFNoRvVpejtdq6Jna7ecdcJALMgbfYR5k27mvie66nA

http://pastebin.falz.net/2499575

https://0paste.com/436994

https://tech.io/snippet/p9dNUJz

https://tlabs.link/5awo1tf2

https://pastewith.me/?89fde2459aecba0e#7ynHu9kUBW1ABRvfSThfwKMkgu6eZeW8wofRdvrtsSB4

https://pb.fedi.tech/?894fbb8ba3003f76#HcnkPWzs5JbuXShSLLVvL7M2hWnHG2f5fpY4sH7Tn6y5

https://private.opendoor.fr/?9eb418f16baeb5c8#9HWLurWyxXZRnNEvaDTk415gZXUkdy5MM2GVbYJvESLU

https://private.rmconsulting.com/?f4594eab15556b7d#FX2rxTf4Ga1aFv1gnrBzpc4bmDwUzW8ngwVuFfqmXiGh

https://privatebin.jasonthai.me/?89793268fc239e37#8yUqzfKvpjX3NmV5LdquyVzS41nrfFECwfnYLEvJ6aSG

https://privatebin.jirlagun.com/?ec42065b71318070#8Q7oUK9QmsrRtnkDux8kJvX86PV3ArB2e8rS3DDMifYu

https://url.privatepastebin.com/1ad

https://pb.envs.net/?74f5d5a9bc465dbb#DsU4d7xfYnomPf31jCEPBQgzdmAkt5wHvsFxeykBBYJy

https://pastebin.24unix.net/?ad56dcbfa2d48988#8Ri45zN7FaTRHaLTkiFWNH3xC66n8AmrMoSFUZocYPqB

https://bin.byreqz.de/?e5a07954f69590d2#8fd1JscG5zQwFsj6dgaeSaCpL9HDGaWo41vpWsFDz56m

https://chobble.com/?814d9b4a4b1a7cef#sVZ7FYReqzh8J8NZkqjECvsxW8xM8EFkpia16NkWYpo

https://ots.ip-projects.de/?4556b6fe422e656d#EckKDsHfVcYZnTc1bvZXXWpHb8W9Ucx8TypADX8HupbA

https://p.ifxy.cc/?709fd4a770f0f9a1#2mY9t8Mkn5aNuwVMdi4y52MU3LakYS2VgtfdcPxzaHWq

https://paste.crabdance.com/?3be13ae9fe7ba44a#2K1KvTXTu3a5NnaxP4xCqm4hbUGU3rem9TyVdbtSUH2U

https://privatebin.lyndendoor.com/?6ab8deae13c2cfc7#7FD6rRqFteLMbJpLZifStLZCY4SvJYgaaJbSQNkKaaab

https://bin.acquia.com/?2ef0d31a8b9614c7#D8jEewoDsEcYUgPQtnALmtBV4wm5qFhR4g7zHTNhPyzH

https://pb.pc-sam.net/?40d680f27b67cbe2#pR1wspcNWWh9sZoteCHPQqRnP25SZJNKhowndZRpcPJ

https://bin.mycozy.space/?7a0fc665f69174a0#4jN5pUSx38GwGWiqEL6kVxNFdYD4vks9P4sKXWxYYXu7 

https://gitgd.com/?a7f84364b1b7b72e#7Rua3EQDiKziLC8fSkdZRoDBFEHstxY1qEsmTuU1xbAA

https://paste.cezeri.tech/?9148086a0f597547#FZmC95wNXmMspouQ31nkvqEZDa9M5Z6BDMzSRy2gEK13

https://paste.chapril.org/?1ad7ebf067dbed12#EV64GjoJdkz6wTiyvqLYEqunovXaZTZc6LGES5n8vD4t

https://paste.evolix.org/?0ee64a6e047f7768#2Zs8R3CNWzXysSGTRc2aqN4Hp4KdorHrL3BFmc5XUbiK

https://paste.ggc-project.de/?f9b94562a091fdfa#FbsV7UVc7vM2Q7ScoYDwNtbq2E1XUPmDs9hNLWs123Fk

https://paste.nolog.cz/?9313e29bc5d35fa7#38VHftE2hVz8KgjAv6uBWHAJkBHgST8sJKwooqHMbHwE

https://paste.ztn.sh/?b60f72c3aa63f186#5rHHdVqMwoLgsLYez5SvUn82sL9MM8hrRedbcA4MF9eS

https://pb.slipfox.xyz/?4925a178dc1214b1#CCr8N5eBwPmN5i2n7rrpEv5gej7qhB94NCM4orxme2Sr

https://postit.hadoly.fr/?a6fdd2be443110b7#F7mWqTyzJYzzcX3V95CDRy8h1QKAW7Femt2htEgE3Qp3

?
jonas wade:

More entertaining free robux online game here