BIG LIST OF WEBSITES

List of Top Websites on This

Top 250 Websites on THIS

Download The Top 250 Websites in Excel
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1
Sign up | Tumblr
Tumblr is a place to express yourself, discover yourself, and bond over the stuff you love. It's where your interests connect you with your people.
tlog, microblog, tumblr, tumbler, blog, tumblog, tumblelog
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Speedtest by Ookla - The Global Broadband Speed Test
Test your Internet connection bandwidth to locations around the world with this interactive broadband speed test from Ookla
speed, test, broadband, connection, internet, bandwidth, cable, adsl, address, upload, voip, latency, flash, speakeasy, speedtest, cnet, network, throughput, ping, ookla, download
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Microsoft Office | Productivity Tools for Home & Office
From desktop to web for Macs and PCs, Office delivers the tools to get work done. View product information or sign in to Office 365.
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Access to This Page Has Been Blocked
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Mercari: The Selling App | Mercari
This is Mercari. The fast and easy way to sell or buy almost anything. List your item in minutes. Got something you don’t use, never used or just outgrew? Sell it. Ship it. Get paid.
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SurveyMonkey: The World’s Most Popular Free Online Survey Tool
Use SurveyMonkey to drive your business forward by using our free online survey tool to capture the voices and opinions of the people who matter most to you.
free, online, surveys, survey, questionaires, questionnaires, questionaire, questionnaire
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KissPNG - HD png images and illustrations. Free unlimited download.
Discover transparent background images and illustrations. Best quality, free unlimited download.
fire, tumblr, water, arrow, line, school, hand, facebook, flower, circle, fortnite, transparent, image, background, heart, border, star, tree, gold, flag, instagram
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Online converter - convert video, images, audio and documents for free
Convert files like images, video, documents, audio and more to other formats with this free and fast online converter.
online, converter, word, files, file, convert, video
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National Weather Service
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Account
Porn for women. Bellesa features free female friendly HD porn videos and erotic stories. Hot guys. Storylines. Natural bodies. Free erotic stories. Real orgasms.
empowerment, sexuality, erotica, erotic, feminist, entertainment, women, adult, porn
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Home | Parivahan Sewa | Ministry of Road Transport & Highways, Government of India
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Internet Meme Database | Know Your Meme
Know Your Meme is a website dedicated to documenting Internet phenomena: viral videos, image macros, catchphrases, web celebs and more.
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Mashable
Mashable is a global, multi-platform media and entertainment company.
social, facebook, blog, youtube, google, information, media, networking, news, technology, tech
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Sign up | Tumblr
Tumblr is a place to express yourself, discover yourself, and bond over the stuff you love. It's where your interests connect you with your people.
tlog, microblog, tumblr, tumbler, blog, tumblog, tumblelog
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Politics, Policy, Political News - POLITICO
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Scroll.in - Latest News, In depth news, India news, Politics news, Indian Cinema, Indian sports, Culture, Video News
Scroll.in is an independent website covering news, politics, sports, culture and everything in between. Get the latest news, reportage, analysis and commentary on all that matters in India and beyond.
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ABC News – Breaking News, Latest News, Headlines & Videos
Your trusted source for breaking news, analysis, exclusive interviews, headlines, and videos at ABCNews.com
news, online, video, latest, breaking, abcnews, national, world, headline
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Hollywood Reporter | Entertainment News
The Hollywood Reporter is your source for breaking news about Hollywood and entertainment, including movies, TV, reviews and industry blogs.
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कान्तिपुर - नेपालको राष्ट्रिय दैनिक, Online News and articles from Kantipur Daily
Kantipur Daily is Nepal''s no 1 Nepali news portal and Kantipur Daily''s official website. This delivers the latest breaking news and information on latest top stories, national, international, politics, sports, business, finance, entertainment, photo-gallery, audio, video and more.
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pubg-krafton
PLAYERUNKNOWN’S BATTLEGROUNDS is a last-man-standing shooter being developed with community feedback. Players must fight to locate weapons and supplies in a massive 8x8 km island to be the lone survivor. This is Battle Royale.
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This website is unavailable in your country
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Small Business Ideas and Resources for Entrepreneurs
Visit Inc.com for the latest issue of Inc. Magazine and get advice, tools, and services that help your small business grow.
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Home - Welcome to att.net
Home - Welcome to att.net - att.net's start experience including trending news, entertainment, sports, videos, personalized content, web searches, and much more.
videos, entertainment, news, sports
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NitroFlare - Upload Files
Upload your files at maximum speed! You can use this service to share your creations, use as a virtual backup and share your files with your friends! You can upload up to 10 GB files, for free!
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Hasbro
This website for wizards of the coast
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LeetCode - The World''s Leading Online Programming Learning Platform
Level up your coding skills and quickly land a job. This is the best place to expand your knowledge and get prepared for your next interview.
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Android Central | Android Forums, News, Reviews, Help & Android Wallpapers
Your buyer’s guide for the best Android phones, deals, news, and reviews! Read all this and more on Android Central.
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This website is unavailable in your country
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Welcome to HSBC UK banking products including current accounts, loans, mortgages, credit cards. Also Premier and Advance banking and more…
Welcome to HSBC UK banking products including current accounts, loans, mortgages, credit cards. Also Premier and Advance banking and more…
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BroBible - Products And Stories To Make Your Life More Chill
Products And Stories To Make Your Life More Successful
gear, style, basketball, football, entrepreneurs, fitness, relationship, advice, guides, buying, outdoor, grooming, sports, funny, carry, everyday, deals, daily, steal, watches, fashion, culture
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Homeland Security | Home
The Department of Homeland Security has a vital mission: to secure the nation from the many threats we face. This requires the dedication of more than 230, 000 employees in jobs that range from aviation and border security to emergency response, from cybersecurity analyst to chemical facility inspector. Our duties are wide-ranging, but our goal is clear: keeping America safe.
homeland, security
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Mojang
Mojang
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PDF to DOC – Convert PDF to Word Online
This free online PDF to DOC converter allows you to convert a PDF document to Microsoft Word DOC format, providing better quality than many other converters.
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Kahoot!
Kahoot! is a game-based platform that makes learning awesome for millions of people all over the world. Sign up to create and play fun quiz games!
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Roll20: Online virtual tabletop for pen and paper RPGs and board games
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You''ve reached this page by mistake | SSISurveys.com
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cleartrip.com
Cleartrip - Your most trusted partners for booking Domestic & International flights, Hotels, Holiday packages & Local activities. 24*7 Support, 100% Genuine Reviews.
booking, hotels, budget, luxury, discount, resorts, star, railways, hotel, ticket, flight, tickets, packages, buses, cheap, indian, irctc, cleartrip
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iMore | Learn more. Be more.
Latest iPhone, iPad, Apple news, deals, reviews, news, and how-tos! All this and more on iMore. Learn More. Be More.
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TorrentFreak ⋆ Breaking File-sharing, Copyright and Privacy News
TorrentFreak is a publication dedicated to bringing the latest news about copyright, privacy, and everything related to filesharing.
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This offer is not available in your country
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KPROXY - Free Anonymous Web Proxy - Anonymous Proxy
Surf the web anonymously and bypass filters with this free and fast web proxy
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ManyChat – The easiest way to create Facebook Messenger bot
Visual bot builder for Facebook Messenger with broadcasts, analytics, scheduled posting and many other features!
messenger, facebook, builder, platform, visual
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Cite This For Me: Harvard, APA, MLA Reference Generator
Create your citations, reference lists and bibliographies automatically using the APA, MLA, Chicago, or Harvard referencing styles. It''s fast and free!
generator, referencing, harvard, style, bibliography, citethisforme, reference
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Sulekha - Connect with the right service experts
Get your job done on Sulekha. Book a pest control service, hire a driver, find suitable packers and movers, sign up a corporate event organizer, compare and hire a wedding caterer or buy a home. Do this and much more with Sulekha. Tell us and relax!
service, local, quotes, experts, compare, price, choose, fulfill, expert, book, post, connect, sulekha
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Online PDF Converter - Merge, compress & unlock PDF files
This Online PDF Converter can convert all your files to PDF but also compress and merge PDF files! Word, Excel, PowerPoint, images and any other kind of document can be easily converted to PDF on Online2PDF.com! Free and completely online. With the PDF Unlock Tool you can easily unlock your protected PDF files and remove the printing, copying and editing lock!
pages, seiten, online, remove, converter, unlock, merge, bmp2pdf, xps2pdf, png2pdf, ps2pdf, rtf2pdf, ppsx2pdf, ppt2pdf, pptx2pdf, odt2pdf, jpg2pdf, word, gif2pdf, pdf2doc, pdf2rtf, pdf2powerpoint, header, footer, kopfzeile, pdf2pptx, pdf2excel, pps2pdf, file, pdf2docx, pdf2word, pdf2xlsx, select, aufheben, bearbeiten, edit, protection, schutz, entsperren, compress
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RA: Resident Advisor - electronic music online
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Welcome to Linda Ikeji's Blog
Linda Ikejis Blog/ Best Online Portal for Nigerian News
lifestyle, fashion, beauty, inspiration, entertainment, events, news, blog, politics, gossip, blogs
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Weight Loss, Nutrition Tips & Recipes | Eat This, Not That!
The all-new ultimate weight-loss website featuring simple food swaps, recipes, shopping tips, food news, health hacks and much more.
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JPG to PDF – Convert JPG Images to PDF Documents Online
This free online JPG to PDF converter allows to combine multiple images into a single PDF document. Besides JPG/JPEG, this tool supports conversion of PNG, BMP, GIF, and TIFF images.
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Texas A&M University, College Station, TX
The first public institution of higher education, this flagship university provides the best return-on-investment among Texas''s public schools, with almost 400 degrees.
texas, aggies, college, university, 12th, station, higher, colleges, universities, education
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Knock Porn - knock, knock! this free porn video!
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Mango
Discover the latest trends in Mango fashion, footwear and accessories. Shop the best outfits for this season at our online store.
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check-out-this.site
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TNT is becoming FedEx | TNT US | TNT United States
TNT now operates as FedEx in the US. Learn more about this transition, what this means for you and why we’re bigger and better than ever before.
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Influencer Marketing For Influencers, By Influencers - rewardStyle
rewardStyle was founded by an influencer, for influencers. We understand the unique needs of premium content creators across all lifestyle categories.
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Solidfiles - Free File Hosting - Upload Your Files
Solidfiles is a free service used to download, upload and share files with friends, colleagues and the world.
file, host, sharing, hosting, free, images, music, image, videos, download, files, upload, manager
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TubeGalore – Free Porn Tubes
A huge database of free porn tubes, 10, 000s of porn vids sorted by category. This is the only porn resource you'll ever need. TubeGalore, it's a vortex!
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Electrek - EV and Tesla News, Green Energy, Ebikes, and more
News, reviews, and analysis of the electric vehicle market. We provide coverage of the entire sustainable ecosystems and related products.
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HM Revenue & Customs - GOV.UK
We are the UK’s tax, payments and customs authority, and we have a vital purpose: we collect the money that pays for the UK’s public services and help families and individuals with targeted financial support. We do this by being impartial and increasingly effective and efficient in our administration. We help the honest majority to get their tax right and make it hard for the dishonest minority to cheat the system. HMRC is a non-ministerial department, supported by 2 agencies and public bodies .
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surviv.io - 2d battle royale game
Like games such as Player Unknown''s Battlegrounds (PUBG), Fortnite or H1Z1 BR? Play this free 2d battle royale io game in your browser!
game, royale, battle, battlegrounds, browser, survival, multiplayer, battleroyale, survivio, surviv
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Strength Training, Bodybuilding & Online Supplement Store | T Nation
T NATION - The Best Strength Training and Bodybuilding Articles, Workouts, and Supplements to Help You Get Bigger, Stronger, and Leaner!
testosterone, weight, muscle, loss, diet, body, pills, pill, lose, velocity, building, metabolic, strength, bodybuilding, nation, training, build, tmuscle, biotest, magazine, drive
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BrightSide — Inspiration. Creativity. Wonder.
Our site is dedicated to creativity. We made BrightSide to help nurture the seeds of creativity found in all of us. We believe imagination should be at the heart of everything people do. BrightSide is the place to find the most inspiring manifestations of this from around the world.
creativity, inspiration
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Email Cloud Services for Security & Archiving | Mimecast
Mimecast cyber resilience provides email cloud services for security, archiving, and continuity. Protect your email system without compromise.
email, management, cloud, risk, services, google, integrated, suite, office, apps, microsoft, security, archiving, emails, continuity, exchange
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ExtraTorrent.ag - The Real ExtraTorrents successor
This is the new domain of the original ExtraTorrent.cc. The world''s largest torrents community (movies, tv shows, games, apps) can be found at ExtraTorrent.ag from now on.
torrents, extratorrent, download, music, games, software, search, upload, movies, torrent, bittorrent, extratorrents, anime, porn, ipod
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Time Converter and World Clock - Conversion at a Glance - Pick best time to schedule conference calls, webinars, online meetings and phone calls.
Effortless time conversion and world time. Schedule conference calls, webinars & online meetings, plan travel and track flight arrival time across time zones.
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Open or Close Menu
Thought Catalog is a digital youth culture magazine dedicated to your stories and ideas.
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University of Central Florida | Orlando's Hometown University
UCF is an emerging preeminent research university in Florida & one of the largest universities in the U.S. But we’re not just bigger —we’re one of the best colleges for quality, access, impact & value. UCF has 215+ degree programs in 13 colleges. Earn the degree you want: Bachelor's, Master's or PhD. Apply Now!
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canoodlesoup.com - canoodlesoup.com
canoodlesoup.com - With an unrequited longing for better times in modern times, this is your place to rediscover, reconnect, and relive the (un)imagined utopia of then and now.
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Porno Video. XXX Tube. Porn Clips, Sex Movies on FOXPORNS.COM
Porno Video! From a massive amount of porno video this site FoxPorns.com is your one stop for the hottest of hardcore videos and pictures. From juicy fat blow jobs to hardcore anal sex this site brings the hi def pics and vids that will keep you on your toes so check it out!
porno, video, porn, free, tube
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Canadian News, World News and Breaking Headlines | National Post
National Post is your source for the latest news, information, updates on the latest events and happenings. Watch exclusive video, audio and photo coverages on trending issues and more.
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Indodax - Buy and Sell Assets Digital
Buy and Sell Digital Assets Indonesia. The Rupiah-based Indonesian Digital Assets Trade Center is the fastest and easiest.
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Khaleej Times - Dubai News, UAE News, Gulf, News, Latest news, Abu Dhabi News, Arab news, Sharjah News, Gulf News, Dubai Business News, UAE Business News, Dubai Sports, Live Dubai Weather, Jobs in Dubai, UAE Classifieds, Gold Rates, Forex, Oman News, Qatar News, Bahrain News, World Muslim Prayer Timings, Dubai Labour News
Khaleej Times Online provides complete UAE news and international news coverage and online utilities like Dubai Gold Rate, Dubai draft rate, UAE Exchange rate, silver rate
news, dubai, gulf, newspaper, east, khalij, times, stories, middle, daily, jobs, appointment, pics, website, world, lifestyle, politics, opinion, poll, editorial, pictures, oman, saudi, qatar, bahrain, khaliji, khaleeji, latest, region, kalij, business, gold, cars, rates, forex, travel, classified, burj, khaleej, labour
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HD Porn Video, Free Xxx Videos Tube, HQ Sex Movies Download
HD Porn Video this is where the real action can be found and you are one click away from watching the best high quality videos on the internet. You will be a full not to check out our slutty bitches from top-quality Free Xxx Videos Tube, where all your dirty dreams are coming to life. You will be amazed.
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Personal Banking | Fifth Third Bank | Fifth Third Bank
Fifth Third Bank has all the personal banking solutions to suit your needs. Learn about the features and benefits of our personal bank account today!
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FIFA - FIFA.com
The official site of the international governing body of football with news, national associations, competitions, results, fixtures, development, organisation, world rankings, statistics, the International Football Association Board, history, laws of the game, futsal, publications, downloads, and contact details.
football, association, international, board, soccer, associations, fifa, internationale, national
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ProgramCreek.com
This is a site all about Java, including Java Core, Java Tutorials, Java Frameworks, Eclipse RCP, Eclipse JDT, and Java Design Patterns.
eclipse, frameworks, design, patterns, tutorial, java
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Download the IFTTT app on Google Play
IFTTT (if this, then that) is the easy, free way to get your apps and devices working together. The internet doesn't always play nice, but we're here to help.
connect, creative, create, task, connections, notepad, note, camera, button, tasks, ifthisthenthat, triggers, recipes, services, applets, actions, channels, ifttt
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azcentral.com: Phoenix and Arizona local news, sports and entertainment
azcentral.com is the digital home of The Arizona Republic newspaper, with breaking news and in-depth coverage of sports, things to do, travel and opinions.
arizona, republic, newspaper, news, phoenix, central, azcentral, local, newspapers
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University of Houston
Located near the heart of Houston, this public, tier one research university offers over 300 degrees and programs and award-winning faculty.
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WND - A Free Press for a Free People
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Tuttosport - News su Calcio, Calciomercato, F1, Moto e altri sport
Leggi Tuttosport.com, trova news in tempo reale e scoop in esclusiva su calcio, calciomercato, formula 1, moto e tutti i tuoi sport preferiti!
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Online PDF Converter - Edit, rotate and compress PDF files
Edit your PDF file online and for free with this high quality converter or compress, merge, split, rotate, sort or protect your PDF documents.
free, converter, online, editor, convert
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Sorry, due to AML policy, we do not provide any services for US citizen at this moment
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Battlefield - Award Winning First Person Shooter by EA and DICE - Official Site
The latest news and updates for all things Battlefield, the EA and DICE video game franchise.
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Pirate Bay Proxy List | TPB Proxy List | Pirate Bay Mirror Sites | Pirate Bay Unblocked Proxy - PirateBay Proxy List
Is thePirateBay blocked by your ISP? You can use this website to bypass and unblock thepiratebay with Fresh TPB Proxy and mirror List. Get unlimited access with pirate proxy lists at pirateproxy.wtf
pirate, proxy, list, pirates, mirror, sites, torrent, alternative
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Movie News, Gaming News, Blu-Ray News, Music News, and TV News | We Got This Covered
All the latest news, trailers & reviews for movies, video games, music and TV.
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Times Of Oman
Your+number+one+source+for+the+latest+breaking+news+in+the+Sultanate+of+Oman.
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Expand this Topic
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Online Work Management Software | Workfront - Because Work Matters
Workfront is a cloud-based work management tool for the enterprise. This award winning project management software helps you manage people and projects in one place.
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BMW Parts Catalog
Welcome to RealOEM.com! This site can be used to look up BMW part numbers and approximate part prices. The Parts are grouped into diagrams and diagrams are grouped into categories and subcategories.
parts, catalog
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Jobriya | Government Jobs In India
Information Regarding Government Jobs In India Latest Government Job Govt. Jobs Vacancy and Recruitment available on this site and admit Card, Results
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iflix - Watch TV Shows & Movies Online Anywhere
Unlimited access to thousands of TV shows & movies. Watch on your phone, laptop, tablet, TV... Wherever, whenever! 30 days full access. Free!
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Convert Units - Measurement Unit Converter
This online unit conversion tool will help you convert measurement units anytime and solve homework problems quickly using metric conversion tables, SI units, and more.
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Home · SteamDB · Steam Database
This tool was made to give better insight into the applications that Steam has in its absolutely huge database.
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Daily Uploads - Easy way to share your files
Daily Uploads - Fast and Free File Hosting. Make Money Uploading Files, No Files Deletion, Unlimited Bandwidth, Unlimited Storage, Unlimited File Size
file, free, upload, files, large, sharing, storage, site, online, hosting, transfer, send, share, website, sites, uploader, sending
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Detroit Free Press - Breaking news, sports, business, entertainment
Detroit Michigan news - freep.com is the Detroit Free Press. News about Detroit, as well as headlines and stories from around Michigan.
news, detroit, michigan, free, freep, press
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Xilinx - Adaptable. Intelligent.
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FlyerTalk - The world's most popular frequent flyer community - FlyerTalk is a living, growing community where frequent travelers around the world come to exchange knowledge and experiences about everything miles and points related.
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پژوهش و توسعه ناجی
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Combine PDF – Online PDF Combiner
This free online tool allows to combine multiple PDF or image files into a single PDF document.
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Access to This Page Has Been Blocked
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Share on Instagram
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Made for riders, by riders. | Specialized.com
From seasoned pros and weekend warriors, to kids and commuters—if you ride, we’re for you. We believe bikes have the power to change lives. This simple truth drives us to be—and do—better.
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Cloud-based ERP system for $55 per month | Ecount ERP
Ecount is a cloud-based ERP who has been in the industry as leader for 20 years. This system allows unlimited access anytime and anywhere. There are up to 40, 000 unique companies worldwide that is currently using Ecount, imagine if each company has multiple users, the number of users can easily reach a million! With our unchanging price since 1999, clients stay with us for a long time.
management, solution, system, software, business, affordable
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Nude celebs, naked pictures. Playboy & paparazzi photos. Videos, Fakes & Wallpaper
Nude pictures of every celeb. Free galleries, fakes, naked sex scenes of vips and all leaked images. Watch your favorit playboy pics on Celebgate.
topless, pokies, scene, cameltoe, movies, paparazzi, photo, maxim, playboy, sextape, nipple, videos, naked, wallpaper, pictures, celebrities, leaked, celeb, pics, oops, fappening, fakes, images, nude
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EventHubs fighting game news and tournament results
Fighting game news, tournament results and much more for the most popular titles in the FGC. Street Fighter, Marvel vs. Capcom, Smash Bros. Tekken, plus other video games.
tournament, news, results, hints, tips, tekken, bros, marvel, fighter, capcom, smash, street
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A comprehensive research university and experiential learning leader in Philadelphia, PA | Drexel University
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LivestreamFails - Watch your favorite Twitch Streamers fail!
LivestreamFails - Watch your favorite Twitch Streamers fail! This is the best place for livestream wins, fails and fuck-ups of Twitch Streamers, YouTube Streamers and any other livestreaming platform there is.
fail, stream, live, epic, streamer, livestream, fails, twitch
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Coinzilla - Finance & Crypto Display Advertising
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ESL Activities Games Worksheets
Fun and engaging ESL activities, games and worksheets for English teachers to use in the classroom.
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Homepage | Your Article Library
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Peña – a charity theme
Make a difference Help & Love This theme has been inspired by the beautiful “Living on One Dollar” documentary. Please watch the documentary, help spread a word & donate. Thanks ♥ Tell me more
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Soundtrap - Make music online
Make music online together by recording and using loops.Invite friends to collaborate. It''s free and no download is required. Works on Mac, Windows, Chromebooks, iPhone, Android and Linux.
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TeamWin - TWRP
This is the Team Win website and the official home of TWRP! Here you will find the list of officially supported devices and instructions for installing TWRP on those devices.
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Abstract: We use the RMariaDB and dbplyr packages to analyze the results database of the World Cubing Association. In particular we are interested in finding unofficial world records of fastest 3x3x3 solves, countries with large proportion of female cubers as well as acceptable solving times before entering a WCA competition. This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License. The markdown+Rknitr source code of this blog is available under a GNU General Public License (GPL v3) license from github. Motivation An item on my bucket list of irrelevant-things-to-excel-in-during-parental-leave™ is to solve the Rubik's cube again. In 2013 I learned the beginner's method for solving the cube by reading Dan Harris' Speedsolving the Cube book. However, any attempts to improve times by learning CFOP failed miserably in 2013 due to lack of time. So in this 2019 attempt I just try to revoke my beginner's method and improve it slightly by 4LL. Nevertheless, my solves fluctuate at 120-180s. This has made me worry about the shame-factor of pulling through the next item on the bucket list: competing in a World Cubing Association (WCA) 3x3x3 competition. The motivating question of this post is therefore: how large a skill outlier would one be at such a competition with, say, an 180s average? Mining the World Cubing Association Database Luckily, the WCA provides the results of all cubers and competitions in a downloadable SQL database (400 MB mySQL/MariaDB SQL text file). The downloadable version of 19 Apr 2019 contains tables with information on all 124, 997 players, 6, 014 competitions as well as the 2, 130, 374 results obtained by players in competitions starting with the Rubik's Cube World Championship in 1982. Not big data, but big enough and structured in a way that justifies using a SQL database backend for the analysis instead of just a flat data.frame in R. With a little bit of effort, one installs a MariaDB together with the MariaDB Connector/C and imports the WCA data into the database. Subsequently, the RMariaDB (Müller et al. 2018) and DBI (R Special Interest Group on Databases (R-SIG-DB), Wickham, and Müller 2018) R packages allow one to connect directly to the DB. Furthermore, the dbplyr (Wickham and Ruiz 2019) package allows one to write dplyr code, which is then translated into and evaluated as SQL queries behind the scenes. We connect to the database as follows: library(DBI) library(RMariaDB) con % show_query() ## ## SELECT * ## FROM (SELECT `LHS`.`competitionId` AS `competitionId`, `LHS`.`eventId` AS `eventId`, `LHS`.`roundTypeId` AS `roundTypeId`, `LHS`.`pos` AS `pos`, `LHS`.`best` AS `best`, `LHS`.`average` AS `average`, `LHS`.`personName` AS `personName`, `LHS`.`personId` AS `personId`, `LHS`.`personCountryId` AS `personCountryId`, `LHS`.`formatId` AS `formatId`, `LHS`.`value1` AS `value1`, `LHS`.`value2` AS `value2`, `LHS`.`value3` AS `value3`, `LHS`.`value4` AS `value4`, `LHS`.`value5` AS `value5`, `LHS`.`regionalSingleRecord` AS `regionalSingleRecord`, `LHS`.`regionalAverageRecord` AS `regionalAverageRecord`, `LHS`.`subid` AS `subid`, `LHS`.`name` AS `name.x`, `LHS`.`countryId` AS `countryId.x`, `LHS`.`gender` AS `gender`, `RHS`.`name` AS `name.y`, `RHS`.`cityName` AS `cityName`, `RHS`.`countryId` AS `countryId.y`, `RHS`.`information` AS `information`, `RHS`.`year` AS `year`, `RHS`.`month` AS `month`, `RHS`.`day` AS `day`, `RHS`.`endMonth` AS `endMonth`, `RHS`.`endDay` AS `endDay`, `RHS`.`eventSpecs` AS `eventSpecs`, `RHS`.`wcaDelegate` AS `wcaDelegate`, `RHS`.`organiser` AS `organiser`, `RHS`.`venue` AS `venue`, `RHS`.`venueAddress` AS `venueAddress`, `RHS`.`venueDetails` AS `venueDetails`, `RHS`.`external_website` AS `external_website`, `RHS`.`cellName` AS `cellName`, `RHS`.`latitude` AS `latitude`, `RHS`.`longitude` AS `longitude`, `RHS`.`date` AS `date` ## FROM (SELECT `LHS`.`competitionId` AS `competitionId`, `LHS`.`eventId` AS `eventId`, `LHS`.`roundTypeId` AS `roundTypeId`, `LHS`.`pos` AS `pos`, `LHS`.`best` AS `best`, `LHS`.`average` AS `average`, `LHS`.`personName` AS `personName`, `LHS`.`personId` AS `personId`, `LHS`.`personCountryId` AS `personCountryId`, `LHS`.`formatId` AS `formatId`, `LHS`.`value1` AS `value1`, `LHS`.`value2` AS `value2`, `LHS`.`value3` AS `value3`, `LHS`.`value4` AS `value4`, `LHS`.`value5` AS `value5`, `LHS`.`regionalSingleRecord` AS `regionalSingleRecord`, `LHS`.`regionalAverageRecord` AS `regionalAverageRecord`, `RHS`.`subid` AS `subid`, `RHS`.`name` AS `name`, `RHS`.`countryId` AS `countryId`, `RHS`.`gender` AS `gender` ## FROM (SELECT * ## FROM `Results` ## WHERE (`eventId` = '333')) `LHS` ## INNER JOIN `Persons` AS `RHS` ## ON (`LHS`.`personId` = `RHS`.`id`) ## ) `LHS` ## INNER JOIN `Competitions2` AS `RHS` ## ON (`LHS`.`competitionId` = `RHS`.`id`) ## ) `dbplyr_001` ## WHERE ((`gender` = 'f') AND (`best` > 0.0)) Analysing the data We are now all ready to perform some descriptive analyses of the data. The top-5 females according to their time for 3x3x3 single solve is obtained by: fwr_single %>% group_by(personId) %>% top_n(-1, best) %>% ungroup %>% arrange(best) %>% select(competitionId, personName, personCountryId, best, date) %>% top_n(-5, best) ## # Source: lazy query [?? x 5] ## # Database: mysql 10.3.14-MariaDB-log [[email protected]:/wca] ## # Ordered by: best ## competitionId personName personCountryId best date ## ## 1 SlowNSteadySummer2017 Dana Yi USA 537 2017-07-01 ## 2 BarbyCubeOpen2018 Juliette Sébastien France 581 2018-11-03 ## 3 FruitSalad2018 Katie Hull USA 606 2018-03-03 ## 4 CubeduKorea2018 Yu Da-Hyun (유다현) Korea 629 2018-01-26 ## 5 NewYorkCitySpring2018 Kymberlyn Calderon USA 641 2018-04-21 Note that the solve times are given in centiseconds (i.e. 1/100'th of a second). The above result can be compare with the corresponding information at . As professional data scientist one knows how important it is to understand the data generating process and to know your data. So this is how the 5.37s solve by Dana Yi in 2017 looks like: The evolution of the 3x3x3 single solve WR So at this point we force an execution of the allResults query and cache the result as an object in R. This feels slightly disappointing, because the hope was to leave the data in the database management system (DBMS) as long as possible, but it felt like the most efficient way to compute sequential ranks - however, it might have been possible to perform the sequential rank directly using SQL statements, although I did not succeed to find the correct approach within the available time.1 Instead, the results are sorted according to their date in R and subsequently each result is checked to see if it's sequential rank is 1, i.e. whether the time is lower than all previous results. For this purpose a fast Rcpp function sequential_is_rank1 function is provided, which computes the sequential rank of a vector of values (see github code for details). Note: If we had not pulled the data into R at this point, such a computation within R would not have been possible. The evolution of the world record for males and females over time is then easily plotted. Note: As mentioned WCA doesn't officially distinguish between male and female results. Is such a plot useful? Not really IMHO, but I had seen a similar plot at the WCA webpage, so it's nice to be able to create it in R. Countries with highest proportion of female cubers Since the overall fraction of female cubers is around 10%, we determine the top-5 countries (with at least 50 cubers), having the highest proportion of female cubers in the Persons database: countryId n_total n_male n_female frac_female (in %) Algeria 157 103 54 34.4 Mongolia 373 278 95 25.5 Morocco 67 53 14 20.9 Pakistan 54 42 12 22.2 Tunisia 211 171 40 19.0 I find this list quite surprising and also encouraging! Skill level before entering a WCA competition Getting back to the motivating question of this post, we derive for each result how experienced the cuber was at the time of obtaining the result. We shall measure experience terms of years since the cuber's first WCA competition. Special interest will then be in results of cubers in their very first WCA competition - see the github code for details. We then use this information to create a scatter plot with result average (in seconds) and corresponding experience of the cuber (in years). For better visualization we plot the marginal 5%, 10%, 50%, 90%, 95% quantiles as smooth function of experience - this is done with with ggplot2's geom_quantile function together with the argument method="rqss", which then uses the rqss function of the quantreg package (Koenker 2018) to compute smooth quantile curves: We notice that the quantile curves stay more or less parallel, which is indicative of a stable variance and skewness of the results over the range of experiences. Focusing only on the round-1 results of those participating for the first time in the period from 2018-04-19 to 2019-04-19 we see that the quantiles for the average is (in seconds) are: ## 5% 10% 50% 90% 95% 99% 99.9% ## 16 19 36 77 93 136 208 This shows that with a 180s average one is located at the 99.7% quantile of all cubers entering a WCA competition. In other words: if the comfort zone is defined as being within the 95% envelope, then a ~90s average is needed before entering a WCA competition. To further investigate, how cubers of that skill level evolve in time, we study the solving skills of cubers entering their first WCA competition with a solve time between 180s and 240s. In order to reduce the potential effect of secular trends due to, e.g., better cubes, we consider the skill evolution of the cohort of first time cubers from 2015 and onwards. The cohort inclusion criterion provide a total of 174 first time competitors in this skill bracket. Only 27.6% of these cubers decide to participate in further WCA competitions! The further development of the averages of these cubers is best shown in a trajectory plot. Note that the end of the lines does not necessarily mean that they stopped cubing, instead it could be due to right truncation, because only competitions until 2019-04-19 are available. Instead of the trajectories we can also overlay an expectation smoother on top of the data to see how the expected average progresses with time in the cohort. Note, that this portrays the marginal expectation and thus is only based on cubers, who are still cubing at that time. No adjustment for any, potentially informative, drop-out is made. From the figure we notice a rapid improvement the first 6 months after entering the first WCA competition. Hereafter results only improve slowly. Discussion Through analysis of the WCA results database it became clear that participating in a 3x3x3 event with a 180s average is uncool. The data also show that cubers entering the world of WCA competitions with such an average are likely to never participate in another WCA event. In case they do, their times drop to 90-120s averages within 6 months after which they are stuck - no one cracks the 20s barrier. To conclude: It seems wise to practice more, before going to the first WCA competition. 😃 From a data science perspective this post provided insights on using dbplyr as a tidyverse frontend for SQL queries. Being an SQL novice, I learned that generating indexes is a must, if you do not want to wait forever for your INNER JOINs. Furthermore, I ran into some trouble with mutates and filters with the package, because the produced SQL code provide empty results. It remains unclear to me if this was due to differences in SQL DBMSs (e.g. MariaDB being differnet from PostGres), my lack of SQL knowledge or if it's a shortcoming of the dbplyr package. My conclusion is that performing the data wrangling within the DBMS was overkill for the medium sized wca data. For larger or more structured datasets such an approach can, however, be fruitful, because a DBMS's main purpose is to provide efficient solutions for working with your data. Furthermore, I like the idea of having a familiar dplyr frontend and just auto-generate an efficient backend code (here: SQL) to do the actual wrangling. This also provides an opportunity to get an outside-R-implementation, which can be an important aspect in quality assurance of statistical analyses. Acknowledgments The terms of use of the WCA database requests any use of it to be equipped with the following text: This information is based on competition results owned and maintained by the World Cube Association, published at as of April 19, 2019. Besides this formal note, I thank the WCA Results Team for providing the WCA data for download in this comprehensive form! Literature Koenker, Roger. 2018. Quantreg: Quantile Regression. quantreg. Müller, Kirill, Jeroen Ooms, David James, Saikat DebRoy, Hadley Wickham, and Jeffrey Horner. 2018. RMariaDB: Database Interface and 'Mariadb' Driver. RMariaDB. R Special Interest Group on Databases (R-SIG-DB), Hadley Wickham, and Kirill Müller. 2018. DBI: R Database Interface. DBI. Wickham, Hadley, and Edgar Ruiz. 2019. Dbplyr: A 'Dplyr' Back End for Databases. dbplyr. If you know how to do this efficiently in SQL, let me know!↩
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