BIG LIST OF WEBSITES

List of Top Websites on Special

Top 250 Websites on SPECIAL

Download the Top 250 Websites to PDF
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Booking.com: 28,407,945 hotel and property listings worldwide. 178+ million hotel reviews. .Big savings on hotels in 120,000 destinations worldwide. Browse hotel reviews and find the guaranteed best price on hotels for all budgets. .lodging, accommodation, hotel, Hotels, special offers, packages, specials, weekend breaks, city breaks, deals, budget, cheap, discount, savings
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Southwest Airlines | Book Flights & More - Wanna Get Away? .Book our famous low fares only on the official Southwest Airlines website. View flight status, special offers, book rental cars and hotels and more on southwest.com. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Punch Newspaper - Breaking News, Nigerian News & Multimedia. .A Nigerian newspaper, Breaking News, Nigerian News & Multimedia, Daily publication in Nigeria covering Niger delta, general national news, politics, business, energy, sports, entertainment, fashion, lifestyle human interest stories, etc .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Xbox Official Site: Consoles, Games, and Community | Xbox .Experience the new generation of games and entertainment with Xbox. Explore consoles, new and old Xbox games and accessories to start or add to your collection. .Microsoft, store, products, support, Xbox One, Xbox 360, games, gaming on windows, Xbox Live, entertainment, Star Wars™ Battlefront™, Xbox, shop, coming soon, new, sale, bundle, Xbox One S Battlefield 1 Special Edition Bundle, Early Enlister Deluxe Edition, 1TB, accessories, consoles, Gears of War 4, pre-order, NFL on Xbox, NFL, 4K entertainment system, NFL fans, play, most reliable, gaming network, backward compatibility, Xbox Play Anywhere, community, Windows 10 PC, Xbox 360 games, advanced features, Xbox accessories, Xbox Design Lab, personalize, Xbox Wireless Controller, color, Xbox Elite Wireless Controller, Gears of War 4 Limited Edition, Xbox One Special Edition Armed Forces Stereo Headset, design yours, redeem code, events, Xbox Wire, sales, specials
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Deals, Coupons, Vouchers, Discounts and Freebies - OzBargain .OzBargain is Australia's bargain hunting community, where hot deals, coupon codes, vouchers, special promotions and freebies are shared everyday. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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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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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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天猫女鞋-理想生活上天猫 . .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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iTunes .The National Park Service cares for special places saved by the American people so that all may experience our heritage. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Hang Seng Bank Limited .Visit Hang Seng Bank's web site for our eBanking services, the latest interest and exchange rates, and for details of our products and services, special offers and company news .HangSeng, Hong Kong, Bank, finance, business, banking, e-Banking, e-IPO, personal banking, electronic banking, account, deposit,cash, savings, credit cards, mortgage, loan, payments, securities, online rates, special offers, insurance, investments, intere
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Royal Mail | Royal Mail Group Ltd .Royal Mail is the UK''s most trusted letters and parcels delivery company. We provide a 6-days-a-week, one-price-goes anywhere postal service across the UK. .Royal Mail, Royalmail, post, stamps, letters, mail, parcels, packages, stamp collecting, philatelic, philately, postcodes online, post codes, postcodes,uk postcodes, postcodes on-line, postcode finder, post code finder postcode, address finder, find address, postal rates, find postcode, post shop, shop, mailing services, postal services, tariffs, special delivery, postal tariffs, business mail, business post, Consignia
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Book Hotel Online - Best Price Guarantee - AccorHotels.com .Book direct with AccorHotels.com and benefit from our special web rates. Find your stay from our 5,000 budget to luxury hotels worldwide. Save now! .AccorHotels.com
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Alex Jones' Infowars: There's a war on for your mind! . .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Welcome to Linda Ikeji's Blog .Linda Ikejis Blog/ Best Online Portal for Nigerian News .blogs,news, blog, politics, gossip, Events, Entertainment, Lifestyle, Fashion, Beauty, Inspiration
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Money Saving Expert: Credit Cards, Shopping, Bank Charges, Cheap Flights and more .Martin Lewis's free site saves you money. Beat the system on credit cards, shopping, special offers, mortgages, council tax, interest rate payments, freebies, loans, loopholes, best buys. Compare, read, discuss and be a Money Expert. .
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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 .Gulf daily news, Dubai News website, Gulf News, World Muslim Prayer Timings, Dubai Labour News, Dubai Metro, Burj Dubai News, Khaleej Times Online, Classified, Used cars, Gold rates, Forex, Travel info, Dubai property, Gulf, News, Gulf Newspaper, United Arab Emirates, UAE, Middle East, Dubai, Dubai News, Daily Gulf News, Gulf Newspaper, Hollywood, Bollywood, news, Newspaper, No. 1,Business, Politics, Lifestyle, Opinion, Poll, Editorial, News Stories in Gulf, Jobs, Dubai, Appointment, Times, ME News, News in Pics, Pictures, Top Stories, Latest, middle east region, khalij,Kalij,Al Khalij,Khaleeji, Khaliji, Oman News, Saudi News, Qatar News, Bahrain News
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Compare and Apply for Loans, Credit Cards, Insurance in India .Best Loans in India: Apply online now for ✔ Special Offers ✔ Lowest Interest Rates ✔ Low EMI ✔ Instant e-Approval & Quick Disbursal. Check eligibility now. .loan, loans, loan india, loans india, current loan rates india, loan calculator india, best loans india, best loan rates, cheapest loans india
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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KLM Royal Dutch Airlines – Flights | Vliegtickets | Flüge .Compare and book your KLM flights and view our special ticket deals and last minutes. Check in online on KLM.com or book a hotel or rental car for your trip .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Dubai Deals, Coupons & Special Offers | Cobone .Looking for the best deals and offers in Dubai? Try Cobone daily deals for up to 70% off at Dubai restaurants, food, dining, beauty, spa and fitness activities .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Corel Corporation .The official website for Corel Software. Get product information, download free trial software, learn about special offers and access tutorial resources. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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CorelDRAW: Graphic Design, Illustration and Technical Software .The official website for CorelDRAW family of products. Get product information, updates and free trials. Access special offers, tutorials and videos. .
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15min naujienos – Suprasti akimirksniu .Karščiausios žinios ir naujienos iš Lietuvos miestų ir regionų, specialūs tyrimai ir komentarai, verslo, sporto, pramogų naujienos ir apžvalgos, užsienio aktualijos ir ekspertų vertinimai, orai, horoskopai. .Lietuvos naujienos, aktualijos, užsienio , Vilniaus, Kauno, Klaipėdos, politikos, ekonomikos, sporto, pramogos, fotogalerijos, horoskopai, orai, konkursai
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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epublibre - inicio .Web de la Biblioteca Digital del Proyecto Scriptorium. Más libros, más libres .Epublibre, EPL, libros, libres, EPUB, biblioteca, Scriptorium
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John Deere US | Products & Services Information .Explore agricultural, construction, forestry machinery and more on the official John Deere website. Find a dealer in your area or purchase online. .john deere careers,special offers,golf equipment, home products, citizenship, john deer, john deere,john deere home page,john deere credit, workshop products, lawn tractor, john deere corporation, lawn mower, parts, government sales, johndeere, john deere dealer,tractor, johndeer, agriculture, industrial engines, investor, forestry equipment, john deere tractors, credit, equipment, engines, construction equipment, commercial products, lawn mowers, lawn tractors, johndeere.com, tractors, john deere news,ag, john deere equipment, rental sales, residential
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Windguru .Special wind and weather forecasts for windsurfing, kitesurfing and other wind related sports. Forecasts for any location on planet Earth! .wind forecast, live wind, windsurfing, kitesurfing, kiteboarding, snowkiting, sailing, paragliding, surfing, wave, meteorology, numeric model, wind speed, GFS, WRF, NWW3, ICON, NAM, HRW, WAM, COSMO, GWAM, EWAM, weather stations, wind stations, forecast maps
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R-bloggers | R news and tutorials contributed by (750) R bloggers .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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Dealertrack Technologies Login .The leading provider of on-demand software for the auto industry in the United States .desking, Special finance, Menu selling, Aftermarket, Compliance, Electronic contracting, Finance, F&I, Auto sales, Inventory management, Used cars, Vehicle valuation, Bookout, DMS, Dealer management system, DMS, credit application, credit bureau, automotive financing
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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Google .Search the world''s information, including webpages, images, videos and more. Google has many special features to help you find exactly what you''re looking for. .
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