BIG LIST OF WEBSITES

List of Top Websites on Comes

Top 250 Websites on COMES

Download The Top 250 Websites in Excel
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1
Music for everyone - Spotify
Spotify is a digital music service that gives you access to millions of songs.
digital, album, artist, playlist, play, streaming, music, online, listen, spotify
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2
Edición USA - La Prensa Gráfica
Noticias de El Salvador; fotos, video, reacciones, trendencias, social media, comentarios de noticias de actualidad y del mundo; avances informativos de último minuto, política, sucesos, deportes, economía, espectáculos, cultura y más.
1,968
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Associated Press News
News from The Associated Press, the definitive source for independent journalism from every corner of the globe.
news, technology, entertainment, travel, health, politics, education, business, online, world, breaking, weather, sports
2,294
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Personal Banking | Financial Services | CIBC
Bank on your terms with CIBC – whether it’s in person, over the phone or online, CIBC has you covered.
banking, products, services, personal, online, financial
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5
Online Survey Software & Tools
SurveyGizmo’s advanced (but easy to use) online survey software tool comes with amazing customer service, every survey feature you can imagine and an open API.
3,627
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6
XXX Video, Porn Tube, Free Sex Movies at Porn.biz (ex. Euphoria Porn)
XXX free videos! Porn.biz doesn''t hold back one bit when it comes to bringing you the most outrageous xxx video hardcore porn on the market. There are top of the line movies, pics, and more. You won''t get tired perusing through their categories and finding just the right euphoric porn!
video, porn, porno, free, tube
3,717
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RANDOM.ORG - True Random Number Service
RANDOM.ORG offers true random numbers to anyone on the Internet. The randomness comes from atmospheric noise, which for many purposes is better than the pseudo-random number algorithms typically used in computer programs.
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Fine Art America | Canvas Prints, Posters, iPhone Cases, and More
Decorate your home and accessorize your life with incredible works of art, and help support living artists all over the world! Fine Art America is the world''s largest community of independent artists and iconic brands and features millions of images for sale as wall art, home décor, iphone cases, tshirts, and more.
9,115
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Home - Jaimini''s Box
Welcome to the website of Jaimini''s Box, where quality comes first.
academia, hero, hungry, marie, robot, reading, comics, piece, boku, laserbeam, taizai, nanatsu, deadly, sins, origin, uratarou, stone, tokyo, ghoul, jump, shonen, clover, black, birdmen, platinum, hearts, golem, scanlation, study, bakuman, twin, magazines, anime, star, exorcist, dreamer, shinobi, manga
9,509
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Symbols & Fancy Text - Cool Symbols, Characters & Emoji ✮✢❂✶✧ 😍
A symbol & picture text collection that provides access to many special fancy text symbols, letters, characters... It also comes with cool fancy text generator tools.
10,349
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ICON_SEARCH
Are you hungry for better? When it comes to what we put in and on our bodies, Whole Foods Market® believes the full story of those products is important as we make our choices. Join us as we encourage others to celebrate what the Earth gives us with respect, purpose and joy.
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12
Beautiful Homes | Decor Advice & Guide for Home Interior Design
Beautiful Homes, décor advice and guide will help you to make the most of what you have at home already. Stay tuned for latest home interior designs and colour stories.
home, design, interior, guide, advice
12,349
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13
LuLu Hypermarket UAE: Best deals & offers on Groceries, Electronics, Fashion & more
Find great deals and offers on your online shopping for Groceries, Electronics, Fashion and much more with LuLu Hypermarket UAE - Where the world comes to shop!
19,454
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PornID XXX - HD sex movies, free porn tube videos
Here comes Pornid.xxx full of free sex videos. Tons of HD scenes at our porntube will make you get in the world of ardent pleasure.
23,280
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15
Online Survey Software | Create Free & Beautiful Survey | Survio.com
Build and publish online surveys, view results with survey software tool that comes with amazing customer service! Get your free account now.
25,799
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16
MyMoneyTimes: Business News headlines, Financial News, Indian Economy, India Stock Market
Mymoneytimes comes as one of India’s leading news feed lounge that delivers latest business news, Stock market news, Economy news, Politics, current affairs, Start-ups and much more.
news, india, company, investing, marketing, management, finance, financials, nifty, ncdex, personal, derivatives, opinion, features, economy, business, analysis, stock, mutual, commodities, markets, market, fund
25,832
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Golf News, Tournaments, Tours & Leaderboards | Golf Channel
Find the latest golf news from all the major tours and updates from around the world. Up-to-date leaderboard information, instruction videos and more.
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Egotastic All Stars - All The Latest Nude Celebs and Naked Stars
All The Latest Nude Celebs and Naked Stars
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Black Women's Lifestyle Guide, Black Love & Beauty Trends - Essence
ESSENCE.com is where Black girl magic comes alive. Find current news for and about Black women, that is created by Black women. Get the latest news, entertainment, beauty, fashion and lifestyle stories centered around Black women and African-American culture.
31,578
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Virgin WiFi | Virgin Media Business
Providing exceptional WiFi isn''t an option anymore, it''s an essential part of your business. Especially when it comes to huge sites with hundreds of users. Unleash your customer, employee and guest experiences with fast reliable Virgin WiFi.
33,059
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Looking for best VPS Hosting With SSD & DDoS Protection?
We offer best VPS hosting at an affordable price of $5.95. Comes with SSD storage, DDoS protection and 30 Day Money Back.
33,081
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22
Hardcore Gamer Hardcore Gamer No Nonsense, Just Games
Hardcore Gamer is the serious gamer's source for PS4, Xbox One, PC, Switch, 3DS, PS Vita reviews, previews, news, features and videos.
34,035
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23
Health Insurance, Buy, Online Insurance, Best Health Insurance
Buy the best health insurance policy online that includes most of your medical expenses. Avail cashless treatment at 9100+ hospitals across India. Click to get a free health insurance quote and buy policy online.
insurance, health, star, online, policy, india, limited, chennai, renew, specialist, company, products, portability, corner, care, accident, plans, overseas, travel, agent, allied
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24
Chat Icon
Altran (Formerly Aricent) is a Global Design and Engineering company. We focus on the latest trends that determine a company’s ability to compete on speed.
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25
play
When it comes to banking, simplicity is the ultimate sophistication. Find out more about simplified banking with Capitec Bank.
bank, business, global, approved, services, capitec, contact, information, online, plans, control, transact, simplified, simpler, save, credit, banking, cash, live, access
37,170
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Git Client - Glo Boards | GitKraken
Unleash the Kraken! GitKraken comes with two legendary tools that help developers be more productive: the Git Client for Windows, Mac and Linux, and Glo Boards for task and issue tracking. Download the free Git Client and sign up for Glo Boards for free!
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Watchers on the Wall | A Game of Thrones Community for Breaking News, Casting, and Commentary |
A Game of Thrones Community for Breaking News, Casting, and Commentary
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28
Mous | Slim Protective iPhone & Samsung Cases – Mous US
The Only Case You'll Ever Need. Protective iPhone & Samsung Galaxy phone cases with our thoroughly tested AiroShock™ Technology. Every case comes with a Free Screen Protector. Our cases come in real materials including Aramid Carbon Fibre, Leather Bamboo, Walnut and Shell.
45,804
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29
Greenville Online | Greater Greenville Area, SC
Your one stop shop for news, weather, and activities in and around the GreenvilleMetro area.
news, greenville, headlines, stories, sports, weather, local, world, carolina, anderson, mauldin, south, greenvilleonline
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Home - Stantec
Stantec designs with community in mind—whether that’s in engineering, architecture, energy, water, or project management. As a top-tier global design firm, we focus on creativity, client relationships, and how our projects transform communities.
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31
Capy Games | Play Girl Games
Play the best free onlines games! Capy.com comes with the best selection of girl games on the web!
games, capy, free, online, girl, girls
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PASS | Beautiful Galleries For Photographers
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Socks by Stance - The Uncommon Thread - Shop Now
Stance Socks represents expression and embraces the spirit of individuality through a unique product offering featuring our artists series and performance socks. Stance
socks, stance, wars, ncaa, star, cool, performance
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Home - EcommerceBytes
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The News Journal | Delawareonline.com | Delaware news
Delaware News - Delawareonline is the home page of The News Journal with in depth and updated local news. Stay informed with both Delaware news as well as headlines and stories from around the world.
news, stories, world, headlines, dover, home, wilmington, delaware, delawareonline, local
59,138
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TeenMegaWorld - Best Teen Porn Network
Teen Mega World - is the best teen porn network. All our sites include exlusive HD videos with 18 y.o. beauties!
videos, porn, amateur, free, teenmegaworld, wild, mofos, college, voyeur, amateurs, girls, anal, teen, girl, naked, solo
59,452
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37
LaptopMedia.com – Tech news, reviews, videos and analysis
Tech news, reviews, videos and analysis
60,266
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38
AlgoExpert | 70 Video Explanations of Popular Interview Questions
Ace the Coding Interviews with 70 video explanations of popular interview questions. Each question also comes with a workspace where you can code your solutions and run them against custom test cases, with hints, with written solutions in JavaScript, Python, C++, Java, and Go, and with a space-time complexity analysis of the algorithm at hand.
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TradeSkillMaster - Most advanced addon for making gold in World of Warcraft
Our addon is the best of the best when it comes to making gold in World of Warcraft. Everything related to making gold is made fast and easy by our addon. This includes crafting, buyout, tracking sales, managing inventory, and much more.
62,378
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40
SP Flash Tool v5.1824 - Download SmartPhone Flash Tool
SP flash tool download - SP Flash Tool v5.1824 is the latest version that can flash Stock ROM, Custom recovery for your MTK based android phone. SPFLASH tool comes as free-ware.
tool, flash, spflash, 1824, smartphone, download, spflashtool
63,253
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41
والا موزیک | دانلود آهنگ‌ بی‌ کلام
والا موزیک | دانلود آهنگ‌ بی‌ کلام, موسیقی آرامش بخش, موسیقی کلاسیک, موسیقی متن فیلم, موزیک بیکلام, آهنگ لایت, نت موسیقی
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42
Dark Horse Comics
64,057
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43
Talenti® Gelato & Sorbetto: Crafted for Taste
At Talenti®, we take our time to create the best gelato and sorbetto. From the ingredients we choose, to the recipes we select, to the methods we use, everything comes from the belief that the more time we put into our gelato and sorbetto, the tastier the final product will be.
page, home
66,678
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44
Flock - Communication & Collaboration Platform for Modern Teams
Flock, the best team communication app and online collaboration platform, comes with team messaging, project management and other great features that improve productivity and boost speed of execution.
67,935
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ALZFORUM | NETWORKING FOR A CURE
69,451
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46
Online Survey Software & Tools
SurveyGizmo’s advanced (but easy to use) online survey software tool comes with amazing customer service, every survey feature you can imagine and an open API.
71,288
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47
Home - Cleveland19 - News, Weather, Sports for Northeast Ohio - Cleveland 19 News Cleveland, OH
Cleveland 19 News in Ohio is first, fair and everywhere when it comes to breaking news, severe weather forecasting, investigative reporting, traffic alerts and in-depth sports coverage for Northeast Ohio.
cleveland, ohio, news, weather, northeast, greater, akron
77,688
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48
Xbox Live | Xbox
Xbox Live is where your gaming life comes together with the games you love, the friends you play with, and the community that defines you.
gold, xbox, games, deals, video, live
77,918
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Home | Nutcache
Agile project management software for teams of all sizes and freelancers including estimates, project budgeting, time tracking, expense management and final billing.
77,958
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50
Irish News
Find the latest Northern Irish and international news including GAA, opinion, business, family notices and more from the leading Belfast-based daily newspaper
78,195
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51
TIAA Bank :: Bank on Better: High Yields, Home Loans, 24/7 Support
Make TIAA Bank your home for better banking. Discover our full range of bank accounts, home loans and investment opportunities today. Regardless of your goal, at TIAA Bank, better comes standard.
78,959
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52
Innity - Right Audience, Real Engagement
We offer programmatic advertising solutions, creative marketing technology, and data driven audience targeting to publishers, brands, and agencies.
data, management, publisher, targeting, audience, creative, marketing, programmatic
79,143
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53
chorus.fm
Chorus.fm is a curated music destination for those looking for something outside of the mainstream. News, reviews, forums, articles, and commentary. Founded by Jason Tate.
80,714
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54
Bennetts ® - UK Insurance Specialists for Motorcycles
Bennetts is the UK's leading bike insurance broker. Our motorbike insurance is 5 Star Defaqto rated and we have a dedicated UK based 24/7 claims team. Get a quote!
81,982
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Domain Names | Web Hosting | Managed WordPress Hosting | SSL | eShop | Website Builder | Papaki
Papaki is the No.1 domain name registrar in Greece and provides reliable solutions in Web Hosting, Managed WordPress Hosting and WooCommerce Hosting for eShops. Start your website or eShop today on the best and most stable infrastructure!
domain, names, hosting, wordpress, woocommerce, eshop, greek, papaki, certificates
86,997
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56
Fibre Internet, LTE Wireless & ADSL - Webafrica
When it comes to getting you connected online, Webafrica has got you covered. From Racy-Fast LTE wireless internet, to Fasterfast Fibre and good old ADSL, we will get you online.
87,269
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Slingbox.com
Slingbox makes it simple to access your live and recorded shows, movies and sports. Whether in the home or on the go, with a Slingbox connected at home and Slingplayer on your mobile device, you’re in control of your TV experience.
slingbox, watch, cable, slingplayer
87,787
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RiffTrax = The MST3K ''Mystery Science Theater 3000'' stars today!
From the stars of Mystery Science Theater 3000 comes RiffTrax, hilarious audio commentaries for your favorite - and not-so-favorite - movies!
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Learn Business Studies | LEARN IT, IMPLEMENT IT & ACHIEVE IT
Lionel Messi is an Argentine professional footballer; he plays as a forward and captains both FC Barcelona and the Argentina national team.
quotes, inspirational, spiritual, life, christian, stories, motivational, richest, religious, books, world, short, positive, sayings, greatness, words, uplifting, encouraging, great, book, daily, thoughts, people, inspiration, wisdom, messages, awakening, love, success, encouragement, live, quote, good, motivation, youth, native, phrases, devotional, inspiring, spirit
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61
MindOrks | Join India''s largest learning revolution
Learn Android development, basic to most advanced through the courses designed by the top developers across the globe. The projects centric and community driven learning will make you job ready for top companies. The happiness drive will continue with support and guidance from MindOrks throughout the life.
android, developer, step, development, kotlin, beginners, tutorial, complete, learn, video, tutorials, libraries, blog, guide, courses, practices, placement, search, weekly, newsletter, updates, duration, fees, examples, programming, jobs, create, training
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DEPARTMENT OF Expenditure | MoF |GoI
Department of Expenditure comes under Ministry Of Finance
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63
Find Wedding Venues, Vendors, Shows + Ideas
Here Comes The Guide: Find beautiful wedding venues near you + see prices. Discover the best wedding vendors, find a bridal show near you, download wedding checklists, learn what questions to ask vendors, and get great wedding ideas.
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TeenSexMovs.com - Hundreds of gorgeoud teenage hotties ready to fuck all possible styles and positions!
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Get Business Name Ideas With Brandlance
Browse our ready-made catchy business names with available .COM domain name. Our branding specialists have gethered the best company name ideas for your new company. All our brand names comes with creative logo.
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RERIPS.COM – When Asian Comes To Your Mind
Download & Streaming Film, K-Dramas, Dorama, C-Dramas, K-Show Gratis
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POOLCORP World’s Leading Distributor of Swimming Pool Supplies | Backyard Living Industries
POOLCORP World’s largest wholesale distributor of swimming pool supplies, Providing pool construction materials, replacement parts, fencing to pool care prod...
pool, products, parts, supplies, poolcorp, swimming, replacement, outdoor, distribution, living, distributor, equipments, landscape, care
109,517
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CordCutters | Spend less, watch more
The ultimate guide for Cord Cutters when it comes to navigating the next generation of streaming video.
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Her way - Bright side of the road
Our vision is to help millennial females build self esteem; to support them in creating and keeping strong bonds between their families and friends; and to be a voice of reason when it comes to their relationships.
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Arrow Right
World of Books is one of the largest online sellers of second-hand books in the world. Our massive collection of over 2 million cheap used books also comes with free delivery in the UK. Whether it’s the latest book release, fiction or non-fiction; we have what you are looking for.
113,688
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Quantcast: AI-driven Audience Insights, Targeting & Measurement
Quantcast is a leader in artificial intelligence (AI) technology and its application for brands, agencies and publishers.
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COLlive - Community News Service - COLlive – Community News Service
Relevant, up-to-the-minute, breaking news, photos and video from Crown Heights and Jewish communities worldwide.
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Easy to Use Free cliparts. Free download photos & images. mastergolflivestream.com
Every illustration comes with a choice of image size. Websites and web pages, blogs try our base! Choose to create your own designs...
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The Sitting Bee - Short Story Reviews and Analysis
The Sitting Bee is a short story review blog that is focused primarily on reviewing short stories by American writers.
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TrickyMasseur.com - Hot sex with a beautiful teens in the massage parlor
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Web Push Notification For Desktop and Mobile - NotifyVisitors
Web push notifications are the clickable pop-up message that comes from a website or an app, these messages appear on your device screen, by push notification you can send your messages directly to your users devices, It Works on all major browser Like Chrome, Firefox, and Safari.
push, notification, notifications, software, free, browser, service, firefox, chrome
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New Visions for Public Schools
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Mini PC Review, Best Windows Mini PCs 2018, Best Mini Computers
Review the Best Cheap Mini PCs, Tablet PCs, Budget PC Sticks, and Laptops featuring Intel or other processors.
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Neo-Arcadia – Le site d'arcade francophone
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SEND WITH SES
Send With SES makes it easy for you to send transactional and marketing emails via your AWS SES account at low cost while ensuring high deliverability. Comes with all the features you would expect from any reputed email service provider.
stats, free, subscription, tool, distribution, list, listserv, unsubscribe, account, spam, hosted, forms, signup, campaigns, statistics, html, newsletters, rate, open, marketing, high, easy, beautiful, delivery, email, sending, designer, newsletter, resources
122,757
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CareUEyes - Eye protection software, blue light filter for pc, screen dimmer, break reminder
CareUEyes is an eye protection software for windows that comes with blue light filter, screen dimmer, and break reminder
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CGTranslations – Konosuba Translations: LN, Comics, Short stories, Doujins.
Konosuba Translations: LN, Comics, Short stories, Doujins.
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18 Teen Fuck - Young Girls in Free Porn Videos
18 teen fuck is that place that will keep you hooked. We got the best selection when it comes to teen porn and that''s a cold fact. Enter our fantastic XXX tube and find out for yourself. Teen fuck videos that will make your dick hard in a second.
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ERP AI WORKS & COMPANY Series | Works Applications
MEET YOUR IDEAL ASSISTANT. WAP is the perfect partner when it comes to improving workplace efficiency. Implementing our multi-dimensional ERP system is like hiring the virtual secretary you’ve always wanted.
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Web Hosting, Domain Names, SSL Certificates and VPS Hosting
How can we host you? When it comes to the web, 1-grid has got you covered. From expert website design to secure web hosting and strict website security.
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Rara Theme: Easy to Use Mobile-Friendly WordPress Themes
Easy to use free & premium mobile-friendly WordPress Themes. Each theme comes with several features and awesome support.
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Texas Heart Institute is a Leader in Cardiovascular Research & Education
The mission of the Texas Heart Institute is to reduce the devastating toll of cardiovascular disease through innovative programs in research, education and improved patient care. As a leader in the cardiovascular field, THI is a trusted resource for physicians and patients when it comes to heart health.
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Littmann Stethoscope, Welch Allyn, Keeler, Riester, HEINE Diagnostics and Medical Supplies UK
MEDISAVE offers an extensive selection of personal physician/health professional items including stethoscopes, diagnostic sets and bags together with a growing range of consumables. We supply Cherokee Scrubs and stock a wide variety of nursing scrubs. Our Littmann Stethoscopes range comes with free laser engraving and more. Buy from our top brand like Welch Allyn, Reister, 3M medical equipments online.
littmann, medical, stethoscope, nursing, equipment, shoes, scrub, stethoscopes, welch, allyn, supplies, clogs, otoscope, ophthalmoscope, heine, reister, supplier, diagnostic, sets, steth, uniforms, cardiology, classic, monitor, doctors, bottoms, tops, blood, cherokee, scrubs, pressure
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Najm | Credit Cards, Prepaid Cards and Insurance Solutions in UAE
At Majid Al Futtaim Finance, we aim to do things a little differently when it comes to financial solutions. We understand you are an individual and you have needs well… that are unique to you. That’s why we create products and solutions with you, the customer, at the center.
najm, cards, insurance, prepaid, credit
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Jenna Kutcher | Marketing Entrepreneur & Photographer
I’m an expert at online marketing, a nerd when it comes to the numbers, and my obsession is teaching others how to make a living doing what they love.
marketing, business, creative, small, photographers, entrepreneurs, strategies, tips, instagram, pinterest, content, advice, educator, list, training, building, email, authentic, online, profitable, ideas, plan, sustainable, courses, starting, entreprenuerial, photography
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Italian Coffee, Espresso & Espresso Machines | illy eShop
When it comes to coffee, we''re passionate about perfection. Shop illy coffee & espresso, espresso machines and accessories.
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Personal Jewelry & Jewelry Business Insurance | Jewelers Mutual
Protect your jewelry with personal jewelry insurance from the only company dedicated solely to insuring jewelry since 1913. Jewelers Mutual Insurance Group also offers jewelry business insurance for retailers, manufacturers, wholesalers and designers.
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Personal | Fino Payments Bank
Fino Payments Bank comes to you from an institution that has served the country’s banking needs for over a decade. Our products include Savings account, current account, FasTag, CMS, Business Correspondent Services and third party insurance products.
bank, payments, fino, finobank
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Brokelyn | Living Big on Small Change in Brooklyn
At Brokelyn, we are strong believers in the merits of discounts and day drinking, however when it comes to holidays that pay respect to battles fought in foreign ...
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Flare - Canada's Fashion Magazine
FLARE is your Canadian source for under-the-radar shopping picks, beauty tips, celebrity buzz, and hot takes on big topics that matter to millennial women
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Diablo® Immortal™
The Eternal Conflict between angels and demons comes to mobile in Diablo® Immortal™ for iPhone, iPad and Android.
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Kickasstorrents 2019 New Katcr Search Engine
kickasstorrents 2019 is a new katcr search engine comes with anonymous and secure torrent downloading features.
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NowInStock.net Product Availability Tracker and In Stock Notification System
NowInStock.net is product availability tracker for hot products. We monitor the availability of these products across a variety of online stores. When a product comes in stock, we notify you right away.
stock, email, alerts, items, tracker, product
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All Sports | Live-streamhd.me
Live-StreamHD.me is one of the top-notch providers of all things that have to do with free live sports streaming. You are perhaps a bit confused right now. Aren’t all services rather, well, free. The answer is – not really, not quite. The simple truth lies in the simple fact that we work painstakingly to provide you with all the great options that you will ever want from a website such as ours. We quite readily cover you when it comes to streaming options. And we don’t charge a single penny which is rather quite nice, too, isn’t it? How do we manage to stay afloat as it is? Well, we deliver everyone the experience they have asked for and the results follow quite simply. Our mobile offer is ironclad. The number of streams and sports live events that you can actually see is quite, quite easy to grasp. You will never be short of options to make a difference, too! Spot something that you think merits improvement, well sure, we will help you with that on the spot and without contesting anything much! We are absolutely thrilled to be at the forefront of what we do, and while it takes us a lot of time to adopt the offer to everyone’s specific preferences, we strive to continuously improve upon what we offer. With so much that’s underway, you will have to notice that Live-StreamHD.me is in a constant state of flux, but you can rest assured that your streaming experience will remain intact. We have our own clever ways of managing to provide you with everything that you need without you experiencing any disturbance. Not in the very slightest. On top of that, we cover hundreds of matches in real time. What we mean when we say cover? Well, just that! We strive to continually add to our offer, and if we can’t find a stream, rest assured that all the important details will all be there. The plain fact of the matter is that we manage to track every match out there that will be of interest to you. This is quite the complete live Live-StreamHD.me experience you have ever hoped for and to be honest – it’s all very much worth it. Rest assured that you have done well by picking us!
live, sports, stream
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As part of this blog post we will see detailed instructions about setting up development environment for Spark and Hadoop application development using Windows. We have used Windows 10 for this demo using 64 bit version on Setup development environment on Windows For each of the section we will see Why we need to perform the step? How to perform the step? How we can validate whether it is working as expected? We will also develop few programs to validate whether our setup is progressing as expected or not In case you run into any issues, please log those in our forums Click here for the coupons for our content. Our training approach is certification oriented. Click here to go to our state of the art lab to practice Spark hands on for more realistic experience Setup Development environment on Windows We are considering fresh Windows laptop. We will start with Java/JDK on Windows laptop and we will go through step by step instructions to setup Scala, sbt, WinUtils etc. For integrated development using IntelliJ Typically programming will be done with IDEs such as IntelliJ IDEs are typically integrated with other tools such as git which is code versioning tool. Tools like git facilitate team development. sbt is build tool for Scala. Once applications are developed using IDE, they are typically built using tools like sbt WinUtils is required for HDFS APIs to work on Windows laptop Unless java is setup and validated successfully do not go further. If you need our support, please log the issues in our forums. Setup Java and JDK Steps are almost same as demonstrated for Mac as well as Linux Before getting started check whether Java and JDK are installed or not Launch command prompt - Go to search bar on windows laptop, type cmd and hit enter Type java -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) Type javac -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) If you need other versions, make sure environment variables point to 1.8 If you do not have Java at all, make sure to follow the instructions and install 1.8 version of JRE and JDK. Why do we need to install Java and JDK? Scala, Spark and many other technologies require Java and JDK to develop and build the applications. Scala is JVM based programming language. How to install Java and JDK? Go to official page of Oracle where downloads are available Accept the terms and download 64 bit version How to validate? Use java -version and javac -version commands in command prompt and see they return 1.8 or not Setup Scala with IntelliJ Steps are almost same as demonstrated for Mac as well as Linux Now install IntelliJ There are 2 versions of IntelliJ community edition and enterprise edition Community edition is free and at times you need to install additional plugins Enterprise edition is paid and supported and comes with most of the important plugins pre-installed. Also set of plugins are bundled together as part of enterprise edition Unless you have corporate license for now consider installing community edition. Why IntelliJ? IntelliJ is created by JetBrains and it is very popular in building IDEs which boost productivity in team development Scala and SBT can be added as plugins using IntelliJ Most commonly used tools such as git comes out of the box for versioning the code in the process of application development by teams. How to Install? Go to the downloads page and make sure right version is chosen. Once downloaded, just double click on installable and follow typical installation process How to validate? We will develop a program as part of next section to validate. Develop Hello World Program We will see how to create first program using Scala as sbt project. Steps are almost same as demonstrated for Mac as well as Linux Click on New Project For the first time, it selects java by default. Make sure to choose Scala and then sbt Give name to the project -> spark2demo Choose right version of Scala -> 2.11.12 Choose right version of sbt -> 0.13 It will take some time to setup the project Once done you will see src directory with the structure src/main/scala src/main/scala is base directory for scala code build.sbt under project name - name of the project version - project version (0.1) scalaVersion - scala version (2.11.12) name := "spark2demo" version := "0.1" scalaVersion := "2.11.12" Steps to develop HelloWorld program Right click on src/main/scala Choose Scala Class Give name as Hello World and change type to object Replace the code with below code object HelloWorld { def main(args: Array): Unit = { println("Hello World") } } Right click and run the program You should see Hello World in the console Make sure IntelliJ setup with Scala is done and validated by running Hello World program. In case of any issues, please log in our forums. Setup sbt and run application Once the application is developed, we need to build jar file and migrate to higher environments. sbt is the build tool which is typically used for Scala based projects. Why sbt? To build scala based applications to jar file Validate jar file to make sure program is running fine How to setup sbt? Setup sbt by downloading relevant downloadable from this link For Windows use Microsoft Installer (msi) For Mac install using brew How to validate sbt? Copy the path by right clicking the project in IntelliJ Go to command prompt and cd to the path Check the directory structure, you should see src directory build.sbt Run sbt package It will build jar file and you will see the path Run program by using sbt run command You should see Hello World printed on the console Add Spark dependencies to the application As we are done with validating IntelliJ, Scala and sbt by developing and running the program, now we are ready to integrate Spark and start developing Scala based applications using Spark APIs. Steps are almost same as demonstrated for Mac as well as Linux Update build.sbt by adding libraryDependencies += "org.apache.spark" %% "spark-core" % "2.3.0" Enable auto-import or click on refresh on type right corner It will take some time to download dependencies based on your internet speed Be patient until all the spark based dependencies are downloads. You can expand External Dependencies in project view to see list of jars downloaded. build.sbt will look like this name := "spark2demo" version := "0.1" scalaVersion := "2.11.12" libraryDependencies += "org.apache.spark" %% "spark-core" % "2.3.0" Setup WinUtils to get HDFS APIs working Not required for Mac or Linux Why to install winutils? In the process of building data processing applications using Spark, we need to read data from files Spark uses HDFS API to read files from several file systems like HDFS, s3, local etc For HDFS APIs to work on Windows, we need to have WinUtils How to install winutils? Click here to download 64 bit winutils.exe Create directory structure like this C:/hadoop/bin Setup new environment variable HADOOP_HOME Search for Environment Variables on Windows search bar Click on Add Environment Variables There will be 2 categories of environment variables User Variables on top System Variables on bottom Make sure to click on Add for System Variables Name: HADOOP_HOME Value: C:\\hadoop (don't include bin) Also choose Path and click on Edit Click on Add Add new entry %HADOOP_HOME%\\bin Setup Data sets You need to have data sets setup for your practice. Steps are almost same as demonstrated for Mac as well as Linux Go to our GitHub data repository You can setup data sets in 2 ways If you have git, you can clone to the desired directory on your PC Otherwise use download, it will download zip file Unzip and copy to C:\\data You will have multiple datasets ready for your practice Develop first spark application Now we are ready to develop our first Spark application. Steps are almost same as demonstrated for Mac as well as Linux Go to src/main/scala Right click and click on New -> Package Give the package name as retail_db Right click on retail_db and click on New -> Scala Class Name: GetRevenuePerOrder Type: Object Replace the code with this code snippet package retail_db import org.apache.spark.{SparkConf, SparkContext} object GetRevenuePerOrder { def main(args: Array): Unit = { val conf = new SparkConf(). setMaster(args(0)). setAppName("Get revenue per order") val sc = new SparkContext(conf) sc.setLogLevel("ERROR") val orderItems = sc.textFile(args(1)) val revenuePerOrder = orderItems. map(oi => (oi.split(", ")(1).toInt, oi.split(", ")(4).toFloat)). reduceByKey(_ + _). map(oi => oi._1 + ", " + oi._2) revenuePerOrder.saveAsTextFile(args(2)) } } Program takes 3 arguments args(0) -> execution mode args(1) -> input path args(2) -> output path Running the application Go to Run menu -> Edit Configurations Add new application Give application name GetRevenuePerOrder Choose main class: retail_db.GetRevenuePerOrder Program arguments: local Use classpath for module: Choose spark2demo Click on Apply and then Ok Now you can run the application by right clicking and choosing Run "GetRevenuePerOrder" Go to output path and check files are created for output or not Build jar file Let us see how we can build the jar file and run it. Steps are almost same as demonstrated for Mac as well as Linux Copy the path by right clicking the project in IntelliJ Go to command prompt and cd to the path Check the directory structure, you should see src directory build.sbt Run sbt package It will build jar file and you will see the path It will be typically /target/scala-2.11/spark2demo_2.11-0.1.jar We can also run using sbt "run-main" sbt "run-main retail_db.GetRevenuePerOrder local " Now you are ready with the jar file to get deployed. If you have any issues please raise it in our forums. Download and Install Spark on Windows Now let us see the details about setting up Spark on Windows Skip this for Mac or Linux (we will see again after setting up Ubuntu using Windows subsystem for Linux) Why to setup Spark? Before deploying on the cluster, it is good practice to test the script using spark-submit. To run using spark-submit locally, it is nice to setup Spark on Windows How to setup Spark? Install 7z so that we can unzip and untar spark tar ball, from here Download spark 2.3 tar ball by going here Choose Spark Release: 2.3.0 Choose a package type: Pre-built for Hadoop 2.7 or later It gives the appropriate link pointing to mirror Click on it go to mirror and click on it to download Use 7z software to unzip and under to complete setup of spark We need to configure environment variables to run Spark any where Keep in mind that Spark is not very well supported on Windows and we will see how to setup on Ubuntu using Windows subsystem for Linux. Configure environment variables for Spark Let us see how we can configure environment variables of Spark Skip this for Mac or Linux Why to setup Environment Variables? To run spark-submit, spark-shell from any where on the PC using the jar file. How to configure Environment Variables? Let us assume that Spark is setup under C:\\spark-2.3.0-bin-hadoop2.7 Setup new environment variable SPARK_HOME Search for Environment Variables on Windows search bar Click on Add Environment Variables There will be 2 categories of environment variables User Variables on top System Variables on bottom Make sure to click on Add for System Variables Name: SPARK_HOME Value: C:\\spark-2.3.0-bin-hadoop2.7 (don't include bin) Also choose Path and click on Edit Click on Add Add new entry %SPARK_HOME%\\bin How to validate? Go to any directory and run spark-shell Run Spark job using spark-shell Using spark-shell we can validate ad hoc code to confirm it is working. It will also confirm whether the installation is successful or not. Skip this for Mac or Linux Run spark-shell Execute this code and make sure it return results val orderItems = sc.textFile("C:\\\\data\\\\retail_db\\\\order_items") val revenuePerOrder = orderItems. map(oi => (oi.split(", ")(1).toInt, oi.split(", ")(4).toFloat)). reduceByKey(_ + _). map(oi => oi._1 + ", " + oi._2) revenuePerOrder.take(10).foreach(println) On Windows after showing the output, it might throw the exception. Run Spark application using Spark submit We can validate the jar file by using spark-submit Skip this for Mac or Linux spark-submit is the main command to submit the job --class retail_db.GetRevenuePerOrder, to pass the class name By default master is local, if you want to override we can use --master After spark-submit and control arguments we have to give jar file name followed by arguments spark-submit --class retail_db.GetRevenuePerOrder local Setup Ubuntu using Windows subsystem for Linux Now let us see how we can setup Ubuntu on Windows 10 Skip this for Mac or Linux Why to setup Ubuntu? Windows is not completely fool proof in running spark jobs. Using Ubuntu is better alternative and you will run into fewer issues Using Windows subsystem for Linux we can quickly set up Ubuntu virtual machine How to setup Ubuntu using Windows subsystem for Linux? Follow this link to setup Ubuntu using Windows subsystem for Linux Complete the setup process by giving username for the Ubuntu virtual machine Accessing C Drive using Ubuntu built using Windows subsystem for Linux Skip this for Mac or Linux It is better to understand how we can access C drive in Ubuntu built using subsystem for Linux It will facilitate us to access files in C drive In Linux root file system starts with / and does not have partitions like C drive The location of C drive is /mnt/C Setup Java and JDK on Ubuntu Skip this for Mac or Linux Before getting started check whether Java and JDK are installed or not Launch command prompt - Go to search bar on windows laptop, type cmd and hit enter Type java -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) Type javac -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) If you need other versions, make sure environment variables point to 1.8 If you do not have Java at all, make sure to follow the instructions and install 1.8 version of JRE and JDK. Why do we need to install Java and JDK? Scala, Spark and many other technologies require Java and JDK to develop and build the applications. Scala is JVM based programming language. How to install Java and JDK on Ubuntu? sudo add-apt-repository ppa:webupd8team/java sudo apt-get update sudo apt-get install oracle-java8-installer How to validate? Use java -version and javac -version commands in command prompt and see they return 1.8 or not Download and Untar Spark Now let us see the details about setting up Spark on Ubuntu or any Linux flavor or Mac. Why to setup Spark? Before deploying on the cluster, it is good practice to test the script using spark-submit. To run using spark-submit locally, it is nice to setup Spark on Windows How to setup Spark? Download spark 2.3 tar ball by going here. We can use wget to download the tar ball. Choose Spark Release: 2.3.0 Choose a package type: Pre-built for Hadoop 2.7 or later It gives the appropriate link pointing to mirror Click on it go to mirror and click on it to download Use tar xzf command to untar and unzip tar ball - tar xzf spark-2.3.0-bin-hadoop2.7.tgz We need to configure environment variables to run Spark any where Setup Environment Variables - Mac or Linux Let us see how we can configure environment variables of Spark Why to setup Environment Variables? To run spark-submit, spark-shell from any where on the PC using the jar file. How to configure Environment Variables? Let us assume that Spark is setup under /Users/itversity/spark-2.3.0-bin-hadoop2.7 on Mac /mnt/c/spark-2.3.0-bin-hadoop2.7 on Ubuntu built using Windows subsystem Setup new environment variable SPARK_HOME and update PATH Make sure to restart terminal (no need to reboot the machine) # On Mac - .bash_profile export SPARK_HOME=/Users/itversity/spark export PATH=$PATH:$SPARK_HOME/bin:$SPARK_HOME/sbin # On Ubuntu built using Windows subsystem for Linux - .profile export SPARK_HOME=/mnt/c/spark-2.3.0-bin-hadoop2.7 export PATH=$PATH:$SPARK_HOME/bin How to validate? 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