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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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Redshift is an award-winning, production ready GPU renderer for fast 3D rendering and is the world's first fully GPU-accelerated biased renderer.
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New Jersey Institute of Technology |
New Jersey Institute of Technology is the state's public polytechnic university and a leader in STEM education, research, economic development, and service.
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Best Celebrity DeepFake Porn Videos and Photos - Mr DeepFakes
Mr DeepFakes is the best celebrity deepfake porn tube site featuring porn videos and fake photos of actresses, YouTubers, Twitch streamers, Kpop idols, and more! Easily search for your favorite celebrity deepfake porn or sort by different categories. Our community forums allow users to discuss, request and learn to create you own deepfakes.
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Personal Banking Services | NRI, Business, & Online Banking | Federal Bank
Federal Bank is a pioneer in the banking sector in India by being the first bank to digitalize all its branches in the country. Our services are available across the country and globally as well. Have a look at our website to read more.
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Perfect Keto - Doctor-developed. Backed by science.
Perfect Keto raises blood ketone levels up to 1.5 mmol, while tasting better and being more affordable than others.
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Application Performance Monitoring & Management | AppDynamics
Get real-time insight from your apps using Application Performance Monitoring & Management—how they’re being used, how they’re performing, where they need help.
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FamilyPorn
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The Manila Times Online | Home
The Manila Times takes pride in being the country's oldest and longest-running English daily with a diverse opinion section and comprehensive coverage of the latest stories on politics, business, sports, entertainment, lifestyle and other issues of national global concern.
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Brain Pickings – An inventory of the meaningful life.
An inventory of cross-disciplinary interestingness, spanning art, science, design, history, philosophy, and more.
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Free Handjob Porn Tube | HandjobHub
Your Free Handjob porn tube! HandjobHub is the finest porntube around with the best handjob videos and pics. Watch full length porn videos!
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The Des Moines Register
The Des Moines Register is the number one source for Des Moines and Iowa breaking news, jobs, real estate, photos, videos and blogs.
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The Clarion-Ledger | Mississippi and Jackson Metro''s News Source
Your one stop shop for news, weather, and activities in the Jackson Metro area.
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Government of Punjab, India
An official website that provides an access to information & services being provided by Punjab Government
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Brain, Workout, and Health Supplements | Onnit
Get the supplements, nutrient-dense and Earth-grown foods, and fitness equipment to achieve your next level of well-being and Total Human Optimization.
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Tori News
Tori.ng is the best nigerian news for gossips, entertainment, politics, sports
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RBFCU | Randolph-Brooks Federal Credit Union has locations throughout Texas, including San Antonio, Austin and Dallas.
With high-value products and services, Randolph-Brooks Federal Credit Union (RBFCU) is a trusted financial partner for thousands of members in Texas, as well as around the world. RBFCU offers all the banking services you would expect from a leading credit union, and we've also made it our mission to help improve our members' economic well-being and quality of life. Our commitment to personalized service makes RBFCU membership the smarter banking choice.
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Star Tech - Leading Retail Computer Store in Bangladesh
Being the largest computer supplier in Bangladesh, Star Tech offers wide range of products including desktop, laptop, computer accessories, mobile phone and tablets at competitive price
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NJ news from Bergen, Passaic | Bergen Record
Get the latest news, information, sports, food, entertainment, real estate, video and opinion in Bergen, Passaic, Morris and Essex counties in NJ.
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FemeFun.com - Extreme Amateur Sex Your Wife
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Publish and distribute press releases | Digital PR | Mynewsdesk
Discover the impact of Digital PR! Monitor what is being said about your brand, create your story, identify and engage your audience and analyze the results
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Home - TNT-The NorthEast Today
Get latest North East news headlines at TNT The North East Today. News from Assam, Arunachal Pradesh, Nagaland, Manipur, Mizoram, Tripura, Meghalaya, Sikkim
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Follow Thrive Global on Medium
Our mission is to end the stress and burnout epidemic by offering sustainable, science-based solutions to enhance well-being, performance, and purpose, and create a healthier relationship with technology.
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Marketplace
Marketplace® is your liaison between economics and life. Noted for timely, relevant and accessible coverage of business news across both audio and digital platforms, Marketplace programs are heard by more than 14 million weekly listeners. This makes the Marketplace portfolio the most widely heard business or economic programming in the country.
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SickJunk.com - Humanity at its worst
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Cord Cutters News - All the news cord cutters need about cord cutting! Covering, Roku, Fire TV, Apple TV, Chromecast, Netflix, Hulu, & More!
Covering cord cutting news and reviews. Delivering all the news you need to get the most out of being a cord cutter.
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Collect and spend points that reward you for being you | Nectar
Collect and spend Nectar points with 500+ brands including well known names such as Sainsbury's, Argos, and eBay
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News and Articles from entire network of Kantipur Media Group in English and Nepali - ekantipur
Ekantipur is a platform that brings all news and articles from all publications of Kantipur Media Group including Kantipur TV and Kantipur Radio. Ekantipur learns user behaviour and recommends news accordingly and features trending news.
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PRADHAN MANTRI MATRU VANDANA YOJANA
Portal for registration and managing beneficiaries under Pradhan Mantri Matru Vandana Yojana being run under the purview of the Ministry of Women and Child Development.
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Commune
Commune is a course platform for personal and societal well-being. We create video courses with the world’s leading teachers across yoga and fitness, mindfulness, food and health, sustainability, and civic engagement.
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TV Series download Links - Protecting your download links!
TV Series download Links is a free service offering link protection to avoid any links being indexed by spiders and eventually being listed on search engines. Recently, it has been a known fact that some File Hosters have been using private spiders (bots) to track certain file names and delete them immediately without verification, even if the file never contained illegal content, just to avoid any law suits against them.
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Personal Loans | Get a Personal Loan Quote Online| Prosper
Prosper makes personal loans easy. Whether you''re consolidating debt or remodeling your home, we have a solution for you. Click here to get started.
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100% Free Live Chat Software for Businesses | Pure Chat
Pure Chat is the preferred live chat solution for small to mid-sized teams and is now being offered to everyone for FREE! Unlimited chats. Sign up now!
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Linkshub - Protecting your links!
Linkshub Keeplinks Protector is a free service offering link protection to avoid any links being indexed by spiders and eventually being listed on search engines..
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Free Sex Tube Videos: Hot HD Porn Movies & Mobile XXX | LS
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VQPorn.com - Free Porn Site
We are a site hosting porn videos and photos for adults, hundreds of porn videos and albums are added to newspapers, download and watch online porn videos whenever you want.
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IncestGames - Free download portal for Incest Games and more other Games
Free download portal for Incest Games and more other Games
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Hotscope.tv - Hot and Sexy Periscopes, Amateur Videos and the hot porn clips
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Home | Ministry of Home Affairs | GoI
The Ministry of Home Affairs (MHA) discharges multifarious responsibilities, the important among them being - internal security, border management, Centre-State relations, administration of Union Territories, management of Central Armed Police Forces, disaster management, etc
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CyclingTips
Founded in 2008, CyclingTips seeks to share the beauty of cycling and to inspire cyclists of all levels to become better and more knowledgeable riders.
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Privnote - Send notes that will self-destruct after being read
Share a confidential note via a web link that will self-destruct after it is read by your intended recipient.
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Open Port Check Tool -- Verify Port Forwarding on Your Router
A free open port check tool used to detect open ports on your connection. Test if port forwarding is correctly setup or if your port is being blocked by your firewall or ISP.
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Free VR Porn and AR Porn Tube - laidhub.com
Wet pussies and big asses now available for free in VR Porn and AR Porn! Watch and enjoy the realest sex experience with Virtual and Augmented Reality Porn in 4K+ 360°!
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BASS TABS - Big Bass Tabs - Free and Accurate Bass Tablature!
A big collection of more than 50.000 bass tabs by artists of every genre and era. Learn how to play bass at big bass tabs!
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CamBabe.ME - Best Cam Babes on the Net
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TrannyGem - Best Free XXX Shemale, Tranny, Porn On The Web
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Safebooru - Anime picture search engine!
Safebooru is a anime and manga picture search engine, images are being updated hourly.
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INMA: Sharing Ideas, Inspiring Change
INMA is the world''s leading provider of global best practices and marketing ideas for newsmedia companies, and provides members with information on newspaper industry trends, growing an audience, advertising, and profits.
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Index :: Celebs Roulette Tube
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Hide Referrer | link to other sites anonymously
link Anonymizer to anonymize your links, Hide Referrer provides you with the Security of hiding your visitors refer from being seen by other websites!
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Allina Health | Health care and medical services in Minnesota and western Wisconsin.
A not-for-profit health care system, Allina Health cares for patients from beginning to end of life through its hospitals, clinics, rehabilitation sites and retail pharmacies. We believe that something profound happens when our physicians, specialists and employees get to know you—not just as a patient but as a fellow human being.
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Freedom - Block Websites, Apps, and the Internet
Easily block websites and apps on your computer, phone, and tablet with Freedom. The original and best website and internet blocker - Freedom blocks distractions so you can be more focused and productive. Freedom works on Mac, Windows, Android, and iOS devices. Try it for free today!
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New York City News: Latest Headlines, Videos & Pictures | am New York
Get the latest New York City news, entertainment, sports, reviews, and much more local information that is important to you, all in one place on am New York.
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The Nature Conservancy
The mission of The Nature Conservancy is to conserve the lands and waters on which all life depends. Our vision is a world where the diversity of life thrives, and people act to conserve nature for its own sake and its ability to fulfill our needs and enrich our lives.
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Tech.Co - Tech & Startup Events, News and Resources
Tech.Co is a literal "cocktail of emerging technology news, people, startups, products, and innovations" for the true tech enthusiast.
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All Jobs in Australia | Best Jobs Online
Jobs in Australia just added. Browse all the jobs being advertised in your area at Best Jobs Online, the best site for jobs in Australia | Best Jobs Online
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Welcome to Gunbuyer.com | Your Online Firearms, Ammunition & Accessories Store! - Gunbuyer
GuyBuyer.com offers some of the best gun deals online! Being one of the largest online gun stores, our selection of handguns, rifles, shotguns, ammo, optics and firearm accessories is unmatched. With our firearm sales expertise and exceptional customer service we strive to bring you the best experience possible when shopping for the best gun prices online!
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Free online language courses. Become a polyglot
You have always dreamed of being able to learn basic words and expressions you will need for your trip, but it seems too difficult? You''ll be surprised how quickly you''ll learn with our method!
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Dead by Daylight - An asymmetrical multiplayer horror game
Dead by Daylight is an asymmetrical multiplayer (4vs1) horror game where one player takes on the role of the savage Killer, and the other four players play as Survivors, trying to escape the Killer and avoid being caught and killed.
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W4 Link Protector - Protecting your links!
W4 Link Protector is a free service offering link protection to avoid any links being indexed by spiders and eventually being listed on search engines. Recently, it has been a known fact that some File Hosters have been using private spiders (bots) to track certain file names and delete them immediately without verification, even if the file never contained illegal content, just to avoid any law suits against them.
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Porno Tube: 100% Free XXX Videos & Sex Clips | MinuPorno
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News, Sports, Business | Knoxville News Sentinel
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