0Shares0000Jump for joy: Barcelona striker Luis Suarez celebrates his goal © AFP / Josep LAGOBARCELONA, Spain, Apr 5 – Barcelona coach Ernesto Valverde admitted his side were well below their best despite beating Roma 4-1 in the Champions League quarter-final first leg on Wednesday.Two own-goals, from Daniele De Rossi and Kostas Manolas, and a close-range finish from Gerard Pique, presented the Catalans with a flattering 3-0 advantage at the Camp Nou before Edin Dzeko snatched Roma a late away goal. But, just as the Italians looked to have grabbed a lifeline, Luis Suarez restored the three-goal cushion, by scoring a fourth in the 87th minute.It means Barca will head to Italy next week with a place in the last four firmly in their grasp but this was not a virtuoso attacking display.Instead, they benefited from two fortuitous own goals and some careless Roma finishing. They are unlikely to meet as generous an opponent in the semis.“We did not that have continuity in the game,” Valverde said. “We had some errors and there were times that we rushed into the attack, instead of having some control.”Barca also had referee Danny Makkelie to thank for not awarding Roma an early penalty, after Nelson Semedo pushed Dzeko in the back.Poster boy: Lionel Messi holds a framed poster celebrating his 100th Champions League goal ahead of Wednesday’s game © AFP / Filippo MONTEFORTE“They are already good on their own, they don’t need help,” Roma coach Eusebio Di Francesco said.“Tonight they had help both from the referee and from us.”After Cristiano Ronaldo’s spectacular bicycle kick for Real Madrid on Tuesday, even Lionel Messi, back from injury, endured a slightly frustrating night, his shots and dribbles for once meeting opponents rather than the net.Messi returned to the starting line-up after recovering from his hamstring complaint, as did Sergio Busquets, back after breaking his toe against Chelsea three weeks ago.But while Messi completed the 90 minutes seemingly unscathed, Busquets had to be replaced by Paulinho midway through the second half.“Busquets has played with some small discomfort for the injury he has,” Valverde said. “In the end he was suffering a lot and we have changed it, but that’s fine.”Barca led at half-time after De Rossi slid to prevent Andres Iniesta’s pass reaching Messi and inadvertently stabbed into his own net.Two goals in four second-half minutes then took the tie away from the visitors as Samuel Umtiti’s finish cannoned off both the post and then Manolas, before Pique sidefooted home from close range.Dzeko’s finish might have given Roma hope had it not been cancelled out by Suarez scoring a fourth, as Barca wrapped up a win that did not wholly reflect a scrappy performance.“The truth is we know that in the game we can and we must improve in several points,” Barca’s Ivan Rakitic said.“But we’re very happy for the work. When maybe you’re not playing at 100 per cent, you have to stay together, to be strong. 5-1 would be better than 4-1, to be more calm, and we know Roma will try to turn it around.”0Shares0000(Visited 1 times, 1 visits today)
Danny Welbeck’s double guided a heavily rotated Arsenal to a hard-earned 3-1 win over Brentford and into the fourth round of the EFL Cup.One of nine changes from the weekend win over Everton, Welbeck was on target twice before a splendid Alan Judge free-kick set up a tense final half hour at Emirates Stadium.The Championship side were emboldened and, for a period, pressed hard in search of an equaliser that ultimately never came, Arsenal stabilising adequately and eventually sealing Unai Emery’s sixth straight victory through substitute Alexandre Lacazette in stoppage time. Article continues below Editors’ Picks Man Utd ready to spend big on Sancho and Haaland in January Who is Marcus Thuram? Lilian’s son who is top of the Bundesliga with Borussia Monchengladbach Brazil, beware! Messi and Argentina out for revenge after Copa controversy Best player in MLS? Zlatan wasn’t even the best player in LA! The new Gunners boss is attempting to do something his predecessor Arsene Wenger never achieved in winning this competition, and the quality of several passages in between the stern second-half examination will have delivered belief that is very much a possibility.@DannyWelbeck@LacazetteAlexBring on the next round of the @Carabao_Cup#CarabaoCup pic.twitter.com/Njwavt62sn— Arsenal FC (@Arsenal) September 26, 2018The course of the match might have differed had Bernd Leno’s puzzlingly poor touch from a Shkodran Mustafi back-pass not trickled wide of his own net in the second minute.Instead, Arsenal were ahead moments later as Welbeck rose unchallenged to emphatically head in Matteo Guendouzi’s corner in the fifth minute.His second, eight minutes before the interval, capped a sweeping move with Henrikh Mkhitaryan, Alex Iwobi and the overlapping Nacho Monreal combining to provide a tap-in.An unexpected twist came when midfielder Judge fizzed a brilliant free-kick in off the upright and Brentford almost had an equaliser in quick time, Sergi Canos flashing a shot over the bar.Penalties remained a possibility right until Lacazette put the seal on Arsenal’s victory with a determined finish three minutes into added time, fellow substitute Lucas Torreira with the assist. What it means: Gunners in syncThis kind of banana skin fixture could well have eroded some of Arsenal’s momentum, but Emery’s second string handled the occasion professionally when required and, at times, with real style.Emery’s decision to retain only Monreal and Mustafi on his starting XI was justified as the fluidity of the second goal demonstrated an entire squad operating on the same wavelength.Leno looks the partThough beaten by Judge’s free-kick – for which he could do very little – two moments in the first half served to illustrate how comfortably Leno can slot in should Petr Cech’s form tail off.The German recovered from a nervy early moment to instigate Welbeck’s second with a brave pass from the back, having not long earlier raced off his line to snuff out a counter-attack in true sweeper-keeper fashion.Guendouzi lapse punishedSupplier of the opening goal, Guendouzi undid that good work by offering Brentford a way back into the match after half-time. It was the teenager’s unnecessary foul on the edge of the area which Judge emphatically converted.3 – Danny Welbeck is the first @premierleague player to score in three different club competitions this season (League, Europa League and #CarabaoCup). Spread. #ARSBRE— OptaJoe (@OptaJoe) September 26, 2018What’s next?Arsenal will seek to maintain their winning run when Watford visit in the Premier League on Saturday, the same day as Brentford host Reading in the second tier. read more
Los Angeles, Sep 16 (AFP) Male tennis players are almost three times more likely to be fined for losing their temper and smashing racquets than their female counterparts, The New York Times reported. Male players were slapped with 1,517 fines compared to 535 fines for females according to data compiled by officials at Grand Slam tournaments for the period covering 1998 to 2018. The figures obtained by the Times show that men received 649 fines for breaking racquets to 99 for women in tens of thousands of matches in the four Grand Slams over the last two decades. Men were fined 344 times compared to 140 for “audible obscenity” and 287 to 67 for unsportsmanlike conduct. Last week, Serena Williams accused the chair umpire Carlos Ramos of being a “liar” and a “thief” after she was cited for verbal abuse during the US Open women’s final against Japan’s Naomi Osaka. “Because I’m a woman you are going to take this away from me?” she said to the tournament referee Brian Earley. “That is not right.” In the post-match news conference, Williams doubled down on her claim there is a double standard when it comes to punishment. “I have seen other men call other umpires several things. I am here fighting for women’s right and women’s equality …. and for me to say ‘thief’ and for him to take a game it made me feel like it was sexist,” she said. “He’s never took a game from a man because they said thief. For me, it blows my mind.” She also smashed her racquet and threatened to make sure that the Portuguese umpire never worked another match of hers again in the second set of a 6-2, 6-4 loss to Osaka.advertisement “You will never, ever, ever be on another court of mine as long as you live,” she said during the on court outburst. “You are the liar. When are you going to give me my apology?” The incident led to scores of Williams’ supporters coming to her defence but also to widespread criticism, especially on social media, of the 23-time Grand Slam winner. Williams’ first code violation in the Osaka match was for coaching which women have received 152 fines compared to 87 for men during the 20 years.One factor in the disparity in the data is that men play best-of-five set matches in Grand Slam events while women play best-of-three. – 2009 meltdown – ================= This was not the first time Williams has had a meltdown at the US Open. In 2009, Williams refused to apologize after threatening to shove a ball down a lineswoman’s throat in an expletive-laden outburst. Earlier this year at the Indian Wells tournament, Williams berated a female reporter in the players’ lounge area for asking a question at a news conference about therapeutic use exemptions. One Australian commentator took issue with Williams’s claim she is fighting for women’s rights. “She is doing a terrible disservice to women’s rights, to the #metoo movement, to gender equality,” Caroline Wilson of the Australian Broadcasting Corp. said. “To say she’s fighting for women’s rights, when what she is, is a bad sport.” (AFP) AH
Dan Cohen AUTHOR Fort Bragg suffered about $55 million in damage from Hurricane Florence, which dumped several feet of rain over parts of eastern North Carolina last month, the post’s garrison commander said Wednesday during the annual Greater Fayetteville Chamber State of the Community. About 600 buildings were damaged, Col. Kyle Reed said. As of Sept. 30, the post had received about $6 mission in assistance, leaving a $48 million hole. “I’m working on that,” he told the audience, reported the Fayetteville Observer. … Enterprise Florida is looking for a firm to advocate for the state’s defense installation and missions before DOD and Congress. The contractor, which will work under the direction of the Florida Defense Support Task Force (FDSTF), will need to implement initiatives designed to enhance and secure the long-term viability, retention and growth of Florida’s defense assets. Responses to the RFP are due Nov. 9. For more information, contact Terry McCaffrey, FDSTF executive director, at email@example.com.Army photo by Jason Whittaker
Shoppers throng at the groceries in Kawran Bazar on Friday, the eve of Eid. Photo: Abdus SalamPeople have been thronging at the grocery stores in different markets of the capital, doing their last moment shopping ahead of Eid.Krishi Market at Mohammadpur on Friday was teeming with people buying essentials for Eid to be celebrated on Saturday.Buyers lined up at the grocers, with the shopkeepers keeping up with demands of the buyers.Salesman Omar Faruk said, “Yesterday wasn’t so busy. Today I opened my shop at 8:00am and will continue till midnight”.He said there was a demand for spices, fine rice, semai (vermicelli), and noodles.Laccha semai is being sold at Tk 150 a kg and plain semai at Tk 60 a kg. Polau rice is being sold at Tk 95 to 110 a kg.Buying ingredients for the Eid delicacy semai, at Karwan Bazar in the capital. Photo: Abdus SalamList in hand, Saima Begum arrived at the market. “I have to entertain guests on the day after Eid and will cook a number of dishes.” Saima Begum said.Mohamamd Sabuj, a shopkeeper at Mohammadpur Town Hall, said the sale of spices, including cumin, cardamom and black pepper, had gone up.Buyers alleged that the sellers at Karwan Bazar, Mohammadpur Krishi Market and Town Hall market, had raised the prices. A hundred gram of cumin is being sold at Tk 50 while 100 gram cardamom is being sold between Tk 150 and Tk 180. The sellers, however, claimed that prices had not increased.*This report has been rewritten in English by Rabiul Islam.
internet People have been experiencing slow internet since Monday morning as mobile phone operators have been asked to slow down internet speed in the morning for 150 minutes to check question paper leaks during the SSC examinations.The Bangladesh Telecommunication Regulatory Commission (BTRC) has instructed the operators to slow down internet speed from 8:00am to 10:30am from 12 to 24 February, says UNB.The instruction was given in a bid to prevent question paper leakage during the ongoing the Secondary School Certificate examinations, according to the BTRC.The internet was slowed down for 30 minutes from 10:00pm on Sunday as trial run following the directive of BTRC.Although the government took some measures to stop question paper leaks, the SSC question papers are being leaked out from the very first day of the examination.
Testing device for performance-enhancing drugs provides immediate results © 2018 Phys.org More information: Damith Perera et al. A platform for automated nanomole-scale reaction screening and micromole-scale synthesis in flow, Science (2018). DOI: 10.1126/science.aap9112AbstractThe scarcity of complex intermediates in pharmaceutical research motivates the pursuit of reaction optimization protocols on submilligram scales. We report here the development of an automated flow-based synthesis platform, designed from commercially available components, that integrates both rapid nanomole-scale reaction screening and micromole-scale synthesis into a single modular unit. This system was validated by exploring a diverse range of reaction variables in a Suzuki-Miyaura coupling on nanomole scale at elevated temperatures, generating liquid chromatography–mass spectrometry data points for 5760 reactions at a rate of >1500 reactions per 24 hours. Through multiple injections of the same segment, the system directly produced micromole quantities of desired material. The optimal conditions were also replicated in traditional flow and batch mode at 50- to 200-milligram scale to provide good to excellent yields. A team of researchers at Pfizer, the pharmaceutical giant, has developed an automated flow chemistry system that is capable of carrying out 1500 reactions over a 24-hour period. In their paper published in the journal Science, the group describes the system, how well it tested and its limitations. Citation: Flow apparatus samples up to 1500 chemical reactions a day (2018, January 26) retrieved 18 August 2019 from https://phys.org/news/2018-01-apparatus-samples-chemical-reactions-day.html This document is subject to copyright. Apart from any fair dealing for the purpose of private study or research, no part may be reproduced without the written permission. The content is provided for information purposes only. Schematic depiction of the flow system. Credit: Science (2018). DOI: 10.1126/science.aap9112 Developing new drugs to treat human ailments is both expensive and profitable—researchers at pharmaceutical giants such as Pfizer are constantly looking for ways to develop new drugs that cost less which, in turn, will increase profits. In this new effort, the team at Pfizer built a machine that allows researchers to carry out and sample reactions every 45 seconds.At its most basic level, a lot of what pharmaceutical researchers do involves optimizing chemical reactions to discover which is best for scaling up for testing and producing commercial drugs—a process that is notoriously expensive because it is so time consuming. To speed things up, the researchers devised a platform that supports continuous flow of chemicals through a reactor coil for precise control of residence time, rate of flow, pressure and temperature. It also hosts two ultrahigh performance liquid chromatography devices, one for analyzing reagents, the other for analyzing the reagents as they emerge. The setup allows for pipetting reagents into solvent samples at nanoliter volumes prior to analysis with the chromatography devices.The researchers select a carrier solvent to flow through the device and then engage the sample device, which injects tiny amounts of reagents into similarly tiny samples of the solvent, and then test it to see what happens. They tested the system by carrying out 5,760 Suzuki-Miyaura coupling reactions with a host of reagents under varying conditions in just four days.The researchers note that while useful, the device is not suitable for use in commercial applications, in part because it cannot handle heterogeneous or biphasic mixes. They will continue to work with the device, hoping to expand its capabilities, and suggest other researchers might want to build similar systems for testing of their own ideas. Journal information: Science Explore further
Opinions expressed by Entrepreneur contributors are their own. December 1, 2006 Free Workshop | August 28: Get Better Engagement and Build Trust With Customers Now Enroll Now for Free This hands-on workshop will give you the tools to authentically connect with an increasingly skeptical online audience. 5 min read I don’t know about you, but I can’t wait for one of our nation’s last great monopolies to be subjected to free market competition. Internet protocol TV is what will finally give cable TV a real race for your money, and 2007 is the year it begins in earnest.I want my FiOS TV or DAVE.TV! I want multiple PCs connected to multiple TVs at Chez Hogan simultaneously playing news and different HBO content on my PCs, as well as PC videos, spread-sheets and e-mail on my TVs. I want to pause, play back or skip ahead in live TV programs. And before business trips, I want to use Google to fetch Gilligan’s Island episodes for my laptop.Unfortunately, this vision hasn’t come into sharp focus yet, and IPTV hasn’t reached my neighborhood. But triple-play IPTV bundles (broadband, voice and video) are available to millions of folks in communities large and small, from Boston to Pottawatomie, Oklahoma, to Beaumont, California. A potentially fruitful aspect of these deployments is a new connection between your PC network and entertainment constellation. For example, subscribe to Verizon’s FiOS triple play, and the tech installs a wireless router connected to a TV set-top box/digital video recorder that’s actually a 160GB server. It can save 120 hours of video and let you view different videos, live programming, or photos from a PC on three separate TVs.That’s just a first wobbly step toward converged PC/entertainment networks, which Parks Associates predicts will be found in 30 million American homes by 2010. Not all will include IPTV. There are thorny digital rights and regulatory issues to work out before IP becomes the lingua franca between PCs and TVs. But we’ve passed some important milestones, including super-fast internet access for a critical mass of consumers; PCs and handhelds with enough graphics and computing power to deliver quality video and audio; and big, high-resolution TV/PC flat panels available at commodity prices.More than 5 million people worldwide already subscribe to IPTV version 1.0, reports iSuppli. That number will triple in 2007. By 2010, there should be 63 million IPTV subscribers worldwide, says iSuppli vice president Mark Kirstein, about 13 million of them in the U.S.That’s not most of the viewing public by any means. But IPTV doesn’t have to supplant cable to dampen subscription rates and up the TV ante. It just has to be a viable alternative.Telecom Tuning InIronically, the main proponents of IPTV are the same telcos who’ve had their own monopolies undermined by cable competitors. AT&T and Verizon are committing billions to a last-mile fiber-optic build-out-in part to defend their best markets against cable phone offerings. But video is also the richest vein in the triple play and a brand-new way for even century-old ruraltelcos to serve less populated areas.”It’s amazing how quickly Verizon picked up 25 percent to 30 percent market share in some communities,” muses Kirstein, considering those customers were wrested from cable. Initially, IPTV providers will break in by highlighting multiscreen viewing, expanded DVR and more interactivity for prices comparable to cable. But eight separate studies have found double-digit cuts in cable rates when IPTV comes to town.The speed of deployment will depend on the outcome of a regulatory tug-o-war being fought in state houses and city councils nationwide. TV isn’t just any old free market where technology will win out. As many as 30,000 separate regulatory bodies have to give their blessing and receive their tribute.Besides expanded functionality, New TV ushers in expanded video on demand. Initially, it will be mostly the same content traditional cable pro-viders offer, says Kirstein. But cable is contractually bound to an Old TV establishment that’s conflicted about its digital rights and how many copies of what should be allowed on what platforms. The growth opportunity is not in the same mass-market content–it’s in channels narrowly focused on a particular sport, hobby, music genre or religion, says Kirstein, or foreign-language channels direct from overseas.The BBQ channel on DAVE.TV might not be your cup of sauce. But, as the MySpace/YouTube phenomenon demonstrates, there are millions of wannabe moviemakers out there. They’ll need hardware, software and services that iSuppli projects will constitute a $4.5 billion TV spinoff by 2010. And like blogs or podcasts, VOD offers a low-budget way for entrepreneurs to reach self-selecting, highly motivated customer sets.Imagine marketing to a very defined audience and supporting them with click-to-call URLs and how-to videos. The hallmarks of New TV will be more choice, more flexibility and much more interactivity between you and your customers.It won’t be your father’s TV.IPTV GuideA sampling of nationwide IPTV services:Akimbo: A $180 player and $10 a month bring an eclectic mix of 10,000 vids to your TV.AT&T U-verse: A wireless router hooked up to a set-top network lets three TVs display or record 80 hours of different traditional channels simultaneously.DAVE.TV: This content-sharing community proves anyone with a camera-phone can make movies.ITVN: A $100 player (free with a 12-month subscription at $10 per month) accesses a half-dozen reasonably priced channel packages.Verizon FiOS TV: Like AT&T U-verse, but you can record 120 hours of video and transfer PC pics and music to your TVs.Mike Hoganis Entrepreneur’s technology editor.
Free Workshop | August 28: Get Better Engagement and Build Trust With Customers Now Enroll Now for Free The Jetsons, that candy-colored cartoon about a family living in the future, was actually a bit of a time traveler.It premiered in 1962 on ABC and was the network’s first show to ever be broadcast in color. But this new-age way of viewing a television show didn’t help The Jetsons, as it only lasted 24 episodes before being cancelled thanks to poor ratings. The production company Hanna-Barbera (the minds behind The Flintstones and Scooby-Doo) gave it another shot and revived it in the ’80s with new episodes that ran in syndication from 1985 to 1987. The cartoon wasn’t around for all that long compared to some of its contemporaries, but its impact is an enduring one. True, there are some aspects of it that are a bit dated — you don’t see a lot of parents naming their sons Elroy nowadays — but it was remarkably prescient about where technology was headed.From interactive newspapers to video chatting, here are some of the inventions from The Jetsons that are a part of our world today.1. Flying cars.Image credit: Jetsons / AeromobilGeorge Jetson’s flying car converted into a portable briefcase, which is arguably pretty cool. While the car improvements haven’t trended in that direction just yet, the team at Slovakian startup AeroMobil is hard at work on a car that can turn into an airplane and vice versa. At this year’s SXSW, co-founder and CEO Juraj Vaculik said that their invention could arrive in 2017.Read more: At SXSW: The Flying Car Could Come as Early as 20172. Jetpacks. Image credit: Jetsons / AquaxflyerThere were jetpacks a plenty in the Jetsons universe, to get people everywhere from school to the dry cleaners. And while they aren’t available for general consumption just yet, startups like AquaFlyer, Martin JetPack and Jet Pack International are working towards that dream of commuting via jetpack a reality.Read more: The Man Making Jet Packs Possible3. Robotic help. Image credit: Jetsons / A.L.O. the BotlrThe Jetsons irascible housekeeper Rosie would feel right at home with the robotic butlers and concierge’s employed at the Henn-na Hotel in Japan and Aloft Hotel in California.Read more: This Robotic Butler Could Make Your Next Hotel Stay…Interesting4. Holograms. Image credit: Jetsons / PulseWhile in recent years, hologram versions of entertainers like Michael Jackson and Tupac Shakur have appeared at the Billboard Music Awards and Coachella, the “performances” yielded a fair few legal implications – so not quite the blithe holographic tree that the Jetsons family used to ring in the holiday season but fascinating nonetheless.Read more: Smoke and Mirrors: Why We Aren’t Seeing More Digital Zombies Like Michael JacksonRelated: 7 Business Lessons for Entrepreneurs From ‘Parks and Recreation’5. 3-D printed food.Image credit: Jetsons / ChefJetThe Jetsons family had a home food replicator that could churn out anything from asparagus to stroganoff. Now companies like Foodini and CojoJet are making it possible to create delicious 3-D printed entrees and desserts.Read more: From Eye Shadow to Entire Houses: 7 of the Craziest 3-D Printed Creations Yet 6. Drones. Image credit: Jetsons / Stephen WarrenerIn that classic intro, the Jetsons kids get delivered to school via flying pods. Though they aren’t dropping off people in their preferred locations yet, drones are being implemented to deliver packages, and taking aerial footage for industries as varied as movie making and real estate.Read more: Star Wars + Drones = Dreams Come True 7. Smart shoes. Image credit: Jetsons / Lesia TrubatAt one point during the ’80s run of episodes, George Jetson is saddled with a pair of shoes that have a mind of their own. Spanish designer Lesia Trubat González came up with the idea for E-Traces, ballet shoes outfitted with sensors that record dancers movements onto an app to then help them improve and teach others.Read more: These ‘Smart’ Ballet Shoes Digitally Paint Dancers’ Fancy Footwork 8. Smartwatches. Image credit: Jetsons / AppleWhat was a simple accessory for quick and easy calling and video chatting in the Jetsons universe has made some waves lately with all manner of tech companies trying to get in on the smartwatch market. Apple launched the Apple Watch amid much fanfare in April and Pebble’s latest product made for the most funded Kickstarter campaign ever, taking in more than $20 million from the company’s loyal customers.Read more: The One Reason You Should Want to Buy a SmartwatchRelated: 7 Business Lessons From Ross, Rachel and the Rest of the ‘Friends’ Crew April 17, 2015 4 min read This hands-on workshop will give you the tools to authentically connect with an increasingly skeptical online audience.
Drivendata has come out with a new tool, named, Deon, which allows you to easily add an ethics checklist to your data science projects. Deon is aimed at pushing the conversation about ethics in data science, machine learning, and Artificial intelligence by providing actionable reminders to data scientists. According to the Deon team, “it’s not up to data scientists alone to decide what the ethical course of action is. This has always been a responsibility of organizations that are part of civil society. This checklist is designed to provoke conversations around issues where data scientists have particular responsibility and perspective”. Deon comes with a default checklist, but you can also develop your own custom checklists by removing items and sections, or marking items as N/A depending on the needs of the project. There are also real-world examples linked with each item in the default checklist. To be able to run Deon for your data science projects, you need to have Python 3 or greater. Let’s now discuss the two types of checklists, Default, and Custom, that comes with Deon. Default checklist The default checklist comprises of sections on Data Collection, Data Storage, Analysis, Modeling, and Deployment. Data Collection This checklist covers information on informed consent, Collection Bias, and Limit PII exposure. Informed consent includes a mechanism for gathering consent where users have clear understanding of what they are consenting to. Collection Bias checks on sources of bias introduced during data collection and survey design. Lastly, Limit PII exposure talks about ways that can help minimize the exposure of personally identifiable information (PII). Data Storage This checklist covers sections such as Data security, Right to be forgotten and Data retention plan. Data Security refers to a plan to protect and secure data. Right to be forgotten includes a mechanism by which an individual can have his/her personal information. Data Retention consists of a plan to delete the data if no longer needed. Analysis This section comprises information on Missing perspectives, Dataset bias, Honest representation, Privacy in analysis and Auditability. Missing perspectives address the blind spots in data analysis via engagement with relevant stakeholders. Dataset bias discusses examining the data for possible sources of bias and consists of steps to mitigate or address them. Honest representation checks if visualizations, summary statistics, and reports designed honestly represent the underlying data. Privacy in analysis ensures that the data with PII are not used or displayed unless necessary for the analysis. Auditability refers to the process of producing an analysis which is well documented and reproducible. Modeling This offers information on Proxy discrimination, Fairness across groups, Metric selection, Explainability, and Communicate bias. Proxy discrimination talks about ensuring that the model does not rely on variables or proxies that are discriminatory. Fairness across groups is a section that cross-checks whether the model results have been tested for fairness with respect to different affected groups. Metric selection considers the effects of optimizing for defined metrics and other additional metrics. Explainability talks about explaining the model’s decision in understandable terms. Communicate bias makes sure that the shortcomings, limitations, and biases of the model have been properly communicated to relevant stakeholders. Deployment This covers topics such as Redress, Roll back, Concept drift, and Unintended use. Redress discusses with an organization a plan for response in case users get harmed by the results. Roll back talks about a way to turn off or roll back the model in production when required. Concept drift refers to changing relationships between input and output data in a problem over time. This part in a checklist reminds the user to test and monitor the concept drift. This is to ensure that the model remains fair over time. Unintended use prompts the user about the steps to be taken for identifying and preventing uses and abuse of the model. Custom checklists For your projects with particular concerns, it is recommended to create your own checklist.yml file. Custom checklists are required to follow the same schema as checklist.yml. Custom Checklists need to have a top-level title which is a string, and sections which are a list. Each section in the list must have a title, a section_id, and then a list of lines. Each line must include a line_id, a line_summary, and a line string which is the content. When changing the default checklist, it is necessary to keep in mind that Deon’s goal is to have checklist items that are actionable. This is why users are advised to avoid suggesting items that are vague (e.g., “do no harm”) or extremely specific (e.g., “remove social security numbers from data”). For more information, be sure to check out the official Drivendata blog post. Read Next The Cambridge Analytica scandal and ethics in data science OpenAI charter puts safety, standards, and transparency first 20 lessons on bias in machine learning systems by Kate Crawford at NIPS 2017