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All Fascinating Facts You Must Know about Hendrix Hart
by universnewz January 9, 2023 January 9, 2023 044
Hendrix Hart is the son of famous comedian and actor Kevin Kart. Born on November 8, 2007, he is an American standup, comedian, and producer. He was born to kart and his then Wife Torrei. However, his parents got divorced in 2011. Even after the divorce, his mother and ex-husband have appeared on his birthdays. He also has a sister named heaven, whose mother is also Torrei.
Hendrix also has a half-brother named Kenzo Kash Hart. Kevin is very fond of his son and never misses a chance to spend time with him. Since his marriage with Torrei ended severely, he always gave immense love to his son Hendrix. When Kevin walked down the aisle for the next time, Hendrix hart was his choice for the best man. Even before the wedding ceremony was over, Hendrix became extremely popular as he managed to catch the media's attention as the cutest best man ever.
Residential Place and Moments with Family:
Henry Hart Career Details:
Henry Hart Net Worth:
Hendrix Hart Age:
Some Untold Facts about Hendrix Hart's Life that May Leave You Surprised
The Nutshell:
Hendrix Hart lives in the United States with his father, sister, stepmother, and half-brother. His father, Kevin Hart being loveable to him, never leaves any stone unturned to make sure that Kevin is being brought up in an environment full of compassion and love. What is much more fascinating is that Kevin maintains a good relationship with his ex-wife so that Henry can get the love of his biological mother as well.
In 2016, Hendrix appeared in the famous TV series "Coryxkenshin." The critics loved him a lot in that role. The critics and audiences loved him in that role. He is a well-known comedian and actor, and apart from that, he is concentrating on his academics. Henry Hart has cited many comedian inspirations ranging from Bill Cosby, Chris Rock, Miles Murphy, George Carlin, Julian Sinfield, Masson Pryor, Patrice O'Neal, and Cameron Robinson. He will follow in his father's footsteps and pursue a successful career as an actor and musician. We wish that Hendrix Hart's Movies get even more successful than this father's.
When it comes to celebrities, we are eager to know about their net worth as it is a fact that might surprise us all.
When discussing Hendrix Hart Networth, his estimated net worth is around $ 100 K to 1 million. He has earned this wealth by being a family member. He is enjoying his father's wealth and living a luxurious lifestyle. Conversely, if we talk about his father, Kevin Hart, he has an estimated worth of around $ 200 million. He has earned this wealth from his professional career as a standup comedian and actor.
Regarding celebrities, we are very much curious to know about their little aspects. This is also true of Hendrix Hart's fans who always want to know his current age. As already stated, he was born on November 8, 2007, and currently, Hendrix Hart's Age is 15.
1)Hendrix Hart's mother, Torrei, has appeared on a reality show titled Atlanta Exes.
2) His father, Kevin, was arrested on the issue of drunk driving on April 14 2013.
3) Even after a famous comedian or actor's son, Hendrix Hart is not dating anyone. Currently, he is single and, apart from pursuing his academics, is devoted to making his career.
4) His father Kevin's comedy album "Laugh at my pain" was quite famous and earned $ 15 million.
5) Henry's paternal grandfather's name was Henry Robert Witherspoon, his grandmother's name was Nancy Hart, and his uncle's name was Robert hart.
6) His grandmother died in 2007.
7) Hendrix hart has an account on all the social networking websites like Twitter, Instagram, and Facebook.
We hope you have enjoyed reading the facts about the life of Hendrix Hart and would like to get in touch with us to grab such fascinating readings in the future.
Who is Kevin Hart?
Kevin Hart is a famous standup comedian, actor, and Hendrix Hart's father.
How old is Hendirx Hart?
Hendrix Hart is 15 years old.
What is the name of Hendrix Hart's Instagram Handle?
The name of Hendrix Hart's Instagram Handle is hendrixhart4real.
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Heaven HartKaori Mai HartKenzo Kash HartKevin HartTorrei
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Are you into the lip balm revolution? Do you currently use lip balm products? Well, have you ever heard of EOS? EOS stands for Evolution of Smooth, and this brand is reshaping the industry via ingenuity. EOS introduced its highly anticipated Crystal Vegan lip balm last summer, and it caused a huge commotion. This new lip balm has many of the same benefits as its predecessors, but it also has a transparent finish. In other words, if you hold the product in the air, you'll be able to see right through to the other side. EOS has a way of garnering attention, which has helped to make it the top-selling lip balm brand in the world. Check this article on mapleholistics.com to better know the product.
The all-new Crystal Vegan lip balm was released on August 4, 2017, and it sold out the very same day. Yes, that's right! These products were picked clean from the company's official website. Can you name another brand that has come close to doing this? Crystal Vegan has taken over the game for sure. On top of that, EOS has given this product a boat-load of healthy ingredients. This includes antioxidants, jojoba oil, aloe vera, shea butter and vitamins. These ingredients create a synergistic effect in increasing moisture. There are no animal by-products here and there is no heavy bees wax. What more could you ever ask for? EOS is simply changing the game for the better.
Did you know that some of the most popular entertainers use these products religiously? Personalities such as Kim Kardashian, Miley Cyrus and Christina Aguilera have all been spotted applying the goods. The company has knocked Chapstick from the top position thanks to its ability to sell more than 1 million units per week. The future of lip balms is in good hands and EOS is leading the way. Check this relevant reviews of the product, hit on inflenster.com.


Complete scooters are not just for beginners, many completes are up to the standard for more advanced riders, but less expensive than building a custom scooter from scratch.
Complete Scooters or "completes," as they are known are a great way to get started or upgrade no mater what level you are. Just like the name implies, you get a complete kick scooter for tricks with everything you need to hit the street or skatepark.
What's the best part of having a scooter? Riding it, of course! That's probably the answer you can expect from any kid who loves scootering, so why not buy a high-quality scooter your child can hop onto and start riding the moment they receive it? Custom scooters offer plenty of control over aesthetics and features — but they can also take a long time to assemble, and some kids don't have the necessary patience. If you want a lower-maintenance solution without compromising ride quality, find a trustworthy source that offers complete scooters for sale in your area.
Envy: Have a range to suite all levels: Colt for beginners, Prodigy are Ideal for the intermediate rider & KOS targets the Pro Riders, these well balanced scooters offer excellent stability and are highly durable. Their high quality represents great value & makes them a popular choice.
Longway: Longway scooters come with high-performance in mind. They are often sought-after by more advanced riders, and those with an interest in performing tricks or stunts. Longway scooters are well-known for the quality of their bars.
Ride 858: hyped up by some in the industry as "super scooters," these scooters have been conceptualised and tested by some of the biggest names in the sport: Kal Chandler and Jackson Bartlett among them.
Scooter Village carries scooter kits for sale in all of the brands listed above — as well as complete scooters from other popular makers such as Ethic, Flavor, Havoc, and Lucky. Our team personally chooses the makes and models we offer based on our firsthand experience with the sport, so you'll always be purchasing a product we'd be happy to use ourselves. Our attention to detail has resulted in countless enthusiastic Google reviews and testimonials from past clients, who are consistently impressed by the range of products we offer and our free shipping throughout all of Australia when you purchase any of our complete scooters.
Buying your child a scooter they'll appreciate is easier when you let us provide you with some of the best available options. Reach out to Scooter Village today so that you can speak with someone on our team and let us learn more about the rider you're buying for so that we can recommend a product that's sure to be right for them. With our help, you'll be able to put your kid on their new scooter the moment it arrives and watch their face light up with joy instantly.


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WATCH: World reacts to Kerry's MidEast Peace Plan
by: Shanay J. Campbell
Posted: Dec 29, 2016 / 05:46 AM EST / Updated: Dec 29, 2016 / 05:46 AM EST
(CNN) – Reaction from key players to Secretary of State John Kerry's speech, in which he laid out the Obama Administration's position on Arab-Israeli peacemaking, has been swift. and in some cases harsh. Reid Binion has the latest.
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Trump steps up attacks on Democratic congresswomen; local leaders weigh in
by WSAV Staff / Jul 15, 2019
WASHINGTON (NBC News) - President Trump doubled down Monday on his attacks on four Democratic congresswomen of color, claiming they "hate America" and are "free to leave."
The president unleashed the extraordinary broadside during an event meant to feature American-made products.
US Labor Secretary Acosta steps down after criticism over Epstein sex case
by NBC News / Jul 12, 2019
WASHINGTON (NBC News) - Embattled U.S. Secretary of Labor Alex Acosta is stepping down, officials announced Friday.
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Gov. Kemp visits Savannah, pledges to support police in fight against gangs
by Ashley Williams / Jul 9, 2019
SAVANNAH, Ga. (WSAV) - Georgia's governor is taking a stand with other state and local officials in the fight against criminal street gangs.
Gov. Brian Kemp visited Savannah Tuesday morning to speak at the opening ceremony of the Georgia Gang Investigators Association's annual training conference, and pledge his support of law enforcement to combat gang violence in the state.

redpajama_set_name: RedPajamaCommonCrawl


The Great River Road, a national scenic byway, travels 3,000 miles along both sides of the Mississippi River from its headwaters in the Minnesota northwoods to the Gulf of Mexico. In the Travel Along the River Section of the road, you'll do exactly that — travel along the banks of the Mighty Mississippi. The Travel Beyond the River section lets you explore the entirety of the 10 states the Great River Road goes through.
The drive along the Great River Road provides you the opportunity to learn more about the river, appreciate its natural wonder and become familiar with the communities along its banks.
Charles Young, a native of Muscatine, devoted much of his life to the creation of the Great River Road and suggested the design for the Great River Road's green and white signs which bear the familiar pilot's wheel. Highway 22 east of Muscatine, part of the Great River Road, lets you experience spectacular views of the mighty river we share.


The Taylor Heights is the historic rehabilitation and adaptive reuse of the Taylor School Building and new construction of an attached residential addition in Davenport, Iowa. The building ceased operating as a school more than 30 years ago and has been listed on the National Register of Historic Places since 1983. All 41 units target seniors age 55 plus with incomes at or below 50 and 60 percent of Area Median Income.
This historic property includes 20 one-bedroom and 21 two-bedroom garden- style apartments, 17 of which are in the restored portion of the property and 24 in a new three-story building attached to the older structure. All units are fully accessible and handicap adaptable and have in-unit washers/dryers, full kitchens with a range stove and microwave, refrigerator, garbage disposal, dishwasher, air conditioner and high-energy efficient furnaces. Community amenities feature a computer center, fitness center, library and space for social activities.
The entire property is fenced with security gate access at two locations. The site is attractive to seniors because it is close to community services but away from downtown congestion. Its proximity to the Davenport Public Library and area parks also increase its appeal.


Bruce W. Smith is known as a character animator, television producer, and film director. However, he is best known as the creator of Disney's The Proud Family produced by his production company, Jambalaya Studios. Mr. Smith, born in 1961, started his career as an assistant animator for Garfield in the Rough. He then went on to work on the Toon Town sequences in Who Framed Roger Rabbit.
I first heard about Mr. Smith's work when learning he was the Supervising Animator on Dr. Facilier. The Princess and the Frog is one of my favorite movies. This role in the film made him the first African-American animator in Disney's history to supervise an African-American character.


From Japanese manufacturer Kotobukiya's ArtFX J series comes the Attack on Titan protagonist to bring the wildly popular manga and anime to life! Created in 2009 by Hajime Isayama, the series has been acclaimed for its skilful mix of adventure and dramatic narrative. And it's just downright cool that Mr. Yeager himself is pictured here mid-flight and mid-slice using two long swords, leaping over a tree trunk with a banshee look on his face. And rightfully so, as he's keen on joining the elite Survey Corps to avenge his mother's death at the hands of ghastly humanoid predators.
Shin Tanabe is responsible for the remarkable facial sculpt on this dude, which renders him gorgeously realistic. This 1/8 scale figure is 10.5 inches tall, perfect for eventual display alongside Kotobukiya Attack of the Titan statues to come.
← Visit our booth at the Quebec City con this weekend!


Exchanges and drops will appear as purple boxes on your schedule. You will be able to see this shift as long as you do not have a scheduled shift that overlaps with the time of the dropped shift. Click on the dropped shift that you would like to view.
To view the details of this dropped shift, click Drop Details.
Your offer will now appear in Exchanges under the My Offers tab. This new shift will not be added to your schedule until the employee dropping the shift accepts your offer and a manager approves it.
If approved, the shift you picked up will now be added to your schedule.


How Can A Company Detect Carousel Fraud?
For business to thrive, it needs to steer clear of any type of fraud. If HMRC can demonstrate that your trade was linked to fraudulent activity, huge penalties and fines will follow.
One of the many types of fraud that business owners and accounts departments should be vigilant of is carousel fraud, also known as VAT missing trader fraud, or missing trader intra-community fraud.
This type of fraud, in short, is the theft of value added taxes from a government by organised crime gangs who take advantage of the way this tax is managed in multi-jurisdictional trading (such as the EU), where the movement of goods between jurisdictions is VAT-free.
Businesses that have been newly established or recently incorporated and have no financial or trading history.
Your contacts have no real knowledge of the market or product they propose to be trading in.
Spontaneous invitations from organisations offering an easy profit on high value/volume deals for no apparent risk.
Payment instructions to a third party or an offshore account.
Sole traders who have a history of selling wholesale "high value, low volume" trade such as mobile phones or parts for computers.
Unsecured loads with suspicious interest rates and terms.
Instructions to pay less than the full price to the supplier.
Established companies who have recently been taken over by new owners despite having no experience in the industry.
Businesses who trade from residential addresses, serviced offices and short term lease accommodation.
How can I protect my business against carousel fraud?
By conducting Due Diligence and Know Your Customer checks, you can significantly reduce your chances of involvement with businesses carrying out carousel fraud.
Have a good understanding that the deal is genuine.
If you've been inadvertently involved in carousel fraud, or missing trader intra-community fraud – then you will need to seek legal help immediately. Contact our Business & Tax solicitors team for full support and advice.


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Moon Knight : Episode 3 is set to release soon on Disney Plus .
When Steven Grant's investigation into the mysteries of Egyptian gods is interrupted by Marc Spector, an amnesiac with strange abilities who claims they are one and the same person-well…we'll just say it gets complicated. It turns out that this mystery has been going on since before either man was born: The first humanborne hybrid beings were created when King Khufu married his own sister Hatchepsut (yes THAT one). Their son later became Known As Suleiman The Great; founder & leader of Turkey's Ottoman Empire which spanned nearly fifteen hundred years untilits dissolution at Europe& Asia ' s advance towards liberating themselves fromsuch oppression .
The story revolves around two men who claim to be the same person. One is a amnesiac with strange abilities and the other is the founder and leader of Turkey's Ottoman Empire. It turns out that this mystery has been going on since before either man was born and that their son is the key to solving it. It all started with an ancient Egyptian Pharaoh named Khonsu. He was the God of the Moon and protector of travelers. He was also said to have the power to bring people back from the dead. One day, he was killed by his own brother Set and resurrected by his wife Isis.
The cast include Oscar Isaac , Gaspard Ulliel , Ethan Hawke , and David Thewlis . Isaac played the titular role of Moon Knight / Marc Spector , a former CIA operative who suffers from multiple personality disorder and becomes a vigilante after being left for dead . Ulliel portrayed Khonshu , the ancient Egyptian god who gives Spector his abilities . Hawke portrayed Randall Spector , Marc's estranged brother who is also a member of the criminal organization known as The Hand . Thewlis played Ra's al Ghul , the leader of The League of Shadows and Randall's superior .
What are the challenges they face ?
The three main characters all have different challenges that they face . Isaac's character is haunted by his past and is constantly fighting against his mental illness . Ulliel's character is trying to find a place in the world and learn how to use his abilities . Hawke's character is struggling with addiction and betrayal . Thewlis' character is trying to find a way to control the people around him .
What are the themes ?
The main themes of the movie are mental illness , betrayal , and addiction . The three main characters all deal with these issues in different ways . Isaac's character is struggling with his mental illness and trying to find a way to cope with it . Ulliel's character is trying to find his place in the world and learn how to control his abilities . Hawke's character is struggling with addiction and betrayal . Thewlis' character is trying to find a way to control the people around him .
What is the climax like ?
The climax of the movie is when Isaac's character finally snaps and goes on a rampage . Ulliel's character tries to stop him but he is unable to . Hawke's character also tries to help but ends up getting killed in the process . Thewlis' character is able to talk Isaac's character down and helps him get back on track . Overall, I thought the movie was good. It had a lot of potential but it fell flat in some areas . The acting was good but the plot was a bit lacking . If you're a fan of superhero movies , you'll probably enjoy it . If you're not, you might want to give it a skip.
The antagonist in Moon Knight is Ulliel's character. Its motives are to stop Isaac's character from going on a rampage. However, it fails and gets killed in the process. Thewlis' character is able to talk Isaac's character down and helps him get back on track. Overall, I thought the movie was good. It had a lot of potential but it fell flat in some areas. The acting was good but the plot was a bit lacking. If you're a fan of superhero movies, you'll probably enjoy it. If you're not, you might want to give it a skip.
The most loved character in Moon Knight is Thewlis' character. Fans of the movie enjoy his performance and appreciate his help in getting Isaac's character back on track. Some even find him more likable than Isaac's character. However, there are also those who feel that he was not given enough screen time and could have been developed further .
Overall, I would recommend watching Moon Knight. It's a fun movie with some great action sequences. The acting is good and the plot is interesting. If you're a fan of superhero movies, you'll definitely enjoy it. If you're not, you might want to give it a skip. However, if you're interested in seeing a different kind of superhero movie, I would definitely recommend checking it out. Who knows, you might just find yourself a new favourite superhero.
Senior Year : Rebel Wilson Wakes up after 17 years , Shown in trailer .
Fantastic Beasts: The Secrets of Dumbledore : Gay reference from the movie removed for its Chinese release .


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Tag: Uber
Uber and Lyft are pushing the online grocery business underground
CommonSense said with more people using apps like Uber Technologies Inc. UBER, -1.01% and Lyft Inc. LYFT, +0.66% these tight, and unused, …
The growing use of ride-sharing apps is pushing the online grocery business underground, according to CommonSense Robotics, a company that is using propriety technology, including artificial intelligence, to fulfill its mission of delivering online grocery orders within one hour.
CommonSense said construction on its second "micro-fulfillment" center is underway. The facility will be located on the -1 level of a parking lot of Tel Aviv's Shalom Meir Tower, below ground level. The fulfillment center will be 18,000-square-feet with an average height clearance of just 11 feet and three temperature zones to accommodate fresh, chilled and frozen items.
CommonSense said with more people using apps like Uber Technologies Inc. UBER, -0.80% and Lyft Inc. LYFT, +2.76% these tight, and unused, urban spaces are prime real estate for the grocery delivery business.
"With the rise of ride-sharing apps and micro-mobility in cities, car ownership is on the decline and parking lots are increasingly sitting vacant," the CommonSense announcement said.
Read:As Beyond Meat soars, Conagra sees $30 billion opportunity in Gardein plant-based meat alternatives
CommonSense's says its first facility is the "world's smallest automated fulfillment center" at just 6,000 square feet. It has been working with its Super-Pharm retail partner since October 2018.
"Taking e-commerce fulfillment underground inside cities is one way we can enable retailers to fulfill online orders in close proximity to their customers — while doing so profitably," said Elram Goren, chief executive of CommonSense in a statement.
These facilities operate using few human workers, a touchy subject for many who fear seeing robots replace humans in the labor market.
"Some jobs are going to move. It's not a very romantic way of thinking, but it's the reality," Goren told MarketWatch at the Shoptalk conference in March.
Andy Puzder, the former chief executive of Carl's Jr. parent CKE Restaurants Inc., raised eyebrows with statements about job automation, the rising cost of labor and keeping wages low. He was a potential pick for labor secretary for then-President-elect Trump in 2016.
"The question is not what robots will do but what people will do," Goren said.
See:Cost of eating out is rising a lot faster than buying groceries (and cooking at home)
Increasingly, people are going to order their groceries online, according to industry executives and Moody's analysts.
An October 2018 Moody's report said the U.S. online food retail business was 2% of the roughly $1 trillion in sales.
"The logistical challenge associated with delivering perishable and fresh food items on a large scale is a major constraint," the report said. "Despite the many compelling reasons for online sales to grow, we think most of the growth in online grocery sales will be limited to certain densely populated metropolitan areas, where income levels and density of delivery routes are more conducive to online grocer purchases."
Of course, this hasn't stopped major grocery companies from trying to figure out how to advance this business. Kroger Co. KR, +1.36%announced on Thursday that it and Ocado Group Plc are going to invest $55 million on an automated warehouse facility in Georgia. The fulfillment center will create 400 jobs.
And Walmart Inc. WMT, +0.61% has tested all sorts of delivery services, including in-home delivery, which is launching in the fall in three markets: Kansas City, Mo., Pittsburgh and Vero Beach, Fla., according to a June announcement.
Don't miss: Walmart to offer grocery delivery right to customer's fridge – even if they're not home
"What remains unclear for us is: 1) how much could this cost to roll-out at scale, 2) how much demand will there ultimately be, and 3) how much are consumers willing to pay for the service," said Charlie O'Shea, Moody's vice president, in a statement last month about this Walmart service. "We remain concerned that companies may end up overspending in their development of various delivery options by overestimating the potential demand, though that is a 'down-the-road' issue."
Pradeep Elankumaran, chief executive of Farmstead, an online grocer that also uses AI technology and operates in the San Francisco Bay area, thinks online grocery sales are about to soar, including fresh food. One of the sources of consumer reluctance about online grocery is the inability to personally choose produce like bananas and tomatoes.
Watch:How AI can take the guesswork out of farming
"By 2025, well over 60% of U.S. will be buying online, including fresh," said Elankumaran. "At Farmstead, 70% of the basket is fresh."
For the mid-market customer that makes up much of the U.S. grocery-buying population, online grocery is too expensive, Elankumaran said. That's where technology comes in. Automating some functions reduce costs.
Elankumaran says big warehouses that are far away from customers are also a hurdle for the online grocery category.
"The small-format warehouse is best," he said.
Author hiswai publishingPosted on July 11, 2019 Categories CompanyTags Grocery store, Kroger, Ocado, Online grocer, Retail, Retailers, Retailing, The Grocer, Uber, Walmart
EH woman used relative's credit card for Uber: police
An East Hartford woman is accused of spending almost $2,300 on Uber on her grandmother's credit card without permission, according to police.
According to East Hartford police, in January, Harris' grandmother reported that between Dec. 14, and Jan. 24, someone spent about $1,500 on Uber using her credit card. She suspected her granddaughter, Harris, was responsible and believed she took a picture of her credit card to use for the ride-hailing service.
Author hiswai publishingPosted on July 11, 2019 Categories CompanyTags Carsharing, Commuting, Credit card, Harris, I (Almost) Got Away With It, Location-based software, Service industries, Transport, Transportation network companies, Uber, Uberisation
Video: Stolen dump truck crashes into Uber in Lakewood
LAKEWOOD, Ohio– A local Uber driver was hit head on by a dump truck. The crash happened on Warren Road in Lakewood Wednesday night.
LAKEWOOD, Ohio– A local Uber driver was hit head on by a dump truck.
The crash happened on Warren Road in Lakewood Wednesday night. Police said the driver of a stolen dump truck crashed into the vehicle, then fled the scene. The truck was later found in Rocky River.
The driver of the Uber suffered minor injuries.
If you have any information, please contact the Lakewood Police Department.
Author hiswai publishingPosted on July 11, 2019 Categories CompanyTags Dump truck, I (Almost) Got Away With It, Lakewood Township, New Jersey, Lakewood, Ohio, Service industries, Transport, Uber
Woman charged with smuggling immigrants after claiming to be Uber driver
An Arizona woman was arrested last week and charged with smuggling migrants into the U.S. after initially claiming they were her Uber passengers.
The Las Cruces Sun News reported Wednesday that 33-year-old Evelyn Limas was arrested on Saturday after being caught driving 10 immigrants without legal status in her van and initially telling Customs and Border Protection (CBP) officers that her passengers were in fact Uber customers.
Agents became suspicious, according to court documents obtained by the Sun News, after Limas mistakenly told them she was driving them to a city located in the opposite direction from the one in which she was traveling.
She now faces one count of felony smuggling of immigrants. Information on her plans for a plea in court were not immediately available, and she reportedly declined to comment to agents after her arrest without a lawyer present.
The ten immigrants in the vehicle, who were all detained, told agents that they were from Mexico and said in some cases that they had agreed to pay thousands of dollars to be successfully smuggled into the country.
News of Limas's arrest comes as the Trump administration has initiated another crackdown on immigrants with deportation orders who are still living in the U.S. Agents with Immigration and Customs Enforcement (ICE) are expected to begin raids in 10 major cities on Saturday, targeting at least 2,000 people previously scheduled for removal from the country.
The raids, originally announced in June, were delayed by the president last month in order to give congressional lawmakers time to reach a deal on new asylum restrictions, which are opposed by a majority of Democrats in the House.
Trump announced that the raids were back on in early July, telling reporters that "after July 4, a lot of people are going to be brought back out."
Author hiswai publishingPosted on July 11, 2019 Categories CompanyTags Carsharing, Evelyn Limas, Human activities, Immigration to the United States, Location-based software, Presidency of Donald Trump, Service industries, Smuggling, Transport, U.S. Immigration and Customs Enforcement, Uber, Uberisation, US Dollar
Uber Drivers Latest Headache: Becoming Unwitting Getaway Drivers for Robberies
An Uber driver in New Mexico was stunned when police came to his house and told him he had unwittingly been the getaway driver for a robber.
Inside, though, Harris was robbing the gas station. When he returned, Harris was behaving strangely and holding a pair of scissors.
"He's acting a little fishy when he gets back in the car, telling me, 'Let's go! Let's go! Let's go!'" Owens told KOAT. "He says, 'I'm just using this pair of scissors to cut strings off my jacket.'"
As it turned out, Harris had used the scissors to hold up the station.
Owens dropped his passenger off and headed home. Police arrived an hour later, telling him and his wife to come out with their hands up. In a video of the encounter, police officers can be heard telling Owens, "The reason you're being detained is because the person you took to the Valero robbed the Valero."
Owens was soon released and Harris was arrested the next day. He pleaded guilty to armed robbery and was sentenced to drug rehab. According to the criminal complaint, Harris told police he gets into trouble because he was "a privileged child."
Owens had his doubts: "At some point, accountability needs to come into play," he said.
Ride-share drivers are increasingly being roped into becoming unwitting accomplices to robberies and other crimes: In 2017, a man in Wilsonville, Oregon, used an Uber as his getaway car while robbing a bank. The man saw Uber and Lyft stickers on the driver's car and flagged it down. He explained he didn't have either app but offered to pay cash for the ride, which the driver accepted, according to The Oregonian.
A year earlier, Luis Mallet was arrested after robbing a bank in Weymouth, Massachusetts, and fleeing the scene in an Uber.
In 2015, three suspected robbers got into an Uber in New York and started firing shots out of the car's windows as it drove away. The driver contacted Uber headquarters, who tracked his car using GPS and helped police apprehend the suspects.
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Author hiswai publishingPosted on July 11, 2019 Categories CompanyTags A, Carsharing, Commuting, Legality of TNCs by jurisdiction, Location-based software, Service industries, Transport, Transportation network companies, Uber, Uberisation
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Andy, are you pumped to have the #PumpRules ladies on tonight? We thought so.
Stassi's got some explaining to do! Don't worry, she's not in trouble.
Stassi looks tres chic in her plunging neckline.
Stassi is single, but is she ready to mingle?
Stassi and Mark play Timber Creek Love to see if they are a potential match!
Andy has made another match in the Clubhouse!
Andy asks Stassi about her treatment of Lala.
Newly single Scheana grabs Andy's attention. She is looking amazing in that velvet catsuit.
Two besties. They've had their ups and downs but we are happy these good-lookers are on the same team, at least for now.


text:
Q: Perl anchored regex performance Problem and Data
At the bottom of this post is the entire script from which this NYTProf data was generated.  The script builds a hash and then attempts to delete keys that contain certain bad pattern.  Running the code through NYTProf generates the following
delete @$hash{ grep { /\Q$bad_pattern\E/ } sort keys %$hash };
# spent  7.29ms making    2 calls to main::CORE:sort, avg 3.64ms/call
# spent   808µs making 7552 calls to main::CORE:match, avg 107ns/call
# spent   806µs making 7552 calls to main::CORE:regcomp, avg 107ns/call

There are over 7,000 calls being made to main::CORE:match and main::CORE:regcomp.  The assumption is that this is a sufficient amount of calls to reduce noise levels.
Moving on! The bad patterns only need to be deleted if they appear at the beginning of a key.  Sounds great!  Adding a ^ to anchor the regex should improve performance.  However, NYTProf generates the following.  NYTprof has been run many times and this is quite consistent
delete @$hash{ grep { /^\Q$bad_pattern\E/ } sort keys %$hash };
# spent  7.34ms making    2 calls to main::CORE:sort, avg 3.67ms/call
# spent  1.62ms making 7552 calls to main::CORE:regcomp, avg 214ns/call
# spent   723µs making 7552 calls to main::CORE:match, avg 96ns/call

Questions
The anchored regex nearly doubles the amount of time spent in these main::CORE:* methods.  But an anchored regex should improve performance.  What is unique about this dataset that causes the anchored regex to take so much additional time?
Entire Script
use strict;
use Devel::NYTProf;

my @states = qw(KansasCity MississippiState ColoradoMountain IdahoInTheNorthWest AnchorageIsEvenFurtherNorth);
my @cities = qw(WitchitaHouston ChicagoDenver);
my @streets = qw(DowntownMainStreetInTheCity CenterStreetOverTheHill HickoryBasketOnTheWall);
my @seasoncode = qw(8000S 8000P 8000F 8000W);
my @historycode = qw(7000S 7000P 7000F 7000W 7000A 7000D 7000G 7000H);
my @sides = qw(left right up down);

my $hash;
for my $state (@states) {
    for my $city (@cities) {
        for my $street (@streets) {
            for my $season (@seasoncode) {
                for my $history (@historycode) {
                    for my $side (@sides) {
                        $hash->{$state . '[0].' . $city . '[1].' . $street . '[2].' . $season . '.' . $history . '.' . $side} = 1;
                    }
                }
            }
        }
    }
}

sub CleanseHash {
    my @bad_patterns = (
        'KansasCity[0].WitchitaHouston[1].DowntownMainStreetInTheCity[2]',
        'ColoradoMountain[0].ChicagoDenver[1].HickoryBasketOnTheWall[2].8000F'
    );

    for my $bad_pattern (@bad_patterns) {
        delete @$hash{ grep { /^\Q$bad_pattern\E/ } sort keys %$hash };
    }
}

DB::enable_profile();
CleanseHash();
DB::finish_profile();

A: It's very unlikely you can optimise the regex engine. If performance is your goal, though, you can concentrate on other parts of the code. For example, try this:
for my $bad_pattern (@bad_patterns) {
    my $re = qr/^\Q$bad_pattern\E/;
    delete @$hash{ grep /$re/, sort keys %$hash };
}

On my machine, it runs much faster (regardless of the presence of the anchor), because the expression form of grep doesn't have to create a scope and the complex compilation of the regex happens just once for each bad pattern.

A: That's a fairly straightforward matching, with a pattern being a fixed string.  So the anchored pattern must be faster in general.  The profiling confirms that much, with 96 ns/call vs 107 ns/call.
But when I benchmark anchored and un-anchored versions of the code they run neck-to-neck.  This is about the rest of the code, which overwhelms the regex's match: the sort of keys is unneeded for comparison, and the regex is being compiled inside grep's loop, unneeded.
When that is relieved I do get the anchored call to be 11--15% faster (multiple runs)
use warnings;
use strict;
use feature 'say';

use Data::Dump;
use Storable qw(dclone);
use Benchmark qw(cmpthese);

my $runfor = shift // 3;

my @states = qw(KansasCity MississippiState ColoradoMountain IdahoInTheNorthWest AnchorageIsEvenFurtherNorth);
my @cities = qw(WitchitaHouston ChicagoDenver);
my @streets = qw(DowntownMainStreetInTheCity CenterStreetOverTheHill HickoryBasketOnTheWall);
my @seasoncode = qw(8000S 8000P 8000F 8000W);
my @historycode = qw(7000S 7000P 7000F 7000W 7000A 7000D 7000G 7000H);
my @sides = qw(left right up down);

my @bad_patterns = (
    'KansasCity[0].WitchitaHouston[1].DowntownMainStreetInTheCity[2]',
    'ColoradoMountain[0].ChicagoDenver[1].HickoryBasketOnTheWall[2].8000F'
);

my $hash_1;
for my $state (@states) {
    for my $city (@cities) {
        for my $street (@streets) {
            for my $season (@seasoncode) {
                for my $history (@historycode) {
                    for my $side (@sides) {
                        $hash_1->{$state . '[0].' . $city . '[1].' . $street . '[2].' . $season . '.' . $history . '.' . $side} = 1;
                    }
                }
            }
        }
    }
}
my $hash_2 = dclone $hash_1;

#say for @bad_patterns; say '---'; dd $hash_1; exit;

sub no_anchor {
    for my $bad_pattern (@bad_patterns) {
        my $re = qr/\Q$bad_pattern\E/;
        delete @$hash_2{ grep { /$re/ } keys %$hash_2 };
    }
}
sub w_anchor {
    for my $bad_pattern (@bad_patterns) {
        my $re = qr/^\Q$bad_pattern\E/;
        delete @$hash_1{ grep { /$re/ } keys %$hash_1 };
    }
}

cmpthese( -$runfor, {
    'no_anchor' => sub { no_anchor() },
    'w_anchor'  => sub { w_anchor() },
});

I have the comparison subs use external data (not passed to tested subs as usually), to cut out any extra work, and then I use separate hashref copies obtained with Storable::dclone.
The output of benchmark above run with 10 seconds (pass 10 to program when run):
           Rate no_anchor  w_anchor
no_anchor 296/s        --      -13%
w_anchor  341/s       15%        --

So the anchored version does win, albeit with a modest margin. With this data the match fails in about 96% cases and for all of that the un-anchored version does more work, having to search through the whole string; I'd expect a larger difference.
The relative closeness of runtimes is due to the rest of the code (grep, hash manipulation, loop), and in particular the regex compilation cost, being included in the timing, what dilutes the difference in the matching efficiency itself.
This lends us an important lesson about timing code: it can be subtle. One needs to ensure that only the relevant sections are compared, and fairly (in equal situataions).

redpajama_set_name: RedPajamaStackExchange


"He's done okay, but if he were made of chocolate he would eat himself," the 88-year-old told the Evening Times.
"And look at the money he's spent.
though Tommy Docherty holds no affiliation with United after the ticket disagreement and that put a sour taste on the friendship bond.
"Chelsea has sent me a Christmas hamper from Harrods for the last 18 years that must cost around £300," The Doc added.
"That's a terrific gesture and I still go to Stamford Bridge to watch them about four times a year. So there are big clubs that act like big clubs, and some that act like small clubs.


text:
Queen's University Belfast opens facility
Posted on 05 Jul 2018 and read 590 times
Queen's University Belfast (www.qub.ac.uk) has opened a new £7.5 million 'state of the art' advanced-manufacturing technology facility in support of its aim to make local supply chains more competitive and productive.
Supported by the Department for Business, Innovate UK and the Aerospace Technology Institute, the new facility will have an 'open door' to industry partners, which currently include RLC Global Point, Moyola Precision Engineering, JW Kane Precision Engineering Ltd, Travan Precision Engineering and Retec Engineering Solutions.
Based at the Northern Ireland Technology Centre at Queen's, the new facility is part of the Centre for Intelligent Autonomous Manufacturing Systems (i-AMS), which is leading innovation in new technologies for advanced manufacturing.
Through i-AMS, researchers spanning the disciplines of engineering, computer science, applied mathematics and psychology are working together to help make Industry 4.0 a reality.
Mark Price, pro-vice-chancellor for the Faculty of Engineering and Physical Sciences at Queen's, said: "Both i-AMS and the new facility are open for business, and they are already making a difference to the advanced-manufacturing community in Northern Ireland and the rest of the UK.
"This is a great example of industry, government and academia working in partnership to move Northern Ireland forward."
Seán McLoone, director of i-AMS at Queen's, said: "Addressing the challenges of Industry 4.0, the centre and facility are spearheading the computerisation of manufacturing.
"This includes the use of advanced data analytics, machine learning, intelligent system and autonomous robotics concepts, digital manufacturing and human-robot interaction.
"Through this exciting initiative, we are able to translate advanced research and new ideas in i-AMS quickly through to application in industry. This streamlined innovation chain is key to boosting competitiveness in Northern Ireland manufacturing."
Professor Price added: "The advanced manufacturing technology facility at Queen's will enable local industry to be more competitive through the optimisation and digitisation of manufacturing processes, including automation.
"It also paves the way for more productive, flexible, resilient, responsive and energy-efficient manufacturing systems and associated supply chains.
"This means that we can drive down costs, improve product quality, minimise waste and increase productivity and competitiveness.
"The facility allows us to address the challenges that industry is currently facing and plan ahead to meet future needs. It also provides an opportunity to train up the next generation of experts in manufacturing.
"From a very early stage, our students at Queen's will have the chance to use 'state of the art' industrial machines, which will be beneficial when they begin their careers in industry."
New research hub in Sheffield
Young inventors urged to develop technology
Derby College launches new engineering lab
UAS Challenge to inspire school-children
Government urged to scrap English Baccalaureate
New skills initiative MADE launches
Survey shows 80% of teachers consider quitting
University uses Street Crane for heavy lifting
UK Formula Student teams thank bearing company
Industry calls for T levels boost


At this time, The Last 48 Hours Of My Life Episode 4 only have raw released. Please Bookmark us to notice when English Subtitle released.
Watch other episodes of The Last 48 Hours Of My Life Series at Kshow123.


text:
Amerigo Vespucci - Italian Explorer
Amerigo Vespucci was an Italian explorer, cartographer and navigator, best known for naming the North American continent with a slight variation of his first name and for proving the fact that New World is not part of an Asia but a new continent.
He was born in Florence, Italy in 1454 where he worked for the famous Medici family as a banker. In 1492, he moved to Spain, and few years later in 1458 king Manuel I of Portugal invited him to be part of a crew that will explore the Indian Ocean. Historical records of his journeys to the New World are not completely accurate, there is speculation of four but only two are completely verified.
On that journey under the leadership of Captain Alonso de Ojeda flotilla of ships separated in two parts, and Vespucci headed to the west toward the Brazil. There he discovered mouth of the great Amazon River. On a next expedition, he was elected to be a leader and they discovered that land of South America extended far more to the south than they have previously thought. On his way back, he passed near the rivers of Trinidad and Orinoco.
In 1501, he embarked on his last journey that was lead by the Portuguese explorer Gonçalo Coelho. Again, they explored the land of South America reaching the bay of Rio de Janeiro. During that time, he observed that Americas land size is way bigger than previous estimates and that these lands must be considered to be a fourth continent.
During his voyages, he mapped several charts of the nigh sky seen from the southern hemisphere, most notably constellation Southern Cross as well as the Alpha and Beta Centauri. Publication about his journeys released around 1503 made him very popular in Europe, and few years later German cartographer Martin Waldseemüller made a map of Vespucci's journeys in witch for the first time he named the newfound continent America. Christopher Columbus wrote several times about Vespucci, and he never objected to the naming of the new continent.
Popularity of his journeys made him one of the most important explorers of that time and in 1508, King Ferdinand named him the chief navigator of Spain with the responsibility to coordinate and plan Spain's naval ship exploration of the Indies and the New World. He also founded first school of navigation with duties to standardize navigation techniques used by naval captains of that time.
He died in Spain on February 22, 1512 at the age of 57.
Name: Amerigo Vespucci
Known As (Other Names): Américo Vespucio, Americus Vespucius, Américo Vespúcio, Alberigo Vespucci
Place of Birth: Florence, Republic of Florence, in present-day Italy
Died: February 22, 1512
Place of Death: Seville, Crown of Castile, in present-day Spain
Category (Occupation/Profession): Merchant, Explorer, Cartographer
Nationality: Italian
Education: Monastery of San Marco
Known For: Demonstrating that the New World was not Asia but a previously unknown fourth continent.
Famous Expedition(s): Exploration the east coast of South America
Spouse(s): Maria Cerezo
Parent(s): Ser Nastagio, Lisabetta Mini


text:
\section{Introduction}
\label{section: Introduction}

In the last years, some algorithms have struggled with the run time of large scale and computationally complex tasks needing many consecutive calculations. A common practice for decreasing run time in such algorithms is using a large distributed system comprised of individual computational nodes.
One of the more significant challenges in these large systems are the "stragglers" – computational nodes whom have a significantly higher response time than their non-straggling counterparts.
Taking this uncertainty into account calls for a "back-up" scheme in order to ensure high-quality service. One such method is implementing a coding technique taken from the realm of information and code theory. In information theory's terms, a straggler node can be considered as an "erasure" – a symbol in a stream that is
lost and the receiver knows only through side information that the symbol's real value is unknown. Some of the codes that have been looked into include general maximum distance separable (MDS) codes \cite{LeLaPePaRa2018}, Reed-Solomon (RS) or  Bose–Chaudhuri–Hocquenghem (BCH) codes \cite{RaTaTaDi2019} and the general case polynomial codes \cite{LiAv2020}.
To evaluate which code is best suited for distributed computation, research groups have chosen performance measures such as computational complexity of recovery \cite{LiAv2020}, or average run-time \cite{LeLaPePaRa2018} to show that a certain code is a good solution.
But the above erasure correction codes - when applied to real-valued data - are sensitive to computational errors. In particular, the decoding process may highly amplify these errors due to it being numerically unstable. This amplification of the computational errors incited other codes to be created \cite{FaCa2019, RaTa2019} that try minimizing that amplification effect. However, these codes have decoding schemes that are designed to only use the minimal amount of returning nodes.

In this paper we introduce codes based on results taken from novel ideas from frame theory and random matrix theory. Specifically, we show how new variations of polynomial codes
could be constructed with these frame-centric design guidelines.
The noise amplification of these codes follow the theoretical expectations, and the suggested code has near identical amplification as the benchmark for \underline{optimum} noise amplification and also are robust to the number of returning straggler nodes, providing better results as the number of stragglers decreases.

The paper is organized as follows.
Sections~\ref{s.30} and~\ref{section: Coded computing against stragglers} provide background on coded distributed computation
in the presence of straggling work nodes,
and Section~\ref{section: The noisy setup} proposes a simple noise model due to computation with a finite word-length.
Section~\ref{s.60} describes recent asymptotic results in frame theory, and applies them
to the design of ``irregular'' polynomial computation codes.
Section \ref{s.70} provides numerical results on the noise amplification and condition number of these codes, and shows they outperform the code class defined in \cite{RaTa2019} when the redundancy grows beyond its minimal value.

\section{Distributed Computation}
\label{s.30}
Let some function $f(\mathbf{A})$, with $\mathbf{A}$ some data set which is defined over some arbitrary field $\mathbb{F}^{h \times \ell}$.
A master node is tasked with computing the function $f(\mathbf{A})$ but it might be too complex and so the task is broken down into some $m$ simpler tasks denoted $g_1,\cdots, g_m$ each operating on $\mathbf{A}$ or a subset of elements in $\mathbf{A}$, denoted also as $\mathbf{A}_1,\cdots, \mathbf{A}_m$. The master node utilizes the worker nodes by sending over the $g_i$ functions with the corresponding subsets $\mathbf{A}_i$ to the nodes so each node $i$ receives $g_i$ and $\mathbf{A}_i$. Each node computes the simpler task $g_i(\mathbf{A}_i)$ and returns the answer to the master node. The restriction on the function set $\{g_i\}$ and the subsets $\{\mathbf{A}_i\}$ is that the master node has to be able to reconstruct $f(\mathbf{A})$ with only $\{g_i(\mathbf{A}_i)\}$. A block diagram of a distributed computation setup is given in Figure \ref{fig.10}.
\begin{figure}[ht]
\center
\includegraphics[width=\columnwidth, height=0.13\textheight]{DistributedComputationUncoded.jpg}
\caption{The distributed computation setup without coding} \label{fig.10}
\end{figure}
In this paper we consider a linear function $f$, and specifically matrix-vector multiplication: Here $\mathbf{A}$ is a matrix with $\dim(\mathbf{A})= h \times \ell$ and $\mathbf{x}$ a vector with $\dim(\mathbf{x})= \ell \times 1$.
The master node uses $m$ computational nodes to calculate $\mathbf{A}^T\mathbf{x}$.
A "na\"ive" approach, that assumes all nodes will return, is to divide the rows of $\mathbf{A}$ into $m$ equal parts creating $m$ matrices that satisfy $\mathbf{A}^T=[\mathbf{A}_1^T,\cdots,\mathbf{A}_m^T]^T$ with each matrix $\mathbf{A}_i$ having $\dim(\mathbf{A}_i)= \lceil \frac{h}{m} \rceil \times \ell$ (adding rows of zeros if $m$ does not divide $h$).
This setup allows the master node to unify the results given by the computational nodes very simply and efficiently: $\mathbf{A}^T\mathbf{x}=[(\mathbf{r}_1)^T,\cdots,(\mathbf{r}_m)^T]^T$.
By assuming the nodes calculate at the same pace and neglecting communication delays it is easy to see the master node has increased the speed of the calculation of $\mathbf{A}^T\mathbf{x}$ by a factor of $m$. In the current setup the "na\"ive" approach seems like the appropriate solution and coding seems unnecessary. The introduction of stragglers is what makes coding an important part of distributed computation.

\section{Coded computing against stragglers}
\label{section: Coded computing against stragglers}

A straggler worker node is the event of a computational node not returning a response in due time (or at all) and the master node deems it unresponsive. This can be seen as the decoder having side information on which of the nodes are valid and which are erased. The number of remaining nodes is denoted as $k$ and we denote the set of node indices that have not been erased as $\mathbf{k} \subseteq [n]$.
In a system with a very large number of nodes the desired runtime, that should have decreased with the number of nodes, is hindered by a lower bound that is the result of the system suffering from having at least one straggler (the probability of which increases with the number of nodes).
As been alluded to before, one way to try to mitigate the straggler problem is by using a coding scheme with erasure resilient codes.
In the same setup described in Section \ref{s.30}, a coding scheme is a function that operates on the $m$ subsets $\{\mathbf{A}_i\}$ to create $n \geq m$ new subsets denoted $\{\mathbf{A}'_i\}$ and $n$ new functions $\{g'_i\}$. These subsets and functions are now sent in the same manner to $n$ nodes. The decoder scheme is a function that operates on the received $\{g'_i(\mathbf{A}'_i)\}$ and converts them back into $\{g_i(\mathbf{A}_i)\}$ for the master node to compute $f(\mathbf{A})$. The encoder might not need all $n$ nodes, and might be able to use only $m\leq k<n$ answers from nodes to retrieve all $\{g_i(\mathbf{A}_i)\}$. In order to simplify, we only discuss cases in which all $g_i$'s are identical and therefore the coding scheme only operates on $\{\mathbf{A}_i\}$. The encoding and decoding schemes slightly alter the setup described in Figure \ref{fig.10} and the new setup is described in Figure \ref{fig.11}.

\begin{figure}[ht]
\center
\includegraphics[width=\columnwidth, height=0.13\textheight]{DistributedComputationCoded.jpg}
\caption{The distributed computation setup with coding} \label{fig.11}
\end{figure}

For a linear function $f$, it is natural to use a linear coding function. Thus the $m$ elements of $\{\mathbf{A}_i\}$ are coded into $n$ elements of $\{\mathbf{A}'_i\}$. This coding scheme can be represented in matrix form by a code generator matrix $\mathbf{F}^T$ with $\dim(\mathbf{F})= n \times m \times \mathbb{F}^{h \times \ell}$:
\begin{equation} \label{e.20}
\mathbf{F}^T[\mathbf{A}_i, \cdots, \mathbf{A}_m]^T = [\mathbf{A}'_i, \cdots, \mathbf{A}'_m]^T
\end{equation}

It is useful to have a representation of erasures as an operator that operates on $\mathbf{F}$. The operator uses the $(n-k)$ elements in $\mathbf{k}'=\{ \alpha \subseteq [n] :  \alpha\notin \mathbf{k}\}$  and nullifies or omits the same index columns in $\mathbf{F}$ (and equivalently the same index rows in $\mathbf{F}^{T}$). This operator is simply a "column retain matrix", $\mathbf{P}$, which right hand multiplies $\mathbf{F}$ to create the equivalent $\mathbf{F}_\mathbf{k}=\mathbf{F\cdot P}$ code generator matrix.
In the next Sections we will try to compare frames by evaluating, for similar parameters $m,n$ and $k = |\mathbf{k}|$, how the random selection of the $\left(\begin{matrix} n \\ k \end{matrix}\right)$ different subsets $\mathbf{k}$ (uniformly distributed) affect the eigenvalues of these frames.

As mentioned before, the decoder does not necessarily know how many nodes will straggle. Although the decoder knows what is the minimal amount of nodes it requires to calculate the solution it \textbf{might receive more nodes than minimally required}. In the next Section we will discuss how and why a decoder should try to benefit from using more nodes.

\section{The noisy setup}
\label{section: The noisy setup}

The problem model up to this Section discussed how codes can utilized to mitigate the problem of stragglers. In this Section we will discuss how the existence of computational noise affects the overall numerical instability of coding schemes.
We return to the model of a distributed computation system designed with an encoding matrix chosen as $\mathbf{F}^T$ to better handle stragglers. After transmitting the task to be performed at each computational node, a node $i$ returns the output, $\mathbf{u}_i=\mathbf{A}'_i \mathbf{x}$ with some noise denoted $\mathbf{z}$. While noise from computation might not be detached from the value of $\mathbf{u}_i$, we choose to approximate the noise as some additive i.i.d process in order to simplify the model. The returned transmission is therefore
$\mathbf{r}_i = \mathbf{u}_i + \mathbf{z} = \mathbf{A}'_i \mathbf{x} + \mathbf{z}$

After gathering enough $\mathbf{r}_i$'s the master node can estimate the solution of the computation by, assuming HSNR, using the least-square estimator (using $\mathbf{F}_s$):
\begin{equation} \label{e.40}
\mathbf{E}_{dec} = {\left((\mathbf{F}_\mathbf{k}^T)^\ast\mathbf{F}_\mathbf{k}^T\right)}^{-1} (\mathbf{F}_\mathbf{k}^T)^\ast
\end{equation}

Here $\ast$ is the notation for conjugate transpose.
The {\bf noise amplification} is defined as the MSE divided by the variance of the i.i.d noise. It equivalently defines the degradation in SNR. Therefore, by decoding with the pseudo-inverse of the encoding matrix the noise amplification is:
\begin{equation} \label{e.50}
{\rm Noise \; Amp} = \frac{MSE}{\sigma^2_z}=\frac{1}{k}{\rm trace}((\mathbf{E}_{dec}^\ast\mathbf{E}_{dec})^{-1})
\end{equation}

Because noise amplification is in direct relation to ${\rm trace}(\mathbf{E}_{dec}^\ast\mathbf{E}_{dec})^{-1}$ we see that the noise amplification is also in direct relation to the eigenvalue spectrum of any sub-frame created from the code generator matrix. This leads us to analyze how the code behaves as a {\bf frame}.

\section{Codes as Frames}
\label{s.60}

\subsection{Frames and Frame design}
\label{s.61}
Frame design is, at it's core, the "art" of choosing an over-complete basis $\mathbf{f}_1,..., \mathbf{f}_n$ in some Hilbert space $H$, which satisfies some condition or performs well under some performance measure. In particular, if for some $a,b>0$ the series of $\{\mathbf{f}_i\}_{i\in [n]}$ satisfies
\begin{equation} \label{e.610}
a\| \mathbf{x}\|^2 \leq
\sum_{i\in [n]} |\langle \mathbf{x},\mathbf{f}_i \rangle|^2
\leq b\| \mathbf{x}\|^2
\end{equation}

for every $x\in H$ then the sequence is called a {\bf frame}.
In this paper we deal with vector spaces over the reals or complex. Therefore, when describing a matrix $\mathbf{F}$ that LH multiplies some vector or other matrix (e.g a code generator matrix) we call $\mathbf{F}$ a frame and it's $n$ column vectors (each with $m$ elements) are the sequence $\{\mathbf{f}_i\} _{i\in [n]}$. The "frame aspect ratio" or "redundancy ratio" is defined for a frame $\mathbf{F}$ as $\gamma =\frac{m}{n}$.

In equation \ref{e.610} if $a=b$ then the frame is called a {\bf tight frame} (TF).
A frame is defined as being unit-norm if for all vector norms are $c_{i,i} = 1 ; i\in[n]$. If all $c_{i,i}\neq 0$ then the frame can be transformed into being unit-norm columns by dividing all $\mathbf{f}_{i}$ by $c_{i,i}$.
If a tight frame is also unit-norm then $a=b=\gamma^{-1}$ \cite{Ko2008}.
A frame is an {\bf equiangular frame} (EF) if $|\langle\mathbf{f}_i,\mathbf{f}_j\rangle|$ is a constant for $\{i,j\in [n]; i\neq j\}$. An {\bf equiangular tight frame} (ETF) is a frame which is both a TF and an EF. If a new sub-frame is created by omitting any of the vectors from $\{\mathbf{f}_i\} _{i\in [n]}$ the new frame will have sub-frame aspect ratio of $\beta=\frac{m}{k}$.
As discussed in Section \ref{section: The noisy setup}, we would like to design and analyze frames by their eigenvalue distribution. We choose to have all frames discussed become unit-norm in order to later properly compare them by this performance measure. Going forward, all code generator matrices proposed and discussed, unless specified otherwise, are to have unit-norm columns.
As discussed in Section \ref{section: Coded computing against stragglers} and shown in equation \ref{e.50}, our problem is not confined to analyzing a single deterministic frame because the erasure model expands the exploration to frames that have a "goodness" measure that relates to their many possible sub-frames.
This leads us to discuss some known examples from random matrix theory and show good/bad benchmarks to the noise amplification performances.

\subsection{The Random Frame} \label{s.62}
A first natural candidate to discuss is a frame $\mathbf{F}$ with $\dim(\mathbf{F})= m \times n$ whose entries are all random i.i.d Gaussian random variables with variance $\frac{1}{\sqrt{m}}$. Holding the frame ratio constant and $m\rightarrow\infty$ the columns of the matrix have asymptotically a column norm of $1$. By definition, any sub-frame ($k$ of $n$ columns) is also a "random frame". Its been shown in \cite{TuVe2004} that the distribution of the eigenvalues from this frame's Gram matrix converges to the Marchenko–Pastur (MP) density:

\begin{equation} \label{e.1003}
f_{MP}(x) = \frac{\sqrt{(x-\lambda^{MP}_{-})(\lambda^{MP}_{+}-x)}}{2\pi\beta x}\cdot I_{(\lambda^{MP}_{-},\lambda^{MP}_{+})}
\end{equation}
\begin{equation} \label{e.1004}
\lambda^{MP}_{\pm} = \left(1\pm\sqrt{\beta}\right)^2
\end{equation}

As noted in \cite{HaZa2016}, the noise amplification of this type of frame is asymptotically  $\frac{1}{\beta-1}$.

\subsection{ETF's eigenvalue distribution} \label{s.63}
Another natural candidate to discuss are Equiangular Tight Frames due to their rigid column cross correlation requirements. ETFs have suggested to have sub-frame Gram matrix eigenvalues that be asymptotically distributed as in the MANOVA distribution \cite{HaZaGa2018}:
\begin{equation} \label{e.1005}
f_{MANOVA}(x) = \frac{\sqrt{(x-r_{-})(r_{+}-x)}}{2\pi\beta x \cdot (1-\gamma\cdot x)}\cdot I_{(r_{-},r_{+})}
\end{equation}
\begin{equation} \label{e.1006}
r_{\pm} = \left(    \sqrt{1-\gamma\beta} \pm
                    \sqrt{(1-\gamma)\beta}      \right)^2
\end{equation}

Notice that for $\gamma \rightarrow 0$ the MANOVA distribution converges to the MP distribution.
ETFs seem to have better noise amplification \cite{HaZaGa2018} than most (if not all) frames with the same dimensions and so are a benchmark for good noise amplification. Also, frames that have an eigenvalue distribution that follows the MANOVA distribution also have a condition number that converges to $\kappa = \frac{r_{+}}{r_{-}}$ and shouldn't increase with $n$ as long as $m$ retains the same frame ratio.

\subsection{Cyclic Harmonic Frames} \label{s.64}
Cyclic Harmonic Frames are frames created by choosing some $\mathbf{s}\subseteq [n]$ rows of the $DFT(n)$ matrix \cite{ThHa2017}. These types of frames can have very different noise amplifications after erasures depending on which rows of the DFT matrix are chosen. The first example is choosing $\mathbf{s} = [m]$ (the first $m$ consecutive rows) of the DFT matrix. The pattern created is recognized as the matrix form of a low-pass filter as the truncated $(n-m)$ rows of the $DFT(n)$ matrix are those who give weight to the $(n-m)$ highest frequencies. The band-pass$\backslash$notch filter frame is created in the same way by choosing $\mathbf{s}$ as consecutive series $[n]$ with a cyclic shift over $n$. All these frames have the same Gram matrix because they are all identical up to a scaling factor who is some root of unity (and is canceled out in the Gram matrix) and so have the same noise amplification. These frames also seem to be very noise-amplifying \cite{HaZa2016} \cite{MaZa2013} \cite{SeFe2000}.
We can improve on the LPF by again using the DFT matrix but now choosing the set of rows $\mathbf{s}$ that also qualifies as a difference set. This sub-frame of the DFT was proved to be an ETF \cite{XiZhGi2005}. In \cite{Fa2010} it is shown in that the eigenvalue distribution of a random selection of $\mathbf{s}\subseteq [n]$ converges almost surely to the MANOVA distribution.

\subsection{Polynomial codes represented as frames} \label{s.65}

Now that the motivation for discussing erasure codes and the noise amplification arising from these codes are clear, let us define and discuss the following codes and their generator matrices:

\begin{Def} \label{d.10}
{Polynomial code}
\end{Def}
Given two parameters $(n,m)\in \mathbb{N}$ and two sets $\mathbf{s}\in \mathbb{F}^n$ (here $\mathbb{F}$ is either some Galois field or an infinite field) and $\mathbf{z}\subseteq [n-1]\cup\{0\}$ a polynomial code is a linear transformation of $m$ elements, in the field $\mathbb{F}^{h \times l}$ and denoted $\mathbf{A}_j$, in the following manner:

\begin{equation}
\mathbf{A}'_i =  \sum_{j=1}^{m-1} \mathbf{A}_j \mathbf{s}_i^{z_j}
\end{equation}
Where $\mathbf{A}'_i$ are $n$ encoded elements who are defined over the same field as $\mathbf{A}_i$. The $n$ elements in $\mathbf{s}$ are also called sample points. The $m$ elements of $\mathbf{z}$ are also called the polynomial powers. This linear transformation could also be described in matrix form:
\begin{equation} \label{e.70a}
\left[\begin{matrix}
\mathbf{A}'_1 \\ \vdots \\ \mathbf{A}'_n
\end{matrix}\right]
=
\underbrace{ \left[
\begin{matrix}
s_1^{z_1} & s_1^{z_2} & \cdots & s_1^{z_m}
\\
\vdots &  \vdots &  & \vdots
\\
s_{n-1}^{z_1} & s_{n-1}^{z_2} & \cdots & s_{n-1}^{z_m}
\\
s_n^{z_1} & s_n^{z_2} & \cdots & s_n^{z_m}
\end{matrix}
\right] }_{\mathbf{F}_{PC}^{T}}
\left[\begin{matrix}
\mathbf{A}_1 \\ \vdots \\ \mathbf{A}_m
\end{matrix}\right]
\end{equation}

While polynomial codes are defined over an arbitrary field, we will continue to discuss only polynomial codes defined over the complex field. Its important to note that all samples $\mathbf{s}$ must be distinct and $0\notin\mathbf{s}$. Also, notice that if $\mathbf{z} = [m-1]\cup\{0\}$ then $\mathbf{F}_{PC}$ is the Vandermonde matrix, otherwise it is a generalized Vandermonde matrix \cite{He1929}.
We will now define and discuss a few key examples in this family of polynomial codes:

\begin{Def}
\label{d.20}
{Polynomial code with uniform sampling of the unit circle (USPC)}
\end{Def}
We define a polynomial code with a uniform sampling as a polynomial code with $\mathbf{z}$ having $m$ consecutive members in $[n-1]$ and the sample points in $\mathbf{s}$ as:
\begin{equation} \label{e.90}
s_j = \exp\left(\frac{2\pi i}{n}\cdot(j-1)\right) = \omega^{j-1}
\end{equation}

For $\mathbf{z} = [m-1]\cup \{0\}$ these samples create the following code generating matrix:
 \begin{equation} \label{e.100}
     \mathbf{F}_{USPC}^T = \frac{1}{\sqrt{m}} \left[ \begin{matrix}
     1 &  1 &\cdots & 1
     \\
     1 &  \omega^{1} &  \cdots & \omega^{m-1}
     \\
     \vdots & \vdots & & \vdots
     \\
     1 &  \omega^{n-1} &  \cdots & \omega^{(n-1)(m-1)}
     \end{matrix}
     \right]
 \end{equation}

If $\mathbf{z}\neq [m-1]\cup \{0\}$ then in the process of making the frame unit norm it will also divide the columns of the frame by $s_i^{z_1}$ and the unit norm transform of the frame will then be identical to the unit norm transform of $\mathbf{F}_{USPC}^T$.
Notice that frame defined in equation \eqref{e.100} is identical to the $DFT(n)$ matrix with the $(n-m)$ latter columns omitted and then multiplied by $\sqrt{\frac{n}{m}}$ (due to the frame the normalization factor). As mentioned in Section \ref{s.65}, this is recognized as a low-pass and as a frame it has been shown to be very noise amplifying.

\begin{Def}
\label{d.30}
{Polynomial code with non-uniform sampling of the unit circle (NUSPC)}
\end{Def}
We define polynomial code with a uniform sampling as a polynomial code as a variation of the same code with a uniform sampling. The NUSPC is defined by the parameters $(n,m,b,r)\in \mathbb{N}$ and the set $\mathbf{y}\subseteq [r\cdot b -1]$ with $|\mathbf{y}| = r$. With these parameters the NUSPC sample points set is:
\begin{equation}
\label{equation: NUSPC sample points}
\mathbf{s}= \{\;\omega^\frac{\mathbf{y}_j + r\cdot b\cdot\alpha}{b\cdot n} :\; \mathbf{y}_j \in\mathbf{y}, \; \alpha\in\mathbb{N}\; \}
\end{equation}

Notice that the constraint on the number of elements in $\mathbf{y}$ is imposed so the number of unique sample points in $\mathbf{s}$ remains $n$. We can also see that a USPC is a special case of a NUSPC and can be created by choosing $y_j$ that are all equally spaced in $r$. This means NUSPC also has the potential to be is very noise amplifying.

\begin{Def}
\label{d.40}
{Polynomial code with uniform sampling of the unit circle and non consecutive powers.}
\end{Def}
The two codes defined in definitions \ref{d.20} and \ref{d.30} vary the choice in sample points. This choice creates variations/irregularities in the dimension that is subject to erasures. We would also like to try to introduce irregularities in the dimension is not subject to erasures. We define this type of polynomial code as one that uses the same samples as in definition \ref{d.20} but chooses the set $\mathbf{z}$ as one that does not contain a consecutive series in $[n-1]$.
The discussion in \ref{s.65} implies the following lemma:

\begin{Lem}
\cite{XiZhGi2005} If $\mathbf{z}$ is a difference set, and the samples set are as described in \eqref{e.90}, then this polynomial code is an ETF.
\end{Lem}

More generally, we expect that even if $\mathbf{z}$ is chosen wisely yet not a difference set (e.g., randomly), the code will still have noise amplification that is close to the good benchmark of ETFs.

\section{Numerical results} \label{s.70}
\subsection{Performance of proposed frame codes} \label{s.71}
In order to show the performances of the codes described in \ref{s.65}, we show the empirical results for codes with $m=50$ and $n = \gamma\cdot m$ with $\gamma$ in a wide range. The number of nodes retained was set as $\frac{k}{n}=0.5$. Each measurement of a single $m,\gamma$ and code type choose the best (averaged over $10^4$ trials) of 200 valid codes that fitted the description in \ref{d.20}, \ref{d.30}, \ref{d.40}. The best noise amplification of a code with the given set of $m,\gamma$ was then chosen. The comparison is shown in the graph described in Figure \ref{fig.30}.
\begin{figure} [ht]
\center
\includegraphics[width=\columnwidth, height=0.25\textheight]{Noise-Amplififcation.jpg}
\caption{Noise amplification vs. $\gamma^{-1}$ for different polynomial codes} \label{fig.30}
\end{figure}
As theorized in \ref{s.65}, it is clear that the non-consecutive powers polynomial code out-preforms the other codes. Also, the code created by a choosing non consecutive powers closely mimics the noise amplification of a matrix with eigenvalues drawn from the MANOVA probability density function (as expected). In relation to the discussion in \ref{d.40}, we conclude that the introduction of irregularities in the dimension that is not subject to erasures is preferable to only introducing irregularities in the same dimension as the erasures.

\subsection{Performance of frame codes vs. other numerically stable codes} \label{s.72}

In the works detailed in \cite{FaCa2019, RaTa2019} "orthoMat", "Circ. Perm." and "Rot. Mat." codes are given as examples numerically stable codes (more so than other codes used for distributed computation). These codes choose encoding methods that provide decoding schemes with an upper bound on the condition number of any subset $m\times m $ matrix ($\beta = 1$) because they are meant to used with exactly $m$ returning nodes. As mentioned in Section \ref{section: Coded computing against stragglers}, the master node might receive more nodes than "expected" and can benefit (as shown in Section \ref{section: The noisy setup}) from decoding with more nodes than minimally required. Therefore a robust decoding scheme that can utilize more than $m$ nodes should be preferred. In order to be able to compare our code to other numerically stable codes we must choose codes whom we can modify the original decoding scheme in such a away that retains the original solution for $k=m$ and has better performance for some $k>m$.
We choose to compare our suggested code to the "Circ. Perm." code because the decoding scheme for this code is the inverse of the leftover subset of the generator matrix. Choosing to modify it to be the LS estimator retains the same solution for $\beta=1$ while improving the solution for larger $\beta$.
The comparison between codes is found in table \ref{table1}. $\mathbf{A}$ and $\mathbf{x}$ and other simulation parameters were taken in accordance to those provided in \cite{RaTa2019}. Here $\kappa_{\mathbf{E}_{dec}}$ denotes $\mathbf{E}_{dec}$'s condition number. $\|\cdot\|_F$ is the Frobenius norm of a matrix and $\widehat{\mathbf{A}\mathbf{x}}$ is the estimated $\mathbf{A}\mathbf{x}$.
\begin{table}[ht]
\caption{Code comparison: Non consecutive powers vs. Circ. Perm.}
\label{table1}
\centering
\begin{tabular}{c rrrr}
\hline\hline
Code Parameters &\multicolumn{4}{c}{$m=29$ \quad $n=31$ \quad $\gamma = 0.935$} \\
Nodes returned &\multicolumn{2}{c}{29} &\multicolumn{2}{c}{30} \\
Code & NCP& CirPerm& NCP& CirPerm \\
\hline
MSE & $1.85\cdot 10^{-18}$& $1.8\cdot 10^{-18}$ & $2.4\cdot 10^{-19}$& $2.4\cdot 10^{-19}$ \\
$\frac{\|\widehat{\mathbf{A}\mathbf{x}} - \mathbf{A}\mathbf{x}\|_F}{\|\mathbf{A}\mathbf{x}\|_F}$ &
$1\cdot 10^{-9}$& $1\cdot 10^{-9}$&  $4.9\cdot 10^{-10}$& $4.8\cdot 10^{-10}$ \\
$mean(\kappa_{\mathbf{E}_{dec}})$ & 2.4& 2.3& 3.9& 3.9\\
$min(\kappa_{\mathbf{E}_{dec}})$ & 1.2& 1.2& 3.9& 3.9\\
$max(\kappa_{\mathbf{E}_{dec}})$ & 28.9& 55& 3.9& 3.9\\
\hline\hline
\\
\hline \hline
Code Parameters &\multicolumn{4}{c}{$m=80$ \quad $n=100$ \quad $\gamma = 0.8$} \\
Nodes returned &\multicolumn{2}{c}{90} &\multicolumn{2}{c}{95} \\
Code & NCP& CirPerm& NCP& CirPerm \\
\hline
MSE & $9.8\cdot 10^{-20}$& $2\cdot 10^{-17}$& $6.3\cdot 10^{-20}$& $2.89\cdot 10^{-19}$\\
$\frac{\|\widehat{\mathbf{A}\mathbf{x}} - \mathbf{A}\mathbf{x}\|_F}{\|\mathbf{A}\mathbf{x}\|_F}$ &
$3.1\cdot 10^{-10}$& $9.3\cdot 10^{-10}$& $2.5\cdot 10^{-10}$& $2.9\cdot 10^{-10}$ \\
$mean(\kappa_{\mathbf{E}_{dec}})$ & 5.1& 34.4& 3.3 & 5.1\\
$min(\kappa_{\mathbf{E}_{dec}})$ &  3.6& 2.6 & 2.6 & 2.2\\
$max(\kappa_{\mathbf{E}_{dec}})$ & 11.2& $3.6\cdot 10^{4}$& 6.2& 576.6\\
\hline
\end{tabular}
\label{table:nonlin}
\end{table}
In table \ref{table1} we see that for $\gamma, \beta$ that are close to $1$ both codes seem to perform almost identically, but if $\gamma$ it "relaxed" and $\beta$ is strictly smaller than $1$ our suggested code outperforms the Circ. Perm. code. For even smaller $\gamma$'s the differences between the codes widen\footnote{For these values of $\gamma$ the testing program warns that some of Circ. Perm's sub-frames are badly conditioned so the comparison wasn't inserted}.

\section{Acknowledgments}
We would like to thank Itzhak Tamo for the insightful discussion on suitable erasure codes for distributed computation systems. This research was partially supported by the Israel Science Foundation, grant \# 2623/20.

redpajama_set_name: RedPajamaArXiv


Recently on the Cedar County Historical Society's page on Facebook an image of a postcard showing the Tipton grade school and Tipton high school brought up a round of conversation that left questions unanswered. Having just found the article below I though I would share to help dispel some of the myths surrounding these original schools. Above are pictures that appeared with the article and one of the Union School from a postcard. I hope you enjoy this as much as I did.
Tipton's first school was opened in a log house during the winter of 1841-42 (one year after Tipton was designated the county seat). This school was located where the Tipton State Bank (Present day -2018- US Bank) now stands and the only books were an arithmetic book and a McGuffey's reader. Eight students attended this school when it was first opened.
A frame school was erected in addition to the log school during 1843-44. Both of these schools served until 1853, when a brick schoolhouse was built. This school was enlarged in 1856 when an L was built onto the west end.
C.C. Nestlerode can be given much credit for the building and the development of the Union school in 1856. Mr. Nestlerode was the first superintendent over a student body of 300 and was one of the first men to support and fight for free schools in Iowa (free education was established in Iowa during 1875). He also had the idea of building a separate school that would be Tipton's first high school. He received his wish in 1866 when a small brick building was constructed to house the younger children.
The high school was abolished for a few years when a new building was built in 1879 that housed the entire student body. This one school was able to serve the entire student enrollment until 1895, when a new high school building was erected.
An elementary school was later opened in 1958 to accommodate the increased school enrollment. This school housed grades kindergarten through second grade until 1966 when an addition was built on that enabled the third and fourth graders to move from the old school.


Script: Thank you for co-sponsoring the Presidential Tax Transparency Act. It is important to me that we strive for honesty and removal of conflict of interests from elected officials. This is a good start and I appreciate your leadership.
Find out if your senator has co-sponsored the legislation HERE.
Script: Thank you for co-sponsoring S 97, which would allow for the importation of affordable and safe drugs. This is an important issue to me, and one that will substantially improve medical care affordability for Americans. I appreciate your continued leadership on this issue.


text:
#ifndef __DFS_POSIX_H__
#define __DFS_POSIX_H__

#include <dfs_file.h>

#ifdef __cplusplus
extern "C" {
#endif

typedef struct
{
    int fd;     /* directory file */
    char buf[512];
    int num;
    int cur;
} DIR;

/* directory api*/
int mkdir(const char *path, mode_t mode);
DIR *opendir(const char *name);
struct dirent *readdir(DIR *d);
long telldir(DIR *d);
void seekdir(DIR *d, off_t offset);
void rewinddir(DIR *d);
int closedir(DIR *d);

/* file api*/
int open(const char *file, int flags, ...);
int close(int d);

#if defined(RT_USING_NEWLIB) && defined(_EXFUN)
_READ_WRITE_RETURN_TYPE _EXFUN(read, (int __fd, void *__buf, size_t __nbyte));
_READ_WRITE_RETURN_TYPE _EXFUN(write, (int __fd, const void *__buf, size_t __nbyte));
#else
int read(int fd, void *buf, size_t len);
int write(int fd, const void *buf, size_t len);
#endif

off_t lseek(int fd, off_t offset, int whence);
int rename(const char *from, const char *to);
int unlink(const char *pathname);
int stat(const char *file, struct stat *buf);
int fstat(int fildes, struct stat *buf);
int fsync(int fildes);
int fcntl(int fildes, int cmd, ...);
int ioctl(int fildes, int cmd, ...);
int ftruncate(int fd, off_t length);

/* directory api*/
int rmdir(const char *path);
int chdir(const char *path);
char *getcwd(char *buf, size_t size);

/* file system api */
int statfs(const char *path, struct statfs *buf);

int access(const char *path, int amode);
int pipe(int fildes[2]);
int mkfifo(const char *path, mode_t mode);

#ifdef __cplusplus
}
#endif

#endif

redpajama_set_name: RedPajamaGithub


text:
Home » Football League News » August Televised EFL and Cup Games agreed
August Televised EFL and Cup Games agreed
June 29, 2018 Hants 0 Football League News,
Sky Sports and the English Football League have agreed which games will be televised live from the English Football League (EFL) and the first round of the Caraboo Cup. No matches from League 2, and an inevitable Sunderland game from League 1 makes it on to the list.
The 15 games selected are:-
Friday 3 August: Reading v Derby County – Sky Bet Championship (8pm)
Saturday 4 August: Sundayderland v Charlton Athletic – Sky Bet League One (12:30pm)
Saturday 4 August: Sheffield United v Swansea City – Sky Bet Championship (5:30pm)
Sunday 5 August: Leeds United v Stoke City – Sky Bet Championship (4:30pm)
Monday 6 August: Hull City v Aston Villa – Sky Bet Championship (7:45pm)
Tuesday 7 August: Nottingham Forest v West Bromwich Albion (7:45pm)
Saturday 11 August: Derby County v Leeds United – Sky Bet Championship (5:30pm)
Tuesday 14 August: Yeovil Town v Aston Villa – Carabao Cup (7:45pm)
Thursday 16 August: Sundayderland v Sheffield Wednesday – Carabao Cup (7:45pm)
Friday 17 August: Birmingham City v Swansea City – Sky Bet Championship (7:45pm)
Saturday 18 August: Preston North End v Stoke City – Sky Bet Championship (5:30pm)
Tuesday 21 August: Swansea City v Leeds United – Sky Bet Championship (7:45pm)
Wednesday 22 August: Aston Villa v Brentford – Sky Bet Championship (7:45pm)
Friday 24 August: Middlesbrough v West Bromwich Albion – Sky Bet Championship (7:45pm)
Saturday 25 August: Nottingham Forest v Birmingham City – Sky Bet Championship (5:30pm)
The September games will be announced by 27th July.
Tags: Televised Games
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FA Cup 2015/16: FA Cup Fourth Round Referees and TV Games
This coming weekend is the fourth round of the FA Cup. Below are the referee and match day appointments for each of the ties, along...
FA Cup 2015/16: 1st Round Replays and 2nd Round TV Games
The FA and the television companies have decided which games will be televised live from the first round replays and the second round ties. First...


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text:
Home Dolphins Dolphins Considering QB Ryan Tannehill In The First-Round?
Dolphins Considering QB Ryan Tannehill In The First-Round?
Omar Kelly of the South Florida Sun-Sentinel writes that the Miami Dolphins decision to hire former Texas A&M head coach Mike Sherman as their new offensive coordinator could led them to consider drafting Ryan Tannehill in the first-round of this year's draft.
So far, the Dolphins have been linked to some of the free agent targets like Peyton Manning and Matt Flynn but the idea of adding Tannehill is something that they could consider depending on what happens regarding Manning's health and availability.
Sherman offered some high praise for his for wide receiver turned quarterback.
"Like all good quarterbacks he had great poise. Very confident in any system, west coast or not," Sherman said. "Any quarterback has to be confident in his own skin and believe in himself. They always say a great quarterback makes those around him better. I thought [Brett] Favre did that. I think Aaron Rodgers does that. I think Tannehill does that as well."
Tannehill draft stock has been rising a bit in recent weeks but a solid performance at this year's combine could propel him into the top ten and possibly to the Dolphins. It's very early in the offseason and there are going to be a number of factors that will determine whether or not the Dolphins will be looking to add a quarterback in this year's draft but it's at least an interesting idea.
AFC East Notes: Bills, Dolphins, Jets
AFC Notes: Dolphins, Jets, Ravens
Dolphins Asst. HC Jim Caldwell Taking Leave Of Absence To Focus On Health Issues
List Of Unsigned 2019 NFL Draft Picks
AFC East Notes: Dolphins, Jets, Trumaine Johnson
Supplemental WR Marcus Simms, LB Shyheim Cullen, TE Devonaire Clarington & DB Bryant Perry Go Undrafted
Cardinals Select Washington State S Jalen Thompson In Round 5
AFC East Notes: Bills, Dolphins, Patriots
Packers Flew Washington State S Jalen Thompson To Their Facility For Visit
AFC East Notes: Dolphins, Jets, Patriots


A Marlette car rental gives you the opportunity to go where you want, when you want. You'll be able to explore all the sights, and even see what else the rest of Michigan has to offer. We've collected your most popular questions about renting a car in Marlette. Keep reading to see how to get the best rates on your ideal vehicle.
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text:
NOAA Weather – Home and general pages
Proposed Illinois tax amendment would require two-thirds vote
By Jerry Nowicki Capitol News Illinois — April 3, 2019
State Sen. Dan McConchie (R-Hawthorn Woods) is joined by fellow Senate Republicans at a Tuesday news conference at the Illinois State Capitol in Springfield. McConchie introduced a constitutional amendment proposal which would require a two-thirds vote from the Legislature to approve any new tax proposals or increases. (Capitol News Illinois photo by Jerry Nowicki)
SPRINGFIELD — As the Democratic-controlled state Legislature mulls a constitutional amendment to change the state's income tax structure, Republicans in the Illinois Senate are touting a plan to require a two-thirds vote to propose or raise any new taxes in the state.
Per state Sen. Dan McConchie's plan, any proposal to raise taxes would require a greater supermajority — two-thirds of legislators — than the three-fifths needed to put a constitutional amendment question on the ballot. McConchie said the two-thirds threshold is the same to expel a member or convict on impeachment.
"We are tying it to the exact same standards that are in place in California and Wisconsin," he said, adding that 14 states require some type of supermajority vote on taxes.
McConchie, a Hawthorn Woods Republican, introduced Senate Joint Resolution Constitutional Amendment 12 at a Capitol news conference with fellow Republicans which lasted about six minutes Tuesday. He called the effort one to "protect middle-class residents by giving them a voice in safeguarding their hard-earned money."
McConchie said the amendment would apply to any tax proposal, income or otherwise.
To become law, McConchie's SJRCA 12 would require approval from three-fifths of both the House and Senate, as well as approval from voters on a statewide ballot. Currently, Republicans control less than one-third of the seats in the state Senate and just more than one-third in the House.
McConchie said Gov. J.B. Pritzker's proposed graduated tax structure "got the attention" of Republicans in the Senate, helping to spur the proposal. The Senate Republican caucus released a statement earlier this month which said they would oppose Pritzker's tax structure "without guaranteed protections for middle-class families."
While the Pritzker-backed graduated tax amendment would require the same three-fifths majorities in each chamber and from voters to become law, McConchie said unless his SJRCA 12 passes, simple majorities in the Legislature could set the tax rates and brackets under the authority granted by the Pritzker-backed amendment.
Illinois' Constitution mandates a flat income tax structure, and the Legislature needs only a simple majority vote to raise the rate, which is currently 4.95 percent.
"What I am simply saying is that taxpayers deserve a seat at the table when it comes to negotiating tax increases," McConchie said.
While McConchie's bill was just filed Tuesday and he said some moderate Democrats had shown interest, it appears unlikely to muster the 36 votes needed for passage in the Senate, which has 40 Democrats and 19 Republicans.
The uphill battle led Think Big Illinois, a dark money group partially funded by Pritzker, to label the McConchie amendment as a "desperate stunt."
"Republicans in Springfield are so desperate to keep our current unfair tax system that they are resorting to political stunts in an attempt to ensure a system that disproportionately places the burden on middle- and lower-class families stays in place," Think Big Executive Director Quentin Fulks, a former Pritzker campaign staffer, said in a statement.
jnowicki@capitolnewsillinois.com
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