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Science has decided the best ‘Mario Kart’ character

By Dan Broadbent | June 19, 2018 | Category Video Games

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It’s been a question that’s plagued the gamer community for decades – which game is better, Final Fantasy 7 or Final Fantasy 8?

But also, which character in Mario Kart is the best? The first game was released in 1992, and since then, Nintendo has released eight more. The majority of my experience with Mario Kart was on Nintendo 64 – which is the best gaming console of all time. Unlike today’s modern consoles, which are fairly comparable and generally have the same game choices, Nintendo 64 had superior graphics and game choices. And if you don’t agree that Goldeneye 64 is the best video game of all time, you’re wrong.

That said, I recall many nights staying up with my best friend, Mike, in Middle School playing either Goldeneye or Mario Kart 64. Everybody knew that Bowser was slow. Anyone who chose Mario was just lame. And boys picking a female character to play as? Please. It was the 90s, after all.

All I’m saying is that somewhere in my parents’ house, there is a VHS tape recording of me getting the invincibility cheat in Goldeneye 64. Mike can confirm this if you don’t believe me.

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If only we had Henry Hinnefeld back in the 90s to help settle the late night Dr. Thunder -fueled debates between myself and Mike. Dr. Hinnefeld is a data scientist and physics PhD at University of Illinois at Urbana-Champaign. He recently crunched the numbers , and used science to help us figure out which character is the best.

Mario Kart has gotten a bit more complicated than it was back in the day, though. Now not only can you choose your character, but also the kart and tires. Some choices are objectively terrible, but there can be some debate among other setups. Dr. Hinnefeld employs the concept of Pareto efficiency to help solve this problem. Basically, it’s the idea of improving the strengths while limiting your weaknesses. You won’t be able to have perfect acceleration, speed, and handling – you have a limited pool of resources to draw from.

Dr. Hinnefeld explains the chart pictured above:

Each circle is a potential resource allocation, which in our case means a distribution of stat points across the different attributes like weight, handling, and traction (characters in Mario Kart have about the same number of total stat points, and differ only in their distribution). The position of each circle represents the outcome of that allocation on two competing dimensions, for example speed and acceleration. The allocations in red lie on the Pareto frontier: for each of these allocations, an improvement in one outcome requires a decrease in the other. Allocations in grey are not Pareto efficient because you can improve both outcomes with a different allocation of resources. Speed and acceleration are generally the two most important attributes in Mario Kart, so the goal of this analysis is to identify the character / kart / tire configurations that lie on the Pareto frontier for speed and acceleration.

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The truth hurts — so why tell it? Muffle the blow with Alternative Facts.

For example:

FACT: Following White House advisor Kellyanne Conway’sJanuary 22appearance on “Meet The Press,” sales of George Orwell’s 1984 skyrocketed, making it the fifth-best selling book on Amazon.com.

ALTERNATIVE FACT: In under a week, President Trump’s administration has already managed to improve literacy, reflecting the public’s renewed interest in privatized education, as well as its rejection of the mainstream media in favor of more “traditional” forms of information-gathering.

See how easy that is? With the help of Alternative Facts, even the most unpalatable among us can preside over a gallery of glittering, candy-coated delusions — one in which reality itself conforms to our beliefs,sincerely-heldor otherwise.

ALTERNATIVE FACTS: If you truly want to obfuscate what you really smell like, this is the scent for you! Sugar-crusted vanilla, a firecracker-blast of cherry and sour lemon, a hint of scuttling spiders, encroaching fog, and trumpets of bombast, bluff, and bluster.

Like its companion scent Fake News , proceeds from Alternative Facts will benefit the ACLU .

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Today, the Trump administration announced that they will be reinstating the US military ban on transgender people. This policy not only affects the livelihoods of thousands upon thousands of transgender military personnel, but also paves the way for further acts of bigotry and hate in our government and communities.

We are hosting an emergency fundraiser for our friends at the National Center for Transgender Equality and for the American Civil Liberties Union. The two scents that are going live are being pulled from a future coffee-themed update that was slated for 2018. I specifically chose these scents because they are cheery and uplifting – without the usual highly-specific socio-political context that we attached to many of our fundraiser scents – in the hopes that it will sell well and sell quickly so that we can be as effective as possible in helping out. Help us take an immediate stand to fight this unconstitutional, immoral, and unnecessarily cruel ban.

Even if you choose not to make a purchase, please consider donating to or volunteering with the and / or . Stand with the transgender community, and be a compassionate and hard-working ally to all marginalized groups whose civil rights, livelihood, happiness, health and well-being are being trampled by this administration.

­
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*Happy (early) Independence Day!* *We will be closed on Wednesday, July 4th in observance of Independence Day. We apologize for any inconvenience this may cause, but we look forward to seeing you again on Thursday. If you have an emergency please call SC Veterinary Specialists and Emergency care at (803) 561-0015 or CVETS at (803) 995-8913. We hope you enjoy your time with your family, friends, and fluffy companions!* *-The Companion Staff*

If you live in Blythewood or the surrounding area and need a trusted veterinarian to care for your pets – look no further. Dr. Brian Gallery and Dr. Cara McKinnon are licensed SC veterinarian, treating small animals. Your pets’ health and well being are very important to us, and we take every possible measure to give your animals the care they deserve.

Dr. Brian Gallery and Dr. Cara McKinnon-Gallery are the proud new owners of Companion Animal Hospital in Blythewood, SC. The husband and wife team purchased the practice in April of 2017 and are thrilled to become a part of the Blythewood community! Together they bring over 17 years of veterinary experience with them, and are committed to providing the highest quality medical and surgical care to their patients. Dr. Gallery is a native of Columbia. He graduated from Heathwood Hall Episcopal High School, Lewis and Clark College, and The University of Georgia College of Veterinary Medicine. Dr. Gallery enjoys meeting both first time and experienced pet owners, and has a special interest in both canine and feline medicine. Dr. McKinnon is originally from Douglas, Ga. She graduated from Coffee County High School, Valdosta State University, and The University of Georgia College of Veterinary Medicine. Dr. McKinnon enjoys all surgical cases and is especially interested in dental surgery, laser surgery and soft tissue surgery. Companion Animal Hospital is a full service veterinary hospital offering vaccines and annual check ups as well as emergency and surgical care. We always gladly accept new clients, and love to talk to new owners about their pets! In addition to veterinary services Companion Animal Hospital also offers daily grooming, bathing, and boarding in a fully climate controlled kennel with multiple oversized runs.

At Companion Animal Hospital, we treat your pets like the valued family members they are.

Dr. Brian Gallery and Dr. Cara McKinnon Blythewood Veterinarian | Companion Animal Hospital | (803) 786-2412

120 Blythewood Rd. Blythewood, SC 29016

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" Dr. GaIlery is very thorough and kind to my dog. I am so thankful to have not one but two competent veterinarians that are caring and reliable for my dog's care. "
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" The veterinarian actually showed love and compassion with my pup. He has a true love for animals. Which is rare to see. Being an animal rescue I have been to many vets that hurry you through and do not show love for animals. Doctors, take time to go the extra mile to research problems with our Dogs. Explain treatment required, at a reasonable cost. Staff members, are polite and knowledgeable. "
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" Dr. Gallery, Dr. McKinnon and staff provided wonderful care and compassion to Bubba (my cat) So thankful for their knowledge and kindness! "
anonymous
" Dr. Gallery, Dr. McKinnon and the staff are extremely nice and professional. They truly care about me and my dogs. I would highly recommend them to take care of your sweet pets. "
Kay
" Dr. GaIlery is very thorough and kind to my dog. I am so thankful to have not one but two competent veterinarians that are caring and reliable for my dog's care. "
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Single case designs’ role within the research cycle continuum.

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Single case designs’ role within the research cycle continuum.

However, traditional SCDs have several limitations. First, according to some methodologists, their internal validity is questionable because decisions about the stability of a baseline (Phase A) before implementation of an intervention (Phase B) are not based on randomization. 12 Second, statistical inference with these methods has been challenging until most recently [see 13–16 , for most recent developments in quantitative analysis of SCDs], so visual analysis has been the primary method of evaluating data from single-case experiments. 17 , 18 Third, SCDs are criticized for not providing population-based estimates for effect size of an intervention. Finally, SCDs in clinical settings will typically generate measurements during face-to-face contact with patients (e.g., weekly counseling sessions), producing very limited number of observations .

These limitations can be overcome by applying randomization tests to SCDs, where a random assignment is given to a population of occasions rather than a population of individuals. 19 , 20 For example, in a traditional group design, each individual who belongs to a group of 100 people is assigned to treatment A or B. Instead, in a SCD with randomization tests, each measurement in a group of 100 measurement occasions is assigned to treatment A or B. After the data are obtained, a permutation procedure can be used to create all possible combinations of treatment exposures (A, B) and outcome measures and render a P -value indicating the probability of the null hypothesis (i.e., no differences between treatment A and B exposures). This procedure, originally envisioned by Fisher in the 1930s, ensures the same internal validity as group experiments and eliminates the statistical assumptions of parametric tests (i.e., normally distributed sample, homoscedasticity, independence of errors). 21 The result is a statistical test that can be used in both individuals and groups of individuals. Its primary limitation remains that it does not provide external validity . This limitation is not applicable in our case, as we use it to personalize known group-based or clinical guidelines to specific individuals. Lastly, advances in mobile technology now allow more frequent and ecologically valid measurements, 22 reducing challenges regarding the need for face-to-face contact. Thus, SCDs with randomization tests overcome many limitations of traditional SCDs.