![]() In this case we opened the multi-display function from the desktop UI by selecting the OS “Project” menu. When you connect a second display to your PC, Windows automatically detects the display and displays the desktop UI. Setting up a multi-display environment on Windows 10 is incredibly simple. Understanding the display settings for Windows 10 Aligning two 24.1" WUXGA (1920 x 1200 pixels) monitors side by side achieves a combined resolution of 3840 x 1200 pixels. Projecting the 13.3" notebook PC display to a 24.1" WUXGA (1920 x 1200 pixels) external display greatly enhances one’s work efficiency.Įxample: The expanded display of two EIZO FlexScan EV2455 monitors connected to a desktop PC. Let’s go through some of these surprisingly not well known Windows 10 multi-display functions found on both notebook PCs and Desktop PCs.Įxample: EIZO LCD display FlexScan EV2455 connected to 13.3" 2in1 notebook PC (VAIO Z). For example the “multi-display” function (Multiple displays connected to one’s PC for simultaneous use) has been greatly improved. With the new focus on the desktop UI, Windows 10 has naturally improved the display settings. The latest UI has become much easier to use, with the modern UI “tile format” being integrated with a virtual desktop feature in order to enhance multitasking and workability. This UI was revived after the complete removal of the Start Menu in Windows 8/8.1 - previously present in Windows 7 and earlier - was met with mixed reactions. When using Windows 10 in your notebook PC or desktop computer you’ll notice one major change – the revival of the desktop UI. Even corporate users who emphasize stability over innovation, will proceed to slowly migrate towards Windows 10 when Windows 7 support ends in 2020. On July 29 2015, Windows released their new operating system “Windows 10.” Devices equipped with Windows 7 or Windows 8.1 were given one year to upgrade to Windows 10 for free, and so the migration to the new OS (operating system) Windows 10 is happening much faster than previous Windows operating systems. The new OS “Windows 10” has a focus on PC usability All Rights Reserved.Ĭlick here to see Windows 10 Creators Update changes This is a translation from Japanese of an article published by ITmedia on March 18, 2016. Let’s take a look at how we can use this multi-display tool on a Windows 10 notebook or desktop PC. With the revival of the “Start Menu” from Windows 8 to Windows 10, this user-friendly desktop UI (user interface) realizes a more operable multi-display function. ![]() Windows 10 has become even more user-friendly for notebook and desktop PC users. Making Full Use of the "External" LCD with Laptop Computers.The difference in image quality is perfectly obvious! – Let's check the LCD's display.Are the response time figures true? A close look at LCD video performance.The Ability to Display Color Correctly Is Vital: Understanding the Color Gamut of an LCD Monitor.DisplayPort to D-Sub: The Full Range of LCD Monitor Video Input Interfaces.Maximum Display Colors and Look-Up Tables: Two Considerations When Choosing a Monitor.Altering color dramatically with a single setting: Examining color temperature on an LCD monitor.Smoother Video with Cutting-Edge Technologies: LCD Monitor I/P Conversion. ![]() Is the beauty of a curve decisive for color reproduction? Learning about LCD monitor gamma.How can a screen sense touch? A basic understanding of touch panels.How to Address Computer-Related Eye Fatigue.Confused about HiDPI and Retina display? ― Understanding pixel density in the age of 4K.EIZO 4K Monitors – high definition and large screen sizes.10 ways to address eye fatigue caused by displays.Improve Work Efficiency by Combining an External Monitor with your Notebook PC.What We Discovered After Trying Five EIZO Monitors in our Editorial Department.What is the Optimal Display for Watching Video? – The OLED Revolution.Efficient Telecommuting with a Laptop and Monitor.FlexScan EV2795: A Writer’s Extensive Review.Expert Advice – The Best Way to Invest in Your Home Office. ![]()
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![]() ![]() Strange Planet Voice Cast Suicide Squad ISEKAI Announcement Trailer. In addition, over the heads of fighters, the scout Much, an expert on survival in any hostile environment, hovers. See image of Bill Nighy, the voice of Leonard Saber in G-Force (Video Game). After all, the squad includes not only brave soldiers, but also a specialist in hacking security systems. Wherever brute force does not work, high technologies will help to break through. The GeForce GTX 1060 graphics card is loaded with innovative new gaming technologies, making it the perfect choice for the latest high-definition games. The catalog also features many of the world’s. Access 1500+ games, with more released every GFN Thursday. Gamers can play PC titles they already own or purchase new games from popular digital stores like Steam, Epic Games Store, Ubisoft Connect, and EA. Overcome all obstacles, frustrate cunning plans and make confusion in the ranks of the enemy! Use in battle unique techniques and the most advanced weapons. NVIDIA GeForce NOW transforms your device into a powerful PC gaming rig. G-Force puts players in control of both Darwin, the. Summary: G-Force is a fast-paced action-platform game featuring a unique elite team of specially trained guinea pigs that use high-tech gadgets and specialized talents to complete a dangerous government mission. The dynamics of the game is such that it is impossible to look away from the monitor. Mixed or average reviews based on 14 Ratings. Commander Darwin again leads into the attack valiant squad to save the world from another villainy. ![]() Its the template for either a video game or a Disney theme park ride. Video card: Nvidia Geforce 6600 or Radeon Х1300Ī new game from the studio of Disney based on a stunning blockbuster! Now you have the opportunity to learn what it's like to be a real war guinea pig. Just as the G-Force, an elite team of highly trained guinea pigs is about to save. CPU: Intel Pentium 4 2,4 GHz, AMD Athlon 64 2400+ ![]() ![]() ![]() ![]() So, how much is Sue Perkins worth at the age of 53 years old? Sue Perkins’s income source is mostly from being a successful Comedian. Her net worth has been growing significantly in 2022-2023. So in 1996, I had the works: a facelift, upper and lower eyelids, a brow lift, and laser resurfacing around my mouth area. According to our Database, She has no children. In her 2004 interview with CBS News, Reid said she regretted her boob job, which she complained was 'the ugliest boob job in the world,' revealing that the procedure left her with deformed nipples. We don't have much information about She's past relationship and any previous engaged. We will update Sue Perkins's Height, weight, Body Measurements, Eye Color, Hair Color, Shoe & Dress size soon as possible. Sue Perkins Height, Weight & MeasurementsĪt 53 years old, Sue Perkins height not available right now. She is a member of famous Comedian with the age 53 years old group. edwards eliot elizabeth elton emerson engel english erdreich ernest espy. And she wants you to know that those two qualities are not mutually exclusive. We recommend you to check the complete list of Famous People born on 22 September. olsen palmer parker patterson peck perkins perry peterson phillips powell. Emily Ratajkowski reveals that she loses some jobs because people think her 'boobs are too big.' Kelsey Hendrix. Learn How rich is She in this year and how She spends money? Also learn how She earned most of networth at the age of 53 years old? Popular AsĬomedian,Broadcaster,Presenter,Actress,Writer ![]() Discover Sue Perkins's Biography, Age, Height, Physical Stats, Dating/Affairs, Family and career updates. Elizabeth Montgomery had America tuning in under her spell on Bewitched between 19 but the happy households couldn’t have guessed at the sexual shenanigans going on behind the scenes The hit series had wild cast members including Paul Lynde and Agnes Moorehead fueling plenty of backstage intrigue. Actress Elizabeth Perkins ('Celia Hodes') talks about her reservations with plots that walk a fine line between offensive vs. Actress Elizabeth Perkins ('Celia Hodes') talks about her reservations with plots that walk a fine line between offensive vs. Sue Perkins (Susan Elizabeth Perkins) was born on 22 September, 1969 in East Dulwich, London, United Kingdom, is a British comedian. ![]() ![]() Once more, it is the customary gift for royalty and heads of state. In a few short years Waterford Crystal reclaimed its pride of place. They recruited a small band of hand - picked artists, and under the guidance of these masters, young apprentices learned the intricacies of the art of crysta l. But when Irish independence rekindled a passion for Irish arts in the 1940s and 1950s, a group of businessmen resolved to bring back to life the industry that had made the city of Waterford famous. ![]() This great tradition lay dormant for a hundred years. And it radiated a distinctive, silvery white brilliance, which Waterford Crystal's artists enhanced with deeply - cut ornamentation that gave the finished pieces a vivacious, traditional Waterford crystal sparkle. It felt soft and warm to the touch yet possessed strength and durability known only to Waterford crystal. They had in hand the old secrets of mingling minerals and glass to create Waterford crystal of beautiful and mysterious qualities. When the brothers George and William Penrose founded the Waterford Glass House in 1783, they made a bold promise - to make Waterford crystal in "as fine a quality as any in Europe in the most elegant style." ![]() And in all of Ireland, no hands have been more patient, more meticulous, or more blessed with the elusive powers of art than the hands of Waterford crystal's craftsmen. It is one of the great traditions in the realm of art, a tradition founded on patient and meticulous hand craftsmanship.The skill of Irish hands is only part of the story - there is also an uncanny power in those hands to impart something magical to glass. For especially large or expensive pieces please call ahead.Cashs of Ireland is the largest independent Waterford Crystal retailer in the U.S.įor centuries the Irish have been supreme artists in glass. We would be happy to discuss the repair and estimate with you, as well as proper shipping techniques. It is best to call us at 800.648.3050 before sending crystal for repair. We recognize that the crystal stemware you received on your wedding day or the vase passed on to you from someone special is treasured, and we are pleased to return those pieces to you fully restored and repaired. While we have certainly garnered a reputation for our masterful repairs of priceless works, we still maintain the same friendly and community oriented atmosphere on which the company was founded. You can see more of our restoration work in our glass and crystal restoration gallery. He has created a state of the art workshop that has restored priceless pieces of art glass, tiffany lamps, stained glass and family heirlooms. ![]() Marc Konys, owner and operator of Bruening Glass Works is a master craftsman, artisan and award winning glass designer. We’ve been repairing glasswork for over 100 years! So feel free to contact us using our form and see how we can help you with the repair of your Waterford Crystal and crystal restoration. We are Waterford crystal repair or crystal restoration experts. Shari on Custom replacement glass globe for antique light with cut glass design.MG on Steuben Crystal Vase Repair Sick Glass Cloudy Scratched.Surendra jain on Pairpoint Lamp Repair & Restoration Services.Iris sultan on Swarovski Crystal Repair.Edward J Healey Jr on Replacement Glass For Antique Cabinet Door custom made curved, bent, bubble, crown glass. ![]() Chandelier Bobeche Replacement Parts (9). ![]() ![]() ![]() ![]() Piper Bellinger may be a fashionable influencer, but when her wild child reputation goes a bit too far and lands her in the slammer, her stepfather cuts her off. One of the best romance books of 2021 for sure!ĭiscover More Fake Relationship Romance Books and more Ali Hazelwood Books With two people trying to make it in the world of academia and now faking a relationship with one another, it had me laughing and swooning and falling in love with these characters and author. This spicy Booktok book weaves the most adorkable characters with the sweetest slow burn romance in Hazelwood’s debut novel. But when a big science conference goes haywire, putting Olive’s career on the Bunsen burner, Adam surprises her again with his unyielding support and even more unyielding…six-pack abs. ![]() Trying to convince Anh that she is indeed dating, Olive kisses the first man she sees – Adam Carlsen, a young hotshot professor–and well-known grump.Īdam surprisingly agrees to keep her dating charade a secret and be her fake boyfriend. candidate, Olive Smith doesn’t believe in lasting romantic relationships–but her best friend does, and that’s what got her into this situation. It’s definitely deserving as one of the most popular spicy Booktok books.ĭiscover More Friends to Lovers Romance Books and more Emily Henry BooksĪs a third-year Ph.D. I loved this opposites attract, friends to lovers romance where Poppy and Alex find their way back to one another. It’s no surprise that the 2021 Goodreads Choice Awards Winner for Best Romance is trending on #Booktok.Īfter reading it, I couldn’t help but add it to my list of all-time favorite romance books, it was that good. Not having spoken since, Poppy realizes she needs to fix things and asks Alex to take one more vacation with her so that they can lay everything out on the table and make it right. Plus stay tuned for more details about the It Ends With Us movie! My Review.ĭiscover More Second Chance Romance Books, It Ends With Us Series by Colleen Hoover: The Ultimate GuideĪlex and Poppy have been the best of friends ever since a fateful car share home from college many years ago.ĭespite being complete opposites and living far apart, every summer they have vacationed for a week together until two years ago when things were ruined. When Atlas suddenly reappears, everything Lily has built with Ryle is threatened.Ĭolleen Hoover has had several spicy Booktok books trending on Tiktok! After you read It Ends With Us, you can also check out Verity and Reminders of Him or any on her bookshelf. He was her kindred spirit, her protector. He’s also sensitive, brilliant, and has a total soft spot for Lily, but Ryle’s complete aversion to relationships is disturbing.Īs questions about her new relationship overwhelm her, so do thoughts of Atlas Corrigan – her first love and a link to the past she left behind. Ryle is assertive, stubborn, and maybe even a little arrogant. So when she feels a spark with a gorgeous neurosurgeon named Ryle Kincaid, everything in Lily’s life suddenly seems almost too good to be true. Lily hasn’t always had it easy, but that’s never stopped her from working hard for the life she wants. You won’t be disappointed with any of these must-read romance books! Grab the Booktok Journal These book recommendations are the perfecting starting point for readers new to the romance book genre or are curious to know what #Spicytok is all about. This book list gives some of the most popular, spicy romance books trending on #Booktok. Often termed “spicy” books, #Spicytok has showcased many popular romance books from avid fans.Īlong with romance, the young adult fantasy book genre is also taking off with Booktok with a few considered spicy Booktok books as well. One of the book genres that has gained a popular audience on Booktok is the romance book genre. With just a few viral videos and popular hashtags, #Booktok has had the power to bring past book titles back onto the bestseller lists as well as catapulting new authors into lucrative book deals and sales. What is #Booktok?īooktok has become the community on Tiktok that uses short videos to review and recommend books. Whether you are on Tiktok or not, I’m sure you’ve heard the latest phenomena that has been trending on the platform called #Booktok. The social media platform, Tiktok, has exploded onto the scene and has had a profound impact on the publishing world and reading habits of its followers. ![]() ![]() ![]() So here we suppose another model as shown in Fig. 1., the two electrons are just at the opposite positions, so the wave phases of them may interfere with each other and vanish. ![]() If the two electrons can be in one small orbit of one de Broglie's wavelength, this means that the ground state electron of the Bohr hydrogen-like model can come closer to the nucleus than the original orbit.Īnd in the orbit of Fig. This value is lower than the experimental value -198.09 eV. Solving the above three equations, the ground state energy (n=1) becomes -205.79 eV. The total energy E of the lithium ion (Li+) is the sum of the kinetic and the Coulomb potential energy of the two electrons, so Where h is Plank's constant (= 6.62606896 x 10 -34 Js), and h/mv is the de Broglie's wavelength. The circular orbital length is supposed to be an integer times the wavelength of the electron, we have Where r is the circular orbital radius (meter), m is the electron mass (me= 9.1093826 x 10 -31 kg), e is the electron charge (= 1.60217653 × 10 -19 C), and ε is the permittivity of vacuum (= 8.854187817 × 10 -12 C 2/Nm 2). One schematic model of lithum ion (Li+)Įquating the centrifugal force to the Coulomb force, we have 1.) in which two electrons of the lithium ion are on the opposite sides of the nucleus and moving on the same circular orbit.įig. Lithium ion (Li+) has two electrons and one nucleus (3e+).įirst, suppose we have one model (Fig. So the ground state energy of the lithium ion (Li+) is -75.64 - 122.45 = -198.09 eV. The ionization energies of the lithium is 5.39 eV (1st), 75.64 eV (2nd), and 122.45 eV (3rd), respectively. Naturally occurring lithium is composed of two stable isotopes, Li6 and Li7, the latter being the more abundant (92.5%). because of this, it is a good conductor of both heat and electricity, and used for the lithium (ion) batteries. Lithium has a single valence electron ( its configuration, 1S × 2, 2S × 1 ) that is easily given up to form a cation. It is the lightest metal, and highly reactive and flammable (though more stable than the other alkali metals). Lithium belongs to the alkali metal group of chemical elements, and has the atomic number 3. So next, we try Lithium atom (Li) and Lithium ion (Li+) by Bohr's theory. Our new Bohr model has suceeded in calculating the Helium ionization energy more correctly than the quantum mechanical variational methods as shown in the Top page. Top page (correct Bohr model including the two-electron atoms). Thus, the columns of the periodic table represent the potential shared state of these elements' outer electron shells that is responsible for their similar chemical characteristics.Bohr's Lithium(ion) Li(+) New Bohr model Lithium (Li) ![]() When an atom gains an electron to become a negatively-charged ion this is indicated by a minus sign after the element symbol for example, \(F^-\). Group 17 elements, including fluorine and chlorine, have seven electrons in their outermost shells they tend to fill this shell by gaining an electron from other atoms, making them negatively-charged ions. When an atom loses an electron to become a positively-charged ion, this is indicated by a plus sign after the element symbol for example, Na +. As a result of losing a negatively-charged electron, they become positively-charged ions. This means that they can achieve a stable configuration and a filled outer shell by donating or losing an electron. In comparison, the group 1 elements, including hydrogen (H), lithium (Li), and sodium (Na), all have one electron in their outermost shells. ![]() Their non-reactivity has resulted in their being named the inert gases (or noble gases). As shown in, the group 18 atoms helium (He), neon (Ne), and argon (Ar) all have filled outer electron shells, making it unnecessary for them to gain or lose electrons to attain stability they are highly stable as single atoms. The periodic table is arranged in columns and rows based on the number of electrons and where these electrons are located, providing a tool to understand how electrons are distributed in the outer shell of an atom. Elements in other groups have partially-filled valence shells and gain or lose electrons to achieve a stable electron configuration.Īn atom may gain or lose electrons to achieve a full valence shell, the most stable electron configuration. A full valence shell is the most stable electron configuration. Group 18 elements (helium, neon, and argon are shown) have a full outer, or valence, shell. \):īohr diagrams indicate how many electrons fill each principal shell. ![]() ![]() ![]() Or worse, you get charmed and tpk your own team.Ģ) focus on basic pyro/geo early. Just make sure to:ġ) not take glass cannon too early, it makes you squishy if you don’t have a high initiative. ![]() I don’t want to spoil things but Fane really destroys everything with high wits, glass cannon, apotheosis, and a second turn. Red prince and marksman focused on physical damage and Fane plus summoner took care of magic damage. Our party ended up with a summoning/aero/hydro mage, fane with the above build, The Red Prince with necro/poly/pyro, and a pretty straight marksmen ranger with great weapon damage. Great synergy in the build, and around level 12 I took glass cannon to really light everyone up. So I went pyro/geo with a splash into plymorph and scoundrel, and Fane is basically a god (currently lvl 19). Vendor Prices, Bartering & Attitude Formula Level Up: Attribute, Skill & Talent Point Breakdown The Quick Questions and Looking for Group Threads exist for a reason, use them. >!This is spoilery!< to get This is spoilery Submissions should relate to Divinity Original Sin or other works of Larian Studios.ĭo not put spoilers in the title of your post and mark your posts. ![]() Join up with a friend to play online in co-op and make your own adventures with the powerful RPG toolkit. Gather your party and get ready for a new, back-to-the-roots RPG adventure! Discuss your decisions with companions fight foes in turn-based combat explore an open world and interact with everything and everyone you see. Welcome To The Divinity: Original Sin Subreddit! Looking for a Group to play with? Try this thread || Discussion Overview ![]() ![]() ![]() Often they were transformed by color and design rather than by becoming something else. ![]() Masks grew giant ears, horns, extra eyeballs, beaks, and textured skin. The students became aliens, monsters, wizards, cats, and one even became a unicorn. My 7th graders often left their masks in a format they could wear, and we often made them around Halloween times and made costumes to go with them, which we wore as we took a stroll through the school building. The missing photos from the summer program include masks that have been transformed into the center of a giant flower, the head of an alien, a butterfly, and more. The completed masks in the photos at the beginning of this post were all made by gluing the 'shell' onto heavy cardboard that was cut and shaped according to the students' plan, to make a sculptural piece. Once the mask was removed from the face, it was left overnight to dry. It was a badge of honor to make the mask.Ībove is the plaster bandage, and what the newly created mask 'shell' looks like before being transformed. Over the many years I did this project, very few students opted out of putting the plaster on their faces. They learned to drip and blot excess water off the bandage before putting it on the face, to prevent plaster from dripping into ears and eyes. ![]() The students pre-cut the plaster bandages and followed careful rules for safety and also to use the material most effectively. We used shower caps to protect their hair, and the students used washcloths to clean Vaseline and plaster off their faces when the masks were complete. We used Vaseline as a barrier, and covered everything on their faces except their eyes and nostrils. The 'victim' would lie on a table for the mask-making process. The students were taught to use plaster bandage to safely cast each others faces. The girls in the photos below (sisters) had just completed 3rd and 5th grade at the time of these photos and the younger girl still loves art. The student in the photo above just graduated from high school and is pursuing an art career! In this photo she had just completed 6th grade. I brought the project back for a couple of summers in a camp program sponsored by our (former) PTSA, working with small groups of kids for three hours a day for four days in a row. One of these days I'll try scanning them.)īut then sadly I stopped teaching 7th graders, and the lesson wasn't practical for the younger kids' or their once/twice a week art schedule. (NO, not PowerPoint slides, but actual slides to stick in a Carousel projector. I can't show you the photos of those 7th grade masks, as they are all slides. And yes, I have cast my own face on more than one occasion, so I'm not asking the kids to do that I was unwilling to do myself. ![]() I did variations of this project for many years, and students looked forward to making their own masks. Here's the history behind this project - years ago, I taught middle school and my favorite project to do with my 7th graders was a mask project that began with a direct cast of their faces using plaster bandage. I've 'disappeared' a bunch of the photos of this project so I'll do the best I can with what I can locate right now. I've decided that I will periodically post projects and photos that I haven't previously shown you, using photos from before I began blogging. ![]() ![]() Those relying on the foregoing information do so at their own risk, and neither the State of Nevada, the NDOT nor any of their employees or agents shall be liable for either the accuracy of this information nor any actions taken in reliance thereon. Weather and road conditions change rapidly, and drivers are in the best position to perceive such conditions and adjust their driving accordingly. Plowing and sanding is generally done to different roads on a basic priority system but that the actual determination of the amount and timing of sanding and plowing of any particular section of highway is up to the judgment of local road maintenance officials based on their experience and local conditions at particular times. You can zoom in or out of the desired location to see all the traffic cameras available in the area. Listing of roadway snow and ice conditions is not a guarantee that NDOT has plowed or sanded all of these locations for travelers. Live Traffic Cam Directions Please click or tap on the map below to begin navigating to an area of your choice. This information depends on a number of items, including Internet availability, communications networks, and computer equipment which are beyond the control of the NDOT and difficult to predict. The Latest News and Updates in Traffic brought to you by the team at KLAS: LIVE. This information is published automatically and cannot be guaranteed as to accuracy or timeliness. For fatal crash reports, contact regional offices at the locations below between the hours of 8am to 5pm Monday through Friday: Northern Command West. Wherever you travel in Nevada, be sure to drive safely with the tips in our driving safety Web site.ĭisclaimer: NDOT provides the included traveler information as a public service. The annual traffic reports are published by the Nevada. Along with speed monitoring and vehicle occupancy and vehicle classification reports, this data provides important information for traffic engineers and others. Federal crash investigators have released reports and investigative material on Wednesday, Jan. ![]() A brochure describing Nevada traction device requirements for cars, trucks and buses is also provided.Ĭheck out our Travel Nevada page to start exploring Nevada or go to other DOTs to check out road information in neighboring states. NDOT's annual traffic reports provide details on the amount of traffic on certain locations on Nevada roads. FILE - This photo released by the North Las Vegas Police Department shows a Dodge Challenger whose driver and passenger were killed in a multi-car crash in North Las Vegas on Saturday, Jan. ![]() In this section, you will also find road maps of the state to help make your travels through Nevada easier. KSNV NBC Las Vegas covers news, sports, weather and traffic for the Las Vegas, Nevada area including Paradise, Spring Valley, Henderson, North Las Vegas, Indian Springs, Sloan, Searchlight. Traffic cameras are also available to give you an eye on the road in the Las Vegas and Reno areas. Las Vegas, NV traffic updates reporting highway and road conditions with live interactive map including flow, delays, accidents, construction, closures,traffic. For general weather forcast visit National Weather Service. Looking for current road and weather conditions? Log onto NDOT's 511 Nevada Travel Info system for up-to-the-minute road conditions. ![]() ![]() ![]() Less obvious metrics include total number of yards gained and total ball possession time.Obvious in-game metrics include the average amount of points a team scores and the average amount of points a team gives up to the opposing team.Because our goal is to predict the outcomes of NFL games in the 2020-2021 season, the first thing we need to define is the statistical metrics that can best determine whether a team wins or not: Doing so clarifies which data should be used, how to manipulate the data to construct a training set, and where to obtain the data. When creating a model from scratch, it is beneficial to develop an approach strategy that clearly delineates the goal of the model. The website hosts sports statistics for a myriad of professional sports, and is kept up-to-date as games are played.įor Windows users, run the following at a CMD prompt: powershell -Command "& $(::Create((New-Object Net.WebClient).DownloadString(''))) -activate-default Pizza-Team/NFL-Game-Prediction-Win"įor Linux users, run the following: sh <(curl -q ) -activate-default Pizza-Team/NFL-Game-PredictionĪll of the code in this tutorial can be found on my GitLab repository here. Sportsreference package – used to pull NFL data from.Pandas – used to import and clean the data.The quickest way to get up and running is to install the NFL Game Predictions Python environment for Windows or Linux, which contains a version of Python and all the packages you need to follow along with this tutorial, including: To follow along with the code in this tutorial, you’ll need to have a recent version of Python installed. 1 – Installing Python for Predicting NFL Games Since the 2020-2021 NFL season is currently about halfway through, it provides an intriguing and relevant source of data upon which we can build our models. Assessing different machine learning models.In this blog post, I will guide you through the steps to create a predictive algorithm using common machine learning techniques: Whether your motivation is sports betting, learning Python, or advancing your machine learning expertise, this tutorial is for you. ![]() Python is an excellent place to start learning how. When the vast amounts of publicly available sports data is combined with today’s desktop computational power, anyone with an interest in building their own sports betting models can do so. Machine learning provides a more advanced toolbox than the sports analytics used previously. If statistics can be used internally by teams to enhance their win probability, there’s no reason why external observers cannot use the same statistics to determine which team has a higher probability of winning. Unsurprisingly, it has also spread to those that bet on the same professional sports. The success in professional baseball has led to the use of analytics in other professional sports, including hockey, golf, and football. ![]() In other words, statistics make a difference. And the Houston Astros also used analytics for defensive maneuvers that eventually led them to win their first World Series victory in franchise history. Over the past two decades, coaches, team owners, and players have come to rely more and more on sports analytics to make informed decisions.įor example, as made famous in the movie Moneyball, the Oakland Athletics and Billy Beane used analytics for personnel decisions to build a competitive professional baseball team on a minimal budget. This practice of predicting with Python or Machine learning and sports analytics fundamentally rely on the same mathematics – statistics. NBA Player list CSV NBA Play By Play Data By Season (CSV)ĭownload a historically accurate NBA play by play dataset – with information for each team in the league, and for every season since the 2000/2001 season.Python can be used to predict game results or forecast trends. NBA Player List (CSV)ĭata for every player to have ever played in the NBA, and each player’s player id. NBA Player and Play by Play datasets in CSV Format – perfect for machine learning / sports data analysis & visualization, and building sportsbetting prediction models. ![]() |
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