![]() ![]() This document includes further information on limitations – for example, on benefits reviewed and changes this year (sections 1 and 2), omissions to the estimates (section 3), and our sampling approach (section 4). For FYE 2023 Personal Independence Payment has been measured for the first time since FYE 2020, meaning we have now returned to reviewing the range of benefits that we did before the pandemic. After a pause in reviews for most benefits in FYE 2021 due to the coronavirus (COVID-19) pandemic, we reviewed a range of benefits for FYE 2022, although we were unable to measure Personal Independence Payment. The estimates do not include reviews of every benefit each year. ![]() The fraud and error estimates are also used to answer Parliamentary Questions and Freedom of Information requests, and to inform DWP Press Office statements on fraud and error. These are available in the National Insurance Fund Accounts section of the HMRC reports page. The statistics are also used within the annual HM Revenue and Customs National Insurance Fund accounts. The FYE 2023 estimates published in May 2023 feed into the FYE 2023 DWP annual report and accounts. The fraud and error statistics published in May each year feed into the DWP accounts. ![]() Within DWP these statistics are used to evaluate, develop and support fraud and error policy, strategy and operational decisions, initiatives, options and business plans through understanding the causes of fraud and error. The National Audit Office takes account of the amount of fraud and error when they audit DWP’s accounts each year. This understanding supports decision making on what actions DWP can take to reduce the level of fraud and error in the benefit system. We measure fraud and error so we can understand the levels, trends and reasons behind it. This document supports our main publication which contains estimates of the level of fraud and error in the benefit system in Financial Year Ending ( FYE) 2023. I do commend the flexibility of supporting all regular controller configurations, though.Purpose of the statistics Context and purpose of the statistics ![]() It’s all functional, but I vastly prefer the pointer controls. The other control options are a little rougher around the edges, largely revolving around controlling an on-screen cursor with an analog stick. Obviously the pointer controls are best on a TV, but even in tabletop mode, I found them functional with one or two players. Not every button is used in gameplay, so it’s very easy to reset your pointer if it gets off track by just pointing at the screen and pressing a button. While I’ve had struggles with some pointer-controlled Switch games in the past, the implementation here works better than I’ve seen elsewhere. The optimal way to play is with a single Joy-Con using the pointer to control your on-screen cursor. The rest of the music is good, but that theme song is virtuous. The greatest reward, however, is the theme song that has lyrics that just describe the game’s features and options with a cheesy, synth-y backing track. Levels are scored on a star system, where completing flights increases your score with the goal being to cross the threshold to earn all available stars in the allotted time. Throughout the whole game, you always have something to strive for, whether it’s a new plane, more levels, or topping your previous high score. On top of that, you complete different missions that help expand your personal airport, where you can buy and store a growing fleet of vehicles. Levels are split up into various worlds, all of which deepen the complexity and challenge. That’s done by selecting a plane and drawing their path to another airport, avoiding any obstacles or other planes along the way. Your goal is to guide planes from airport to airport, delivering passengers, luggage, and more along the way. Much like Conduct Together, it goes from serene puzzle game in solo mode to frenetic shouting chaos in multiplayer. While things are looking up in 2021, getting a group of eight players to surround a TV and share Joy-Con is still a tall order. Some of the excellence comes with the caveat that the gameplay soars when the player count is increased. ![]()
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![]() WORLD CUP 2022: Schedule, scores and latest news advance) if they are issued another yellow card on Saturday. In the team's tournament-opening 1-1 draw with Wales, Kellyn Acosta, Sergiño Dest, Tim Ream and Weston McKennie each were issued yellow cards.Īll five players run the risk of missing the quarterfinals (should the U.S. In Tuesday's win over Iran that sent the USMNT into the knockout rounds, team captain Tyler Adams was issued a yellow card. ET on FOX), there are a handful of players carrying yellow cards who could risk a one-game suspension if they are penalized as such again. men's national soccer team prepares for its World Cup Round of 16 showdown against the Netherlands on Saturday (10 a.m. We Used to Be Friends: A recurring theme.As the U.S.Teenage Death Songs: "Two Weeks From Twenty", fitting the trope by, well, two weeks.Take That!: During their tour to promote Ocean Avenue, Ryan would boast a baseball hat which read " Not My President" before the band played "Believe," their tribute to the victims of 9/11."One Year Six Months", "How I Go", "Dear Bobbie", "Hang You Up", "Ten", "California", "Wrecking Ball", and "Fields and Fences". Surprisingly Gentle Song: At least once an album.Studio Chatter: At the beginning of "Rough Draft", Ryan can be heard faintly saying, "One, two, three, four.".Their first two albums, released in 19, are the only albums to feature their original lineup since then, Lights and Sounds (2006) and Paper Walls (2007) are the only other albums to feature all the same band members twice in a row. Revolving Door Band: In particular, they have a lot of trouble holding onto bassists.Punk Opera: The album Lights and Sounds tells the story of a girl named Holly Wood and her experiences in Los Angeles.Pop Punk/ Punk Rock: They get put into these groups a lot, but have said on occasion that they don't feel "punk" is an accurate description of their musical styles and prefer to put themselves closer to Alternative Rock.Lift a Sail had a slower, arena rock sound. Lights and Sounds is a milder example, going from pop-punk to alternative. New Sound Album: One for the Kids, their third album, completely changes their genre to pop-punk.Lyrical Dissonance: Often, particularly in "View From Heaven".Love Nostalgia Song: "One Year, Six Months" appears to be one, the singer apparently meeting with an ex-lover who has forgotten him. ![]()
![]() ![]() UseNet Server is a popular Usenet provider that offers services similar to Newshosting. You have the choice to connect via OpenVPN, IKEv2, or WireGuard protocol, enabling you to balance the speed and security of your connection. The software includes an automatic kill switch that stops all network activity if the VPN connection fails for any reason, potentially preventing information on your online activities from leaking to your ISP. Some logging is kept, but nothing that could be used to connect activity to an individual user, according to the provider. The company is based in Switzerland, which has one of the strongest consumer privacy laws worldwide. You get a separate login and password for PrivadoVPN, and you need to remember to start the VPN software before using Newshosting if you want your internet traffic to be encrypted. Newhosting is a very popular USENET provider.You can take your pick from the most popular VPN protocols in PrivadoVPN (Image credit: Newshosting)Ĭhoose the optional VPN from Newshosting, and you get a secondary subscription to VPN provider PrivadoVPN, which has its own client for Windows, Mac, and mobile devices. There are many reasons to choose Newshosting. When you sign up for Newshosting, you can expect high retention rates, full Usenet newsgroup list, a free Newsreader fully compatible with all types of NZBs, a high completion rate and fast speeds. ☞ Retention means how long the news server keeps articles around before expiring them. Newshosting offers the highest retention period in the industry. Newshosting offers a generous 4,300 days of binary retention period to its users – that means messages are available to you for more a decade!. Newshosting continues growing their binary retention day by day. Text retention period is same as binary retention period. ![]() ☞ Newshosting also delivers the highest quality newsgroup retention, a full binary retention: ➜ No low retention: Most and most providers only provide access to recent posts. Some USENET services only offer a 100 day retention rate, so after 100 days you cannot download files any more. It means you will get access to LESS articles. If the retention is too short, you aren't going to be happy. ➜ No retention caching: Some USENET providers have some local article storage and articles outside of their own retention are pulled from a third party backbone. ➜ No popular retention: Many providers intentionally limit their retention. They do not actually keep articles for that long if they are not 'requested' by enough users on their servers in a specific point in time. If they need space, they can delete older files to make room which result in a partial binary retention. Popular retention results in missing articles in the binaries. ☞ Newshosting offers access to more than 100,000 newsgroups and their list of uncensored newsgroups is always growing. ![]() You'll be able to find all files you're looking for and you can post to a full list of newsgroups. If you find alt.* groups missing, just contact Newshosting and let us know the name of the newsgroup you would like added. ☞ These days a Newsreader is absolutely essential. Newshosting offers free Newsreader to its users. Newshosting newsreader is available for Windows, MacOS and Linux users. It is important to note that not many USENET providers come up with their own newsreader. With built-in search and file previewing, you can browse, read, converse and download from USENET. Newshosting newsreader is incredibly easy to use. NZB Compatible?: Newshosting is fully compatible with NZB file format and its Newsreader also allow you to open and use the NZB files. Using NZBs definitely makes using Usenet easier and faster. ![]() NZB importation ability is very neccessary. ![]() ![]() #import librariesįrom sklearn.model_selection import train_test_splitįrom sklearn.linear_model import LogisticRegressionįrom sklearn.ensemble import RandomForestClassifierįrom trics import r2_score, mean_squared_error, confusion_matrix, precision_score, recall_score, accuracy_score, f1_scoreįrom sklearn.preprocessing import LabelEncoderįrom sklearn.preprocessing import MinMaxScaler Using cloud services like Google Cloud Auto ML definitely saves tons of time and avoid having to navigate the different image processing and extraction options. There is no one size fits all and the feature engineering should consider various feature extraction techniques and converting to feature vectors and will depend on your target use cases. The models can be refined and improved by providing more samples (full dataset is around 225MB), more features and combining both global and local features for increasing your model performance. I downloaded some images from the web and tried to predict and the model got most of it right with global features trained model, but pretty poor with the local features. Tried three ML algorithms: LogisticRegressor (LR), RandomForestClassifier (RFC) and Support Vector Machine(SVM), RFC performed best (close to 50% for raw pixels and 60% accuracy / precision for global features) but for local points of interest with ORB and BOVW, SVM had better performance. The focus was to extract the features and train the model and see how it performs with minimal tuning. Local features with ORB and Bag of Visual Words (BOVW using KMeans) translating keypoints and feature descriptors into feature vectors.Global feature extraction with HuMoments (shape), Haralick(texture) and histogram(color) and combine them to create global feature vectors.Overall, tried 3 scenarios for feature extraction and classification, Build and Test Model: split the data for training and testing, train the model with training data and then validate the model using test data and evaluation metrics and making predictions on new images.This is the most important phase of the process. preprocessing includes image resizing for consistency in size, feature engineering and feature extraction, converting into feature vectors.loading data: organize and load the images dataset.Summarizing the steps to go through building your model. The images were stored under the respective directories with the corresponding label names as above. if you want to learn more about the different feature extraction techniques, visit the openCV page hereįor the purpose of this exercise, i used the flowers dataset from Kaggle and used a subset of the total images (total samples to 516) due to limited processing resources and evenly distributed across 5 flower classes - which will serve as our labels. Local features (quantify regions in and around keypoints of interest and their descriptors) are extracted using multiple algorithms, most popular of them are SURF, ORB, SIFT, BRIEF. Usually these features can then be combined to create the global feature vectors that will be fed into the classifiers. Global features focus on shape, color, texture across the full image and extract features related to that. You can look at features from an image in 2 buckets: global features and local features (key regions and points of interest). So we use "object based" detection and feature extraction techniques to get the various features and transform them to feature vectors to be fed into our ML algorithms. Image classification can be approached in multiple ways - for developing basic classifier you can use "raw pixel" approach but is not good enough for complex features and classification tasks. ![]() Eventually (my next adventures) i want get to using Keras and TensorFlow to leverage the more robust capabilities these libraries have to offer. I used OpenCV for the purpose of this exercise. ![]() ![]() There are multiple libraries to leverage (opencv, scikit image, Python Image Library etc). My goal for this exercise was to demystify the process of image classification and build a reasonable model to predict images. Image recognition and classification is an interesting and complex topic and there are so many different approaches to get to the outcome you are looking for. Following the last effort around sentiment analysis, wanted to manually program my way to build an image classification model using openCV and scikit learn - to see how close i get to the out of box effort with Google Cloud AutoML. ![]() ![]() ![]() If your cats are the ones whose food is being stolen, however, these should do the trick, and if you don’t want to section off an entire portion of the house, you can create little rooms for cats who get their food stolen by other cats and/or dogs by placing a microchip cat door or electronic collar door into cheap see-through plastic storage box. ![]() ![]() If you’d like to be able to select which cats and/or dogs have access to a specific space where pet food is left out, but not others, there are also microchip cat doors like the SureFlap Microchip Cat Flap, or if your cats aren’t microchipped, electronic collar cat doors instead.Ī lot of these doors only work for cats and small dogs, so this system may not be ideal if you have big dogs to let through. This would not only prevent cat food from being stolen (since dogs can’t jump into these things), but will also prevent litter from being tampered with as well, which I’ve seen a lot of pet parents say their dogs do at times if given the chance. You can place a litter box in the bottom portion of the cat house, and food & water bowls for cats up at the top as some pet parents have done to prevent canine access. You can also grab a cat-only access pet house – something like the hidden litter box, Petsfit Double-Decker. They’re really inexpensive, and so in my perspective these solutions works a lot better than microchip cat feeders, at least from a cost perspective. There are also cat door latches like the Door Buddy Door Latch Plus Door Stop that keep dogs out while allowing cats to pass through doors. You can feed your cats in a different area from your dogs, like a basement or a laundry room, and give feline-only access while keeping dogs out with a closed door by fitting an interior door for cats, one like The Kitty Pass, on the bottom of the door to the space only cats are allowed. If you have dogs and cats, and the dogs are the ones stealing pet food from the felines – if without the dogs’ interference, your cats would do just fine with their meals – you have a couple really good solutions. Now, while microchip pet feeders are the most obvious and easiest solutions to integrate in your household (after all, you only have to buy one, plop it on the ground, and you’re set to go), there are alternative solutions out there that will do the trick – some that will work well for every situation, others ideal only in very particular cases. There’s also a matter of convenience, and if you’re in a hurry during one or more feeding times, and one or more of your cats eats particularly slowly – again you’re just not going to have a very good time with this kind of a fix, if it works out at all. If you’re not able to separate pets because you don’t have enough rooms, or are only able to feed cats in your kitchen, say because you have problems with ants, this is also unlikely to work as a possible resolution. If one of your cats is a grazer and/or needs to eat slowly due to sensitive stomach issues, coming back to have nibble many times throughout the day, this system will absolutely fail. Matatabi Silver Vine Cat Chew Sticks – Amazon / Chewy I can see how this solution isn’t going to work out, however, in quite a large number of particular circumstances. You can do your best to feed your pets meals in separate rooms, wait until all kitties (and pups if you have them) are done eating before you open the doors to prevent food theft. There are other precautions you can take. If you’re in this particular boat, and have a cat who’s either an excellent food thief, or often a victim of food theft (or both!), one incredibly simple solution to prevent this kind of issue from happening without worry is to invest in a microchip pet feeder that works well for cats and dogs. There are a lot of multi-pet parents out there who struggle with at least one cat of their cats having their food stolen, with at least one other pet doing the food stealing themselves. ![]() ![]() ![]() See also Gearbox showed how to play New Tales from the Borderlands, with reference to the MGS and the toy fight game. Started as a private experiment, Sony Interactive Entertainment liked the project, eventually incorporated into the Chinese Hero Project program which help young developers create a hidden treasure in the UltiZero Games studio. See what else is coming out in the near future with our upcoming PS5. Lost Soul Aside release date was originally expected in 2018 After Lost Soul Aside’s lone developer Yang Bing was offered a deal by Sony, the game picked up development and received a. Lost Soul Aside inspired by Final Fantasy XV trailers, and games from the Devil May Cry and Ninja Gaiden series. Lost Soul Aside is being developed by a Chinese Studio called UltiZeroGames and will be coming out for PS5, PS4, and PC. Lost Soul Aside - 10 Minutes of New Gameplay 2021 - Epic BOSS Fights. And, there’s good chance you’ll hear from us before 2022! Lost Soul Aside NEW 11 Minutes Exclusive Gameplay This game can be better then. We know that players are ambivalent about game development, but everything is well. ![]() We won’t be attending the ChinaJoy event this year. The date of the release may appear equally. Once exactly the team is ready to show the project to the public again, it’s unknown, but there’s a good chance this will happen before the end of 2022. However, developers assured that with the production of Lost Soul Aside, everything was working well, even though the fan didn’t get feedback. The last time that I heard about Lost Soul Aside was in May this year, but right now, what about it? Many hoped the project would drop by ChinaJoy 2022, a game that ended in Shanghai yesterday, but the game never arrived. ![]() The stylish Chinese action game Lost Soul Aside was released back in 2016 and remained missing from the news radar for a long time, so, according to the latest updates, the developers confirmed the game is being prepared for release not only for PlayStation 4, but also for PlayStation 5. ![]() ![]() ![]() Always consult the appliance’s manual before using oven cleaner or other cleaning agents inside your oven. Universal Electric Range Drip Pan (Chrome) Model 元04430992 102 Color: Chrome Fits most brands of electric coil-element ranges including Frigidaire, Maytag, Whirlpool, Amana, KitchenAid, Magic Chef, Tappan and Kenmore produced after 2004 Includes one 6 in. Each method has pros and cons broadly speaking, commercial oven cleaners that make quick work of a dirty job are formulated with harsh chemicals that are irritants to the skin and respiratory system, whereas DIY solutions made of gentler ingredients simply don’t work that well, and self-cleaning functions are a good way to ruin your oven, requiring costly repairs or outright replacements.Īhead, we’ve detailed methods for cleaning an oven with commercial oven cleaner and with a DIY solution. There are three methods to choose from when it comes time to cleaning your oven: commercial oven cleaner, DIY cleaning solutions or, if your model offers it, a self-cleaning function. Gina Perry, a senior merchant for cleaning at The Home Depot, and Katie Sadler, a brand manager at Whirlpool Kitchen, explained the best way to clean ovens, stovetops, vent hoods and filters to keep them looking their best and operating at peak performance. 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I got a skidplate from a fellow racer who did not need it anymore, and modified it a bit to allow for more air to get into the engine compartment while the car is sitting in the grid. This allowed me to concentrate primarily on handling and making the car more durable.įor the durability factor, not much had to be done. PF is somewhat limited in what you can do to the drivetrain, and honestly, the rules favor turbocharged cars, so in its original incarnation this year, then engine has been left completely stock. Why a Neon? Partially inspired by GRM's project Neons, but mostly because I have friends who have rallied and rallycrossed them for quite a while, so there's a large pool of knowledge (and spare parts) for me to tap from. The intent was to build it into a PF-class car for this year's rallycross season, so most of the bugs could be worked out of the suspension, then during this coming winter, transform it into an MF-class monster. I've been rallycrossing for years, but this is the first vehicle I've built specifically for rallycross (at least that has actually made it to an event). For its miles and age it was in pretty nice shape, and practically rust-free, which is a little hard to find here in Ohio. Its a 1998 Dodge Neon Sport Sedan, purchased with about 209K miles, from the original owners. Bought the car and started working on it earlier this year, but decided its time for a build thread. ![]() ![]() ![]()
![]() One of the creators of F4SE noted in a Reddit thread that one of the most useful ways to take advantage of the script extender at the moment is by using it to rebind hotkeys that typically cannot be changed within the game. Both Fallout 3 and Fallout: New Vegas had similar mods thanks to their respective script extenders. The last program created by this team was the Skyrim Script Extender (SKSE), which had been used with numerous mods that performed complicated in-game tasks such as adding a search bar for players’ inventories, automatically sorting items into categorized containers, or unlocking hundreds of additional options during character creation. The purpose of the program, according to its creators, is to be “a modder’s resource that expands the scripting capabilities of Fallout 4 … without modifying the executable files on disk.” It allows modders to implement their own custom scripts using Papyrus, which greatly increases the range of functions mods are able to perform. ![]() ![]() While mods that simply add new assets or change existing ones can be handled by the Creation Kit that Bethesda will be releasing sometime at the beginning of next year, there are certain mods that need some additional help that the base game can’t provide, and that is where the script extender comes in. “This is an incredibly early release,” one of the program creators wrote on the Bethesda forums, “so please keep in mind that there is only extremely limited functionality provided by this version of F4SE, that we can’t offer technical support for it, and that literally anything about it can change in the future. This is being released primarily to test against a wider audience and hopefully help some people out at the same time” ![]() The team behind a suite of script extender programs for titles released by Bethesda Game Studios has announced that it is ready to release the first build of Fallout 4 Script Extender (F4SE) in anticipation of the numerous complicated mods that will need a little behind-the-scenes help. ![]() |