Now, almost two years later, with Travis McMichael, Gregory McMichael and William “Roddie” Bryan having been convicted of murder and other charges, the weight of that role is clearer than ever, and at a moment when the future of local news reporters and newspapers is in jeopardy. Hobbs and his many questions produced work that, while he himself admits it wasn’t always perfect, served a critical need. But this fact remains: Hobbs’ reporting ultimately played a major role in getting larger news outlets-and eventually civil rights groups and state law-enforcement agencies-interested in digging into what had happened. Some locals in Glynn County, Ga., where Arbery was killed, are critical of the way the paper has covered the killing in Satilla Shores, describing it as too credulous of the Glynn County Police and other local officials. This is not, you know, ‘I’m the only, woe is me.’ This is life on a small town newspaper.” “All of my colleagues have done the same thing. “I’ve had the full front and a story on the jump,” Hobbs, 59, says about having written every story on the front page and one that continued to the inside of the paper. Many weeks, Hobbs writes about 15 stories. He fit that work between other daily news, his column and a crime blotter he writes, sprinkled with storytelling flourishes that make it easy to imagine Mark Twain reading the contents to a crowd. Those were the first of many stories Hobbs would write about the shooting on Satilla Drive in February 2020, an event that would go on to seize national attention. Then he wrote about the close involvement of district attorney’s office investigators in examining what happened, and about official silence on whether the incident was being investigated as a possible homicide or case of self defense. The next day, a Monday, Hobbs managed to get Arbery’s name from the coroner and included it and a few more lines in a followup story. The information within, as is the case with countless other items published each day about a sudden death in the United States, came only from police. ![]() The essence: burglary suspect shot and killed in Satilla Shores, a subdivision outside Brunswick, Ga. Larry Hobbs, the crime beat reporter at the Brunswick News, remembers it well after all, he wrote it. The first of the stories was published on the local newspaper’s website the day Ahmaud Arbery died.
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“My career path so far has been anything but straight. It feels good to give objects a new home and repurpose them into something unique and beautiful. One of my favorite parts of collage is the use of pre-existing materials. I require reference material for both forms of collage, whether it be public domain images I find on the web or vintage source material like postcards and books. I also make analog collages where sharp blades and rubber cement are my main tools. “It’s indispensable to me and has no substitute. The primary tool of McCarthy’s trade is Photoshop. It was a gorgeously rendered tattoo of one of my trippy cat collages featuring a white cat with three bright red mouths, and it is placed squarely on the side of someone’s butt.” To date it’s the only one of my pieces to be tattooed on someone that I know of. A tattoo artist in Russia posted a picture of a piece of mine they had recently put on a customer. ![]() One thing I didn’t think would ever happen did happen last year though. There’s been, “nothing too weird or interesting to speak of in the form of requests… yet. “A tattoo artist in Russia posted a picture of a piece of mine they had recently put on a customer.” I had been searching for a niche in the art world, and the cats gave me that.” They seemed like the perfect subjects upon which I could impart my own feelings about the world, and I began using them exclusively. Soon they were extra lethargic, stubborn, and opinionated. I wondered how they would react if my wife and I were the size of insects? While those pieces were initially threatening, I noticed that by amplifying the cats’ size, I was amplifying all of their emotions. The idea for the giant cat pieces came from watching our cats at the time ‘play’ with an insect who came into our house. When I got into collage, the cats also worked their way into my practice as they tend to do. There’s something about their nature and independence that I admire, and I like using them as a surrogate for my own feelings. “Cats have always been a favorite subject of mine, and when I was working as an illustrator I eventually found myself drawing them more than anything else. We’ve placed well in some major competitions and are currently searching for representation in anticipation of selling one of our scripts in the future. ![]() I also write horror screenplays with my wife. “Like most creatives nowadays, I have lots of different jobs including client work, licensing, and my shop. “I’m best known for using cats as my primary subject matter, and more specifically for my pieces featuring giant cats in cities and landscapes. Matt McCarthy is a collage artist working in both the analog and digital mediums. Much more than just a songbook, this book contains valuable tips and tutorials that will help you with every aspect of your playing. Every song is accompanied by performance tips and strumming patterns, often with tablature and chord diagrams to help you through any tricky bits. Expertly designed, the Acoustic Songbook starts with beginner level material, before progressing to songs utilising more complex chords (including barre chords), riffs, fingerstyle patterns and open tunings. “If you told me you wanted to get going on guitar, I’d recommend Justin Sandercoe.” - Mark Knopfler “One of the most influential guitar teachers in history.” - The Independent The Justinguitar Acoustic Songbook presents 50 classic songs to accompany the world-famous courses for guitar!. ![]() Size: Justin Guitar Songbook Pdf Free Download Full 15,74 MB Justinguitar com Acoustic Songbook Author: Justin Sandercoe The book is a mixed folio publication, containing 50 songs, tutorials and tips. The Vintage Songbook is the latest addition to Justin Sandercoe's line of Songbooks. The Rock Songbook, the Pop Songbook, and the Acoustic Songbook. Sandercoe also publishes a number of electronic books in.pdf format. As of 2016 there are nearly 1,000 free lessons enjoyed by over 20,000 unique visitors a. Justin Sandercoe (born 27 March 1974) is an Australian/American (with Filipino ancestry. Use features like bookmarks, note taking and highlighting while reading Beginner's Songbook (Beginners Songbook). Download it once and read it on your Kindle device, PC, phones or tablets. ![]() Beginner's Songbook (Beginners Songbook) - Kindle edition by Justin Sandercoe. The Justinguitar Pop Songbook is for beginner-intermediate guitar players who are looking to improve their playing and increase. The Justinguitar Pop Songbook is the latest addition to Justin Sandercoe's series of guitar songbooks, following on from his hugely successful Justinguitar Beginners Songbook and Justinguitar Beginner's Guitar Course. Justin-guitar-beginner-songbook-ebook.pdf - In this guitar lesson I show you how to play the intro, chords and the strumming.This song is in the Justin Guitar Beginners Songbook. # x position of the black dot, y position of the black dotĭef dep_plt(col, color_by, base_actual_df, base_shap_df, overlay_x, overlay_y):Ĭmap=sns.diverging_palette(260, 10, sep=1, as_cmap=True) #seaborn palette # inputs = column of interest as string, column for coloring as string, df of our data, SHAP df, This is important, given the debate over which of the traditional methods of calculating variable importance is correct and that those methods do not always agree. SHAP provides a theoretically sound method for evaluating variable importance. Variable importance graphs are useful tools for understanding the model in a global sense. I have chosen to use the first model, the one from the XGBoost library, for these graphical examples. While LIME does not offer any graphs for global interpretability, SHAP does. The graphs in the previous section are examples of local interpretability. ![]() Global interpretability is generally more important to executive sponsors needing to understand the model at a high level, auditors looking to validate model decisions in aggregate, and scientists wanting to verify that the model matches their theoretical understanding of the system being studied. This is much bigger (and much harder) than explaining a single prediction since it involves making statements about how the model works in general, not just on one prediction. Global interpretability of models entails seeking to understand the overall structure of the model. This helps decision makers trust the model and know how to integrate its recommendations with other decision factors. Local interpretability of models consists of providing detailed explanations for why an individual prediction was made. I find it useful to think of model interpretability in two classes - local and global. The whole idea behind both SHAP and LIME is to provide model interpretability. The first three of our models can use the tree explainer.Įxp = explainer.explain_instance(X_test.values, knn.predict, num_features=5)Įxp.show_in_notebook(show_table=True) Explainability on a Macro Level with SHAP The SHAP Python library has the following explainers available: deep (a fast, but approximate, algorithm to compute SHAP values for deep learning models based on the DeepLIFT algorithm) gradient (combines ideas from Integrated Gradients, SHAP and SmoothGrad into a single expected value equation for deep learning models) kernel (a specially weighted local linear regression to estimate SHAP values for any model) linear (compute the exact SHAP values for a linear model with independent features) tree (a fast and exact algorithm to compute SHAP values for trees and ensembles of trees) and sampling (computes SHAP values under the assumption of feature independence - a good alternative to kernel when you want to use a large background set). Xgb_model = xgb.train(, xgb.DMatrix(X_train, label=y_train)) SHAP and LIME Individual Prediction Explainersįirst, we load the required Python libraries. The code below is a subset of a Jupyter notebook I created to walk through examples of SHAP and LIME. We do this with side-by-side code comparisons of SHAP and LIME for four common Python models. The goal of Part 2 is to familiarize readers with how to use the libraries in practice and how to interpret their output, helping them prepare to produce model explanations in their own work. In Part 2 we explore these libraries in more detail by applying them to a variety of Python models. Part 1 of this blog post provides a brief technical introduction to the SHAP and LIME Python libraries, including code and output to highlight a few pros and cons of each library. If interested in a visual walk-through of this post, then consider attending the webinar. This blog post provides insights on how to use the SHAP and LIME Python libraries in practice and how to interpret their output, helping readers prepare to produce model explanations in their own work. The wagon and mule can be seen rolling through the streets of New Orleans, uptown, downtown and occasionally even in the suburbs on an almost daily basis. After his death in 1969, Sam's grandson took over the business and it continues to this day. The Roman Candy gourmet taffy initially sold for 5 cents a stick and stayed at that price until 1970. In 1915, he went to a wheelwright named Tom Brinker and together they designed the wagon that is still used today. ![]() Sam realized he would have to find a way to make his Roman Candy as he rolled along and sold it. The problem however was that his mother didn't have time to make candy everyday and still tend to her other children and do all the things that mothers do. Roman Candy always sold very well and people began to ask for it, so Sam decided to try to sell candy on a regular basis. Her son, Sam Cortese, who was a street vendor by trade since the age of 12, would on occasion bring the left over candy on his fruit and vegetable wagon to sell the next day. My great grandmother, Angelina Napoli Cortese, made the candy for family and friends at social and special events like Christmas and St. Want to explore the history of other cool confectioner treats? Visit our Candy History page to gobble up more fascinating and fun facts about other sweet treats.The Roman Candy Company began as a family treat with a recipe that dates back at least four generations. They’re all made by Ferrara Candy Company, for your taff-tastic pleasure.Īnd while the name implies that you should eat some now and save some later, we doubt you’ll be able to keep it around for “later” to ever happen. Now a days, there are 12 flavors, including, apple, banana, blue raspberry, cherry/apple splits, cherry, grape, strawberry, tropical lemonade, tropical punch, watermelon, wild fruits, and original. Some notable flavors have included rainbow, thriller, and blue jeans. But, over the years, they’ve created flavors from orange to rum caramel, and everything in between. The original colors were red, blue, and green. (That’s if you were patient enough to let it warm up in your mouth, first!) Taffy for All Now & Later Taffy made quite an impression, as it enthralled consumers by starting out hard and then becoming soft and chewy. Thus, it provided a constant and reliable income, not to mention a constant and reliable source of sweetness. The great thing about this candy was that it could be enjoyed all year round, instead of just for a few months during the summer, like saltwater taffy. This feat of sugar and engineering produced 150 bars a minute, and each bar sold for 5 cents each. Way back in 1962, The Phoenix Company, started by father and son Harry and Joseph Klein, began producing Now & Later Taffy on a German made machine. Clearly, the people behind Now & Later Taffy knew what they were talking about when they named their product, all those years ago. ![]() Choose one or enjoy them all This tiny and tasty fruit-flavored taffy candy is a good time, now or later. Now and Laters We have all your favorite assorted flavors. Shop the best selections of Now and Later candies at Candy Nation. It can be tough at first, but it’s worth working your mouth muscles to chew it into malleable perfection. Now and Later Bright, bold, long-lasting, and chewy. ![]() It’s just the kind of candy that can satisfy your sweet tooth any time of day. This is powered by the new and improved AI technology that can easily resize the video and meet the needs of the viewers.Īlso Read: 6 Differences between Video and Animation EFFECTS This feature will help you capture the screen and videos from a webcam at the same time.Īuto Reframe: Now, you don’t have to do it on your own, as the auto reframe is a feature that offers you a chance to resize the video in the fastest possible manner. ![]() No doubt that the tutorial videos are very engaging, and with Filmora, it becomes a lot easier. Screen Recorder: You can now create any type of how-to video with the screen recorder. All you need is to make sure that you set the object, and then it will detect the motion path of its own. Motion Tracking: The improved motion tracking has the ability to track any movement in the video and pin media files and graphics to follow the motion. After this, Filmora will make it easy to add the animation and make the video look soft when it plays. All you need is to start the keyframe and then end the keyframe. Keyframing: The keyframing has been improved to bring energy to the video with the amazing animated effects. They have 30 split screen templates which make it easy for you to create videos. Using their split-screen feature, you can create a video collage, a perfect outro and intro, and a comparison and reaction video. ![]() ![]() Split Screen: If you wish to show your creativity in multiple ways, you can use the split-screen feature. Besides, the simple drag and drop feature makes it even easier to handle and create videos. From the 24 templates, you can find one for your needs and start creating videos instantly. Preset Templates: Filmora 11 consists of 24 preset templates that ensure making even a better creative video. All you need is to add a video that you wish to show, and the software will create a video on its own. It does not require any skill to use this mode and create videos. Instant Mode: This is a completely new editing feature that is created keeping in mind the novices and I love this feature most. Storage becomes easy with the latest version. Thus making it a lot easier for you to get access to the videos and start editing them from anywhere. Wondershare Drive: Now, you can create a video and then share or upload the project in the Wondershare drive. Even when you are not a pro, now you can create professional-quality videos with the new Filmora 11. Keeping this in mind and making sure that the audio blends perfectly, the new auto-beat synchronization can be highly effective. Besides, the easy blending features using the preset setting will be a helpful blend.Īuto Beat synchronization: No wonder every video requires the perfect audio that makes it perfect for the video. This new feature will allow users to choose a section of video to reveal, hide, duplicate and modify the footage. Masking: The new and improved masking in Filmora 11 is very easy to use and has some resourceful modes. Making it extremely easy for the users, this new feature can help you to create professional-quality videos. Thus, now you will be able to easily speed up or slow down the videos to create amazing cinematic effects. ![]() It has now improved control over the keyframes. Speed Ramping: The new and improved speed ramping features included in Filmora 11 offer better speed to the videos. ![]() To download Bomber Friends mod from Apkloli, first you need to activate the “Unknown sources” option on your device. How to Download and Install Bomber Friends Mod APK 4.86 From there, you can use the MOD APK file to enjoy new and unique experiences in the game. Then, simply click on the “Download APK” button below the APK logo and wait for the download process to complete. To download the latest version of Bomber Friends with mod/hack/cheat features, you can visit the Apkloli website and search for the corresponding APK name. How to download Bomber Friends Mod APK for free? Our team uses the original apk from Google Play to produce high-quality mod apk versions. Yes, Bomber Friends mod apk and most games shared on Apkloli are very safe. You can download the free version of Bomber Friends APK 4.86 on Apkloli without any cost and confidently use it. This is a great way to surpass your opponents. Instead of spending a lot of time and money to achieve rewards, you can use Bomber Friends Mod APK to reach your goals in a shorter time. You can set up password protection for in-app purchases in the settings of your Google Play Store app.* bomber-friends// Feature Of Bomber Friends Mod APKīomber Friends Mod APK is a modified version of Bomber Friends APK, allowing you to easily complete all tasks and requests in the game. – Classic Bomber style gameplay, with controls polished for touchscreen! – Single Player Campaign mode with over 300 levels! Find your way through 6 different worlds full of devious monsters and mind boggling puzzles! – Daily Bounty hunts! Weekly events! – New rewards and themes every Season! – Dungeon run, Quests and other challenges! – Customize your character with cool hats, suits, accessories, taunts, and greetings! – Choose a special gravestone and go out in style! Haunt other players as a ghost! – Take part in outfit competitions! – Bomber Friends has universal game controller support! – Supports Android TV! – Lots and lots of new and interesting game features in the online arenas for the true bomber gamers! Have fun! *Important message: This game includes in-app purchases. Collect your own battle deck! – Collect powerups and watch out for evil curses. – Different special bombs to blast the enemies to smithereens. – Create or join a clan and play with your clan mates! – Compete in the online arenas to reach new heights and unlock new interesting bombs, powerups and costumes! The best bomber man or woman collects the most in-game medals. Earn medals and reach higher arenas! Game Features: – Online multiplayer for 2-8 players! Challenge your friends or play against random opponents. Upgrade the cards to get better special bombs. Get Bomber Friends now and join the immensely hectic and fun online multiplayer game! Bomb your friends and be the last to survive to win the match! Collect powerups to get more powerful bombs! Use the explosive bombs to blast your friends from across the map! New multiplayer arena makes playing the online game even better and more rewarding! Collect your own battle deck and create your own playing strategy. ![]() How to Download and Install Bomber Friends Mod APK 4.86.How to download Bomber Friends Mod APK for free?. Our content is intended to be used for general information purposes only. Companies displayed may pay us to be Authorized or when you click a link, call a number or fill a form on our site. Thank you.ĬonsumerAffairs is not a government agency. If I didn’t have a joint account with a person who resides internationally I would have wanted to close my account with the Capital One, which by the way earns your savings account a yearly interest that amounts to a dollar or two. I had to correct the teller twice to give me $150 in $100=20 bills and $50=$5bills. Instead they were defensive in response to my unhappy comments. Last but not least, the customer service, both, in person and over the phone expressed no empathy. Their problem solving has not imagination. Having cash only means that I cannot make online transactions from purchases to paying bills for the next week or more. ![]() The only thing that can be done is I can withdraw cash from the account with the expired card. If I want expedited service, for that I have to be at home to sign upon receipt. All they can do is to follow the standard procedure which is to order a new card and have me wait 5-7 business days. Standing in a non ventilated corridor inside the bank’s branch and following a long wait on the phone, the customer service negated all of my speculations. Capital One needs to merge with Wells Fargo in these types of business dealings and underhanded policies and procedures. Capital One presented and showed me their TRUE COLORS and is ONLY interested in acquiring any and all fees and charges that they can from their customers, while providing totally worthless customer service and/or assistance. In addition to a completely worthless and waste-of-time, non-compliant, non-compassionate, uncaring and non-helpful customer service. Overall, I have numerous credit cards with outstanding history & credit limits, but have never seen a policy and time frame like this, especially since it's an automated system receiving for on-line payments, as well as, all my other credit cards utilize a midnight time frame to receive on-line payment transactions. Being treated in this manner, I paid off the balance and instructed the account to be closed immediately. I was told that the payment terms are stated all over the website and any & all documents, as I have researched this, as I am on paperless billing, the only place that I see this noted is if I call up the current statement document and then it's referenced in one area in smaller case lettering. I was told by the rep/agent and the supervisor that it is out of their hands, as the system will not allow them to change, edit, or modify anything for customer assistance. 50,000 bonus miles after spending $4,500 in first 3 months.*.$500 bonus after spending $4,500 in first 3 months*.$150 bonus after spending $500 in first 3 months*.$300 bonus after spending $3,000 in first 3 months*. ![]()
![]() Since Macbooks are known for having high fan noise due to their ultra-slim design, this program can be a great way to fix the same. Those of you who have a Mac-based system can go with SSD Fan Control since it is made just for MacOS and not Windows. While it does not work with laptops, you can easily adjust the CPU cooler fan speed of your Intel processor with this program as it offers excellent compatibility with all Intel motherboards. Just per the name, Intel Desktop Control Center is primarily made for Intel CPUs. Since it also offers power readings, choosing an ideal fan speed should be fairly easy. While most fan speed programs only offer the temperature readings of the complete CPU or the GPU package, Core Temp allows you to check the temperature of each core. In fact, you can even take a log of these readings over a long time to ensure that your computer temperatures are under control after adjusting the fan speeds. Since some of you would want to monitor the temperature of a given PC over a long period of time, Real Temp allows you to do just that with its real-time readings. You can then use these temperature readings to get an idea of the optimal fan speeds that you may need to use. AIDA64 Extreme EditionĪIDA64 is one of the most popular programs out there when you are talking about stress testing a laptop or desktop and taking it to its limits to get an idea of its maximum temperatures as well as performance numbers. Plus it even offers a S.M.A.R.T function to automatically adjust fan speeds for the best performance. And based on these temperatures, you can adjust the fan speed of your computer as needed. Argus MonitorĪrgus monitor is a great way to check the temperature and current clock speeds of all your PC components like CPU, GPU, RAM, and others. This also includes their fan control that allows you to change the fan speeds while monitoring your computer at the same time. HWiNFOĮven though HWiNFO is a tool designed to check the specifications and current status of the different hardware devices of your desktop or laptop, it also offers a few customisation and preferences options. Hence, all the best Speedfan alternatives given down below have all their important features and details properly explained so that you can go through these options one by one and pick the best one for you: 1. But because adjusting fan speeds in a PC is quite handy, there are a lot of Speedfan alternatives out there due to which choosing the right one can be a bit difficult. ![]() Unfortunately, since it does not work with every PC, you might be looking for other similar options. Speedfan is one of the best programs for manually adjusting the speed of your computer fans to any speed that you like. ![]() How to Buy the Right Pomade For Your Hair Choose Your Finish Also, they are lighter and don’t require heat or prepping before use. Water-based pomades have different shines, holds, and scents. can be rinsed off easily on the first wash. These are modern versions of classic pomades. And since these pomades don’t dry up fully, your hands will get oily when you run them through your hair. The first culprit when you have a buildup is finding residue on your pillow. How can you tell that you’ve got product buildup on your hair? Most people don’t like the fact that oil-based pomades don’t wash out in a single wash. If there’s any build-up, you may have to use a clarifying shampoo to wash it off. ![]() These pomades can have a light to high hold. They provide a s hine and hold that lasts all day. Oil-based pomades have more grease or wax in them. They’ve been around for the longest time, thanks to their unique hold and formula. You should note that most old-school pomades are (were) oil-based. Men with curly and thick hair will appreciate a strong pomade for pompadours, slick back undercut, comb over fades, and lots of other trendy hairstyles. It gives you control all day long, so you don’t have to restyle your hair. Strong hold pomades work best with t hick, short to medium-length hair. It gives you extra control and can work with thick, curly, and wavy hair. Plus, a medium-hold pomade is ideal for short to medium-length hairstyles. Medium-hold pomade is best for slick, textured, comb-over, and spiky styles. Light-hold pomade is ideal for fine and thin hair.īecause it gives hair texture and definition without weighing it down. As such, you need to know the hold strength you need for your hair style, type, and length. Pomades come with a light, medium, or strong hold. If the hair is too wet, the excess water will dilute the product thus, altering its hold and shine. But, it is best styled on towel-dry rather than dry or wet hair.īecause most pomades are activated by water hence, the reason why hair should be damp. Pomade is perhaps the only product that works for all types of hair and lengths.įrom thick to fine hair, you can get one that styles your hair the way you want. It can have a strong hold and high shine or a matte finish with a loose hold.Īnd that makes it quite easy for anyone to find one that’s designed to give him what he’s looking for. Hair pomade is a creamy, gel-like hair product that delivers different hold and shine qualities during hair styling unlike hair gel, this product does not make the hair hard and flaky. Pomade has been in use for centuries but got on the market in the late 19th century. The word pomade refers to smashed apples which was the main ingredient used to make pomade during the 19th century. Pomade – What is It, Used for, & Made of What is Pomade? I will also answer the most popular questions about usage and styling for each product.Īfter this, you will know enough to pick the right hair styling product and use it for the style you desire.How to choose the right product for your hair.Pomade, Paste, Gel, Clay, and Hair Wax – What is It, Used for, and Made of.Here is what I shall cover in this article: ![]() If you can identify the right styling product for your hair and a suitable hairstyle for your face , you’ll be off to a good start.Ī simple-to-follow guide on the different hairstyling products for men Pomade, Paste, Gel, Clay, Hair Wax. “ To achieve any hairstyle, you have to sift through an overwhelming number of hair products before finding what’s best for your hair.” A man’s hairdo says more about him than any other styling feature or accessory. |
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