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Using Marginalia Search’s Backlink Search On how to set up a custom search engine shortcut for Marginalia’s free and open source backlink search functionality.

Using Marginalia Search’s Backlink Search Marginalia Search may well be the best open source independent search engine on the web. Here, we look at how it can be used to find backlinks to indexed...

#Tech #Guides #Backlinks #Linking #Marginalia #Search #Search #Engines

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#Artificial #Intelligence #Search #Engines #Computers #and #the #Internet #Google #Inc #internal-open-access-from-nl

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7 Image Search Techniques: Guide to Find, Verify, and Optimize Visual Content **Image search techniques** has not only made it easy to search for products and services but also made reverse image search possible. With a few words or keywords, you can find the right image for your blog and content. Google Lens processes 12 billion searches every month. Image search itself accounts for 25% of all Google searches. If you are a marketer, blogger, designer, researcher, or journalist, then image search should be your most powerful tool. _Other people are reading_ : **How to Deal with Evergreen Content** While everyone knows how to search on Google, very few know how to search using images. Today, I am sharing everything about image search techniques in 2026, such as: * What is Image Search? * How Do Image Search Engines Actually Work? * The Main Types of Image Search Techniques * What are the Best Image Search Tools? * What are the common Mistakes and the future of Image Search? ## Image Search: **Image search requires visual input**. It is different than traditional text-based search. You can use image search to search for images, products, information, and sources online. It is easy to upload a photo, image URL, or use a mobile camera to capture a physical object and search to get related results. **There are two types of image search, which are quite popular:** * **Forward Image search** : You type a keyword to retrieve images. * **Reverse Image Search** : You use images to get relevant or related images. The modern Image search techniques use both approaches to blend visual search with text metadata and deliver the best search results. **Different people use image search for different purposes:** * **Journalists** : Image search to fact-check viral photos. * **eCommerce** : Use images to identify stolen product shots * **Designers** : Use image search to find the source of visuals. * **Researchers** : Use image search to track scientific diagrams. * **Brands** : Use to detect logo misuse. ### How Do Image Search Engines Actually Work? Before learning the image search techniques, it is a must to **understand how the image search works. It is not a single algorithm.** It is a layered search that covers 3 stages: extraction, indexing, and measurement. #### Feature Extraction: It is the first step when you upload an image. Search engines convert the image into a numerical representation known as a vector or embeds to analyze properties such as spatial patterns, textures, shapes, edges, and colors. * **Traditional methods** : Scale-Invariant Feature Transform (SIFT) and Speeded-Up Robust Features (SURF) detect and describe image features. These features stay the same regardless of the size of the image. This type of search struggles with complex image searches. * **Modern deep learning methods** : Convolutional Neural Networks (CNNs) such as VGG and ResNet were trained on billions of images. When you upload a new image, it produces 2048 dimensions for ResNet. It understands information like color, shape, relationship, contextual patterns, and what object presents. #### Indexing: It is the second stage. After extracting the image features, it is necessary to organize the retrieval across billions of images. * **Locality-Sensitive Hashing (LSH)** : It maps similar features into the same hash bucket. It saves time as your image does not need to be compared with billions of images, but only with the images in that bucket. The system only extracts information from the same set of vectors. * **Tree-based structures** : Facebook AI Similarity Search (FAISS) and Approximate Nearest Neighbors Oh Yeah (Annoy) are users for large-scale systems. FAISS supports vector quantization and GPU acceleration. It compresses HD vectors to complete a scaled search in seconds. #### Similarity Measurement: It is the final stage. It compares your query feature with indexed image candidates to rank according to relevance. **It uses metrics like:** * **Euclidean distance** : Straight line distance between two vectors in features. * **Cosine similarity** : Measures the angle between two vectors. It works best for semantic embedding. * **Hamming distance** : It is used for binary hash representations. It counts the number of bit positions where hashes differ. ### Image Search Techniques: Now that you know how image search works, it is time to understand what the best image search techniques are. ### 1. Keyword-Based Image Search: It is one of the **most common types of image search**. You type the word or query in the search engine, and it displays images ranked by relevance. The search engine will use your text to match with the metadata of indexed images. It uses file name, alt text, body text, captions, structured data, and page headings. This method works best for content discovery and inspiration. The only weakness of this method is that the success of its search depends upon how well the images are labeled and described. It means that a stunning image with no alt text and no context will not appear, even if your query is related to that image. **Tips:** * Use layered descriptors rather than using single-word queries. * Include features like color, style, orientation, and resolution. * Use filtering tools for size, usage rights, and date. ### 2. Reverse Image Search: **Reverse Image Search** is a popular way to identify the misuse of images or logos. In this search, you add an image to the search rather than text. The search engine analyzes your image and compares it with already indexed images to display the search result. It displays all the pages where that image appears. **Professional Use Cases:** * Verify the source of the image * Detect unauthorized use of your own images * Identify if the image has been manipulated * Find an HD version of low-quality images * Locate products seen on social media without their names. **Note** : Fact-checkers and journalists rely on reverse image search. 68% of journalists use it to identify the source of images. ### 3. Visual Similarity Search: **Visual Similarity Search** is different than Reverse Image Search. Reverse image searches look only for exact or near-match images. Still, **visual similarity searches find images that have similar structural characteristics or aesthetics** , such as style qualities, design patterns, layouts, and color palettes. Pinterest Lens is the best example of Visual Similarity Search. You upload a photo of a blue velvet sofa, and the platform searches for related furniture even if there is no sofa in the search results. It is beneficial for businesses like eCommerce, fashion, and interior design. You do not need to know the product name, designer or category to search the platform. Visual similarity search relies on Convolutional Neural Networks (CNNs). These capture compositional and aesthetic information. ### 4. Object Recognition and Selective Search: Rather than searching the whole image, it allows you to **select a portion of the image and perform a search based on your selection.** Bing Visual Search Crop Feature allows you to crop an image and then perform a search. You can select watch on lifestyle photos, and it will display the images related to that watch. Google Lens also performs a similar function. It is the best technique when you must search for a part of the image rather than the whole image. For example, you can search for the logo on the brand magazine cover image. Note: the technology behind object recognition and selective search uses extraction and similarity features for a cropped region of the image rather than the complete image. ### 5. Pattern and Color-Based Search: Some image search engines and design platforms offer advanced filters like color palette or visual patterns. Brand managers and designers can use pattern or color-based searches to find images within the hue ranges. Dedicated design tools use techniques to extract color histograms and palette information during feature extraction. They later use this information with feature vectors. ### 6. Facial and Object Recognition Search: **Facial recognition search identifies faces or individuals across image databases**. They compare facial geometry extracted from uploaded photos. Object recognition extends facial recognition search to logos, animals, vehicles, and other items. * Media organizations are using these techniques for photo archives. * Law enforcement also uses these for identity verification. * Social media platforms use it for content moderation. Yandex Images, LensGO AI, and EyeMatch are the best examples of facial and object recognition search engines. **Note** : Always approach facial recognition search with a sense of privacy and ethical consideration. ### 7. Metadata and EXIF-Based Search: **Image contains structured information**. Cameras and editing software often leave information like EXIF data, camera model, GPS coordinates, lens information, and timestamp. Tags, file names, captions, and all text also contribute to how search engines categorize and retrieve image search results. **EXIF data is less relevant in search results.** But Metadata is still a critical part of image search results. For example, A file name green-artistic-coffee-mug.jpg is more discoverable than 123.jpg. ### The Best Image Search Tools in 2026 Tool | Best For | Reverse Search | Standout Feature ---|---|---|--- Google Images and Lens | General discovery, SEO | Yes | Massive index, entity recognition, Lens integration LensGo AI | Facial recognition, copyright monitoring | Yes | Category filters such as; People, Duplicates, Places, Similar; alert system TinEye | Image provenance, copyright protection | Yes | Fingerprint finds altered or resized copies Bing Visual Search | Product research, object isolation | Yes | Crop-to-search within an image Yandex Images | Faces, landmarks, Eastern European content | Yes | Strong facial and object recognition Pinterest Lens | Fashion, lifestyle, interior design | Yes (visual) | Visual discovery Openverse | Openly licensed images | No | Creative Commons filters Baidu Images | China market research | Yes | Localized indexing of Chinese-language **Note** : No single image search tool is perfect. You may need to use more than one platform for research and verification. Google Images and TinEye offer maximum coverage for reverse image search. Bing's crop feature and Pinterest's visual similarity results are best for product research. ### Image Search Techniques for SEO: Even in 2026, images are underused organic traffic channels. You must understand that optimized images can rank better in Google Images. It can also appear in Discover and visual carousels. This strategy increases topical authority. **Here is how SEOs can Optimize Images for Search:** #### Technical Optimization: * Use descriptive and relevant file names. * Do not use serial numbers and underscores. * Serve images in AVIF or WebP formats. * Use lazy loading to improve load time and CWV score. * Make images crawlable. * Use canonical tags. #### On-Page Optimization: * Alt text is a must for images. Make it descriptive. * Place images near related body text. * Us captions * Use ImageObject schema markup to add structured data. #### Image Sitemaps: **eCommerce, news websites, and portfolio platforms should submit image sitemaps**. This ensures that your CMS, lazy loaders, and JavaScript are discoverable and indexed. Image sitemaps ensure that images get an indexing opportunity. #### Measure Image Search Performance: **For the success of your image SEO best practices** , it is a must to measure image search performance. Use the Image Search Filter in Google Search Console to track clicks, impressions, and CTR. Deep impressions, but low CTR means image quality is poor, or the image is misaligned with the content. Low impressions indicate relevancy or indexing issues. ### Reverse Image Search for Brand Protection and Verification The maximum use of reverse image search is to identify **misuse of intellectual property and detect misinformation.** #### Photographers and creative professionals: Use LensGO AI and TinEye to run regular reverse image searches. Whenever your image appears on a new platform, these platforms send you a notification. #### Brand Managers: **Monitor unauthorized use of logo and brand assets.** You can use reverse image search to identify counterfeit products, impersonating them in ads, and unauthorized use of brand images. #### Journalists and researchers: **Do not blindly publish images sourced from the internet.** Use third-party image search tools to perform reverse image search. Identify when the image first appeared on the internet. #### eCommerce: **Monitor if a competitor uses your images.** Unique and original images are required to rank in search results. ### Image Search Results Common Mistakes: #### Low-quality images: **Low-quality and heavily cropped** images are bad for image search. They do not carry enough visual information to perform research. #### Single Image Search Engine: **Relying on only one image search engine is also a mistake**. You must use two or more search engines to find out everything related to the images. #### Do not Ignore Image SEO: **Ignoring Image SEO** reduces your chances to rank in image search. Do not waste the value on your digital assets. #### Stock Images: **Relying on stock images** often creates issues. Stock image platforms sell the same image to thousands of websites. It becomes hard to identify who owns the image. ### Future of Image Search Techniques: **Multimodal AI has changed the trajectory of image searches**. It uses text, images and even voice in a single query to search for images. Google Lens already offers real-time camera-based search. It will mature into a more physical environment. Augmented reality devices will make users identify products, landmarks, artworks, and plants by just looking at them. AI-generated image detection is also becoming important for image verification. Synthetic images are becoming indistinguishable from naked eye. ### Conclusion: **Image search techniques have evolved from text-based search to multi-layered image search**. Real-time visual recognition, semantic embeddings, extraction algorithms, and approximate indexing make image search effective. You can use image search techniques to verify a photograph's authenticity, unauthorized use of brand assets, and find a product you saw online. SEOs can also optimize images for Google Image search for better ranking. There is one thing common across all image search techniques, and that is the alignment between an image's visual content, metadata, context, and intent. ### FAQs: #### What is the difference between reverse image search and visual similarity search? Reverse image search works as an investigation to find the misuse of digital images. Visual similarity search finds images based on structural qualities. #### Which image search tool is most accurate for finding stolen or duplicated images? TinEye is the most accurate tool to find stolen and duplicate images. #### Does image search work for identifying AI-generated images? It is not yet reliable to identify AI-generated images. #### Can image search be used for SEO, and does it drive traffic? Yes. SEOs can index their images in Image search results and boost their organic traffic. #### What is alt text, and how important is it for image search? Alt text is an HTML attribute that describes the content of an image. **Other helpful articles:** * Brave Search Standalone Image Index and Video Index * How To Search With Text & Images * 12+ Best Sites to Find free images online

7 Image Search Techniques: Guide to Find, Verify, and Optimize Visual Content

#Image #Search #Image #Search #Engines #SEO #SEO #Tips

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It’s been two years since the Remakes And Remasters Of Old DOS Games article. Nostalgia still sells handsomely thus our favourite remaster studios (hello Night Dive) are cranking out hit after hit. It’s time for a small 2026 update. I’ve also updated the original article just in case you might find your way here through that one. Below is a list of remakes and remasters announced and/or released since April 2024: ## Adventure games * **Little Big Adventure** : Twinsen’s Quest released in November 2024 is a complete graphical overhaul of the original. * Not a remake but still noteworthy; **Gobliins 6** is a sequel to a 34 year old DOS game! ## Shooters Guess what, Nightdive is still running the show here: * **Star Wars: Dark Forces** got a remaster; * Although not a DOS game, **Outlaws** got the remaster treament as well * Oh, and yes, **DOOM I + II** is another masterpiece; * As is the **Heretic + Hexen** package; * As did **Blood** as Refreshed Supply (again?). At this point I don’t even know where to start! ## Platformers * **BioMenace** : Remastered by the same devs that did the Duke Nukem 1 & 2 remasters on Evercade. I enjoyed it, it’s good! * A **Halloween Harry** -inspired top-down 3D version is currently being made that only shares the name & style of the original—luckily, not the crappy level design. * Ubisoft remastered the original **Rayman** (30th Anniversary Edition) but it wasn’t met with much success. They changed the included GBA music—that’s what SEGA would have done, right? Monster Bash HD is still being worked on (I hope?). ## Strategy * I found a **Masters of Magic** remake (2022) on Steam that’s been met with some positive reception. I didn’t play the original so can’t say how faithfully it’s related to the DOS version. * Blizzard also decided to cash in with the **Warcraft I+II** remaster bundle. I was mostly a Wacraft III person so I can’t comment on this. ## Other * Someone did a **Wacky Wheels** HD Remake on `itch.io`? Wow! Best approach this carefully, it looks to have its own technical problems. Did I miss something? Let me know! folder icon `retro` tag icon `games` `dos` `engines`



#games #dos #engines

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Post by @turboautoparts01 · 1 image 💬 0  🔁 0  ❤️ 0 · Used Lexus Engine for Sale | GS300, IS-F & RX Guide · Used Lexus Engine — When You Replace the Engine in the World's Most Reliable Car, You Owe It the Best Replacement Available L…

Used Lexus Engine for Sale | GS300, IS-F & RX Guide

The fact that you're searching for a used Lexus engine means your car has either been driven long enough and hard enough to reach a genuine mechanical limit

www.tumblr.com/turboautopar...

#Lexusengine #usedengines #engines #Lexus

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Used Saab Engines for Sale | B234 & H-Series Engine Guide Looking for used Saab engines for sale? This guide covers B234, H-series engines, what to inspect, compatibility tips, and where to buy with a 3-year warranty. Used Saab Engines for Sale — Keeping …

Used Saab Engines for Sale | B234 & H-Series Engine Guide

They keep them running long after most people would have traded for something newer, they know the quirks and the character traits by heart.

buyingausedengine.wordpress.com/2026/04/02/u...

#saabengines #usedengines #engines

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OpenAI ChatGPT Enables Location Sharing For More Localized Near Me Results Last week, OpenAI announced a new feature for ChatGPT named location sharing. This allows you to share your precise location with ChatGPT, so ChatGPT can give you more localized and near me results.



#Other #Search #Engines

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Dang does that look good or what?! Our 363ci short-deck Ford is getting fired up to make some real power pulls with the guys from Blacktop Speed Shop and this thing is going to make some POWER!
#dyno #engines #v8sound #chop #smallblockford

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Original post on webpronews.com

When AI Learns to Fix Its Own Code: The Quiet Merger of Large Language Models and Completion Engines Researchers are fusing large language models with deterministic completion engines to build hybr...

#AITrends #automated #program #repair #completion #engines […]

[Original post on webpronews.com]

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Big gains on a budget?✅ 8500+ RPM?✅50 MPH?✅Hilarious amounts of fun?✅If that sounds like you, hit the link below and check out the full build on this speed demon!
www.youtube.com/watch
#gokart #karting #engines #camswap #carbureted

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FX K303 Tuned 1/8th off-road nitro engine [wartelleshop_button url="www.wartelle-shop.com/PBSCCatalog.asp"] [absolutehobbyz_button url=...

#1/8th #Nitro #Buggy #1/8th #Nitro #Truggy #FX #Engines #News #Nitro #Engines

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FX K303 Tuned 1/8th off-road nitro engine [wartelleshop_button url="www.wartelle-shop.com/PBSCCatalog.asp"] [absolutehobbyz_button url=...

#1/8th #Nitro #Buggy #1/8th #Nitro #Truggy #FX #Engines #News #Nitro #Engines

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FX K303 Tuned 1/8th off-road nitro engine [wartelleshop_button url="www.wartelle-shop.com/PBSCCatalog.asp"] [absolutehobbyz_button url=...

#1/8th #Nitro #Buggy #1/8th #Nitro #Truggy #FX #Engines #News #Nitro #Engines

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Its HERE! Engine Power's 212cc Predator engine build and chassis dyno video dropped on the their YouTube channel and its a blast. This is only Stage 1 and we end up turning this thing 8500 RPM by the end! Hit the link below!
www.youtube.com/watch
#gokart #engines

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Google's AI-powered conversational Search Live tool is going global — with real-time answers now available in more languages After an initial rollout in the US, Google’s Search Live is now ...

#Search #Engines #Computing #Internet

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FULL FORCE FRIDAY:🆕Mar 27 5⃣🎧

BLACK LABEL SOCIETY - Engines of Demolition 🇺🇸⚛️

12th album from Los Angeles, CA, U.S Southern/Groove Metal outfit⚛️

BC➡️blacklabelsocietyband.bandcamp.com/album/engine...⚛️

#BlackLabelSociety #Engines #MNRKHeavy #FFFMar27 #KMäN

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Be afraid, be very afraid !! This is what rodents can do if you leave your car stationary for too long. My brother’s car engine cut out- this is the damage found. #Rodents #Engines #Cars

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Global carmakers retreat en masse from electric vehicle plans Rolls-Royce is latest of more than a dozen groups to change course as demand for petrol engines persists

www.ft.com/content/1198...

"12 global #carmakers are scaling back their #electric #vehicle plans amid stubborn demand for #combustion #engines and a rollback of supportive policies in both the #US and #Europe "

Suicidal in every way you can think.

#oil #EV #batteries #transportation #cars

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Our 363 is coming together now!! Engine Power started assembly on their Summit Racing SPC Small Block Ford and with everything measured and prepped the short block will be coming together and the dyno coming soon!
#engine #engines #enginebuild #sbf #newparts

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First ChatGPT Ads Offer Little Data To Advertisers The Information wrote "OpenAI’s First Advertisers Can’t Prove ChatGPT Ads Work." In short, the ChatGPT ad platform from OpenAI shares almost no data with advertisers. It is low tech, there is no ad performance data, and it also has very limited ad targeting features.



#Other #Search #Engines

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First ChatGPT Ads Offer Little Data To Advertisers The Information wrote "OpenAI’s First Advertisers Can’t Prove ChatGPT Ads Work." In short, the ChatGPT ad platform from OpenAI shares almost no data with advertisers. It is low tech, there is no ad performance data, and it also has very limited ad targeting features.

First ChatGPT Ads Share Little Data To Advertisers The Information wrote "OpenAI's First Advertisers Can't Prove ChatGPT Ads Work." In short, the ChatGPT ad platform from OpenAI sha...

#Other #Search #Engines

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My oc Maystone ' ve new art!
#ThomasAndFriends #ThomasTheTankEngine #Oc #Engines #Locomotives #ТомасИДрузья #ПаровозикТомас #Ос #Паровозы #арт #art #myart #Trains

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Time to order up some pushrods from Summit Racing Equipment for this 363ci SBF! Getting hte geometry right is critical, so should they do a full length video on how to properly measure for pushrod length??

#enginebuilding #smallblockford #valvetrain #engines #enginebuilding

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#Computers #and #the #Internet #Search #Engines #Sex #Crimes #Public #Relations #and

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#Computers #and #the #Internet #Search #Engines #Sex #Crimes #Public #Relations #and

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Dual Fuel Engine Market Size, Share Forecast 2035 | MRFR Dual Fuel Engine Market projected to reach USD 4.235 Billion, at a CAGR of 10.2% during 2026 to 2035, driven by Growing demand for cleaner energy solutions drives innovation in the Dual Fuel Engine Ma...

Dual fuel engines provide flexibility by using both conventional and alternative fuels. #Engines #CleanEnergy
www.marketresearchfuture.com/reports/dual...

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‘Another internet is possible’: Norway rails against ‘enshittification’ Absurdist video urges policymakers and users to resist deliberate deterioration of platforms and devices



#Norway #Technology #World #news #Europe #Social #media #Search #engines #Online #shopping

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REDS Racing 321 ESTREMO X Line off-road nitro engine [wartelleshop_button url="www.wartelle-shop.com/PBSCCatalog.asp"] [donutsracing_button url=&...

#1/8th #Nitro #Buggy #1/8th #Nitro #Truggy #News #Nitro #Engines #Off-road #classes

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REDS Racing 321 ESTREMO X Line off-road nitro engine [wartelleshop_button url="www.wartelle-shop.com/PBSCCatalog.asp"] [donutsracing_button url=&...

#1/8th #Nitro #Buggy #1/8th #Nitro #Truggy #News #Nitro #Engines #Off-road #classes

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REDS Racing 321 ESTREMO X Line off-road nitro engine [wartelleshop_button url="www.wartelle-shop.com/PBSCCatalog.asp"] [donutsracing_button url=&...

#1/8th #Nitro #Buggy #1/8th #Nitro #Truggy #News #Nitro #Engines #Off-road #classes

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