Face comparison - 3. Compare Faces and Get Results. This can be broken down to 2 tasks. Fire-up AWS rekognition engine and obtain similar matches. For each of the obtained face-match — create a pre-signed URL to ...

 
Background: So far, pulsed dye lasers have been regarded as the gold standard in the treatment of port-wine stains (PWS). Recently, intense pulsed light (IPL) has been reported to achieve more pronounced fading in some patients. Objectives: To evaluate the efficacy and the side effects of IPL treatment of PWS in a direct comparison to the short-pulsed …. Sports yahoo com fantasy

There you have it, folks, a face-to-face comparison of the Roomba i3 series vs the i7 series. So, what’s the best choice? Well, the Roomba i7 is the best model in this comparison because of the advanced navigation and mapping system. With the i7 series, you get the latest iRobot navigation system dubbed iAdapt 3.0, while the i3 series uses ...Comparison of Hugging Face and Kaggle Target Audience. Hugging Face and Kaggle have different target audiences. Hugging Face is primarily focused on natural language processing (NLP) practitioners, while Kaggle is more general and caters to a wider range of data science and machine learning practitioners. Hugging Face’s tools …It has three types of evaluations: Comparison: used useful to compare the performance of two or more models on a single test dataset., e.g. by comparing their predictions to ground truth labels and computing their …Dec 9, 2022 · Cermati 2 Perbedaan Utama Face Comparison dan Face Recognition. Desember 9, 2022. Istilah face comparison muncul dalam industri produk verifikasi yang beredar di pasar saat ini. Secara umum, tidak sedikit orang yang kemudian terkecoh dengan produk ini, dan menyamakannya dengan face recognition. Namun sebenarnya, apa perbedaan antara dua fitur ... Whether you’re hiking up a mountain or just exploring a new trail, it’s important to have the right gear. The North Face is a popular brand for outdoor apparel, but it can be trick...Biometrics Comparison, Facial Recognition, Fingerprint Recognition, Iris Recognition, Palm Vein Recognition, Voice Authentication. Biometrics verifies individuals based on who they are i.e. the characteristics inherent to the individuals. These characteristics (also known as modalities) uniquely identify individuals from an entire population ...Marvel's Spider-Man Remastered is packed full of PS5 -powered visual upgrades for the original game, and one of the biggest changes is a face transplant for Peter Parker. Insomniac Games showed ...Amazon Rekognition provides you with APIs you can use to detect and analyze faces in images and videos. This section provides an overview of the non-storage operations for facial analysis. These operations include functionalities like detecting facial landmarks, analyzing emotions, and comparing faces. Amazon Rekognition can identify facial ...A triangular pyramid has three lateral faces and a triangular base. The construction of a pyramid requires a polygonal base with triangular lateral faces that meet at a common vert...Face Comparison Validator API With this API you will be able to recognize if in 2 pictures the same person appears or not. API description. Info API Documentation Pricing FAQs. About the API: With Face Comparison API, you can check if the same person appears in 2 different pictures. Our Artificial Intelligence will allow you to compare and ...Head and face reconstruction is surgery to repair or reshape deformities of the head and face (craniofacial). Head and face reconstruction is surgery to repair or reshape deformiti...Hashes for face-compare-1.1.4.tar.gz; Algorithm Hash digest; SHA256: d497ebe79d71b34a06d68ee4559f6e6566567b74d80bf85ed1919c7a250d26b9: Copy : MD5CNN —. Joe Biden is no more or less capable a president than he was two months ago. His staff is no more or less competent. But suddenly, images of Biden as a feeble septuagenarian atop a ... First, download Face/Face from The App Store, then upload photos from your phone's camera roll. The app will automatically detect the faces in your phones in front of your eyes - like magic! You can then choose which two of the detected faces to compare and see their similarity. Finally - without further ado - Face/Face will reveal your ... The face detection app helps to analyze and compare new pictures and their compatibility with the existing images. Lambda Labs offers 1,000 free requests per month with a free plan. Several paid plan options range from $149 to $1,449 per month. The demo is available here. 3. Inferdo — 100% Accuracy. Best for: face detection with age estimations The challenges caused by identical twins and look-alikes are rooted in the fact that the face comparisons in question happen between identities with high facial similarity. In both cases, two identities are matched against one another in a non-mated comparison in which a comparison or match score is returned for …Face Comparison API is used to assess the likeness between two individuals by comparing their facial features. This API can evaluate the similarity of faces from two separate …Comparison of Hugging Face and Kaggle Target Audience. Hugging Face and Kaggle have different target audiences. Hugging Face is primarily focused on natural language processing (NLP) practitioners, while Kaggle is more general and caters to a wider range of data science and machine learning practitioners. Hugging Face’s tools …For face comparison, the biometric score is the value obtained from an automated system that can compute either the distance or dissimilarity between two given faces. Automated face recognition started with the eigenfaces in 1991 by M. Turk and A. Pentland . Since then, automated face recognition has been an active subject of research in the ...Abstract: Face recognition systems are among the widely used biometrics in fields such as surveillance, access controls, attendance, forensics and other ...Restylane Refyne: According to the brand, This filler is made to help soften and minimize laugh lines, nasolabial folds, and marionette lines. Restylane Lyft: Dr. Nussbaum either uses this filler or a Juvéderm product to give the cheekbones a nice lift. “The cheekbones generally need more of a lift than the lower face.6. สร้าง Folder Images ใน Project. จากนั้นนำรูปที่ต้องการ Compare เข้าไปใส่ใน Folder. 7. Start program โดยการกดปุ่ม Run > Run Without Debugging หรือพิมพ์ Command ใน Terminal “python face.py” เมื่อ Start ...Compare faces. Compare two faces to see how similar they are. Celebrity lookalike. Find your celebrity lookalike with our cutting edge AI. First impression. Get a first impression …The surface comparison procedure in GOM Inspect is explained in this video.This video was made in the context of the Master's Project "A Quality Inspection P...A face-to-face comparison of claudin-5 transduced human brain endothelial (hCMEC/D3) cells with porcine brain endothelial cells as blood-brain barrier models for drug transport studies Fluids Barriers CNS. 2020 Aug 26;17(1):53. doi: 10.1186/s12987-020-00212-5. ...Skin photoaging manifests deeper wrinkles and larger pore size. Various lasers have been tried for rejuvenation of photoaging skin, and the quasi-long-pulsed 1064-nm neodymium:yttrium-aluminum-garnet (Nd:YAG) laser is one promising treatment option. New types of laser device are emerging, including …Here is an overview of the best face recognition APIs in 2021. 1. Microsoft Computer Vision API — 96% Accuracy. Best for: processing content from images. Microsoft Computer Vision Facial and Image Recognition API offers high-level development algorithms for image processing and return information.Best for Combination Skin: BYOMA Moisturizing Gel Cream at Amazon ($21) Jump to Review. Best for Sensitive Skin: Vanicream Daily Facial Moisturizer at Amazon ($13) Jump to Review. Best for Acne-Prone Skin: Dr. Jart+ Teatreement Moisturizer at Amazon (See Price) Jump to Review.AI Face Comparison uses AI and machine learning to compare and analyze facial features in different images. It can accurately identify if the faces in two different images …The geosynchronous and geostationary SAR concepts are known in literature since long, yet significant progresses have done in recent years. Nowadays such missions are very close to maturity, to expect realization in the medium term. In this paper, we present the state of the art in the two different concepts, and compare them face to face …Knowing you're facing eviction during coronavirus you is stressful, but you can mitigate your situation with the following steps. If the United States hadn’t been facing a housing ...The method returns a distance which will help you determine if the faces are similar to each other or not. The lower the distance, the more likely the faces to be similar to each other. In our case, it returned 0.5029092815091631. You can log the distance in the console or use it anywhere you want in the app.6. สร้าง Folder Images ใน Project. จากนั้นนำรูปที่ต้องการ Compare เข้าไปใส่ใน Folder. 7. Start program โดยการกดปุ่ม Run > Run Without Debugging หรือพิมพ์ Command ใน Terminal “python face.py” เมื่อ Start ...When a person's face is detected and it matches or mismatches the person information in the face comparison group, an event/alarm (if configured) will be triggered to notify the security personnel and you can view the face comparison information during live view on the Control Client. Manage Facial Comparison. Add Face Comparison Group ...This same nine-hour time difference was evident across numerous emails. ... the company claimed to have analyzed 900 million faces (Clearview AI, by comparison, ...Essentially, I am trying to compare two faces generated in stable diffusion. I'm trying to create a workflow so that I can consistently and accurately recreate a single face and enforce that face across multiple prompts/iterations etc. I think I've done a good job and I've found this website online which is good for a singular comparison, … First, download Face/Face from The App Store, then upload photos from your phone's camera roll. The app will automatically detect the faces in your phones in front of your eyes - like magic! You can then choose which two of the detected faces to compare and see their similarity. Finally - without further ado - Face/Face will reveal your ... Aug 14, 2022 · President Joe Biden, center, waves as he is joined by, from left, son Hunter Biden, grandson Beau Biden, first lady Jill Biden, and daughter-in-law Melissa Cohen, as they stand at the top of the ... Use Face⁺⁺ capabilities on mobile devices, offline. Process video streams easily. Others. Face⁺⁺ also provides other products including server SDK and solutions to satisfy your business needs. The face detection app helps to analyze and compare new pictures and their compatibility with the existing images. Lambda Labs offers 1,000 free requests per month with a free plan. Several paid plan options range from $149 to $1,449 per month. The demo is available here. 3. Inferdo — 100% Accuracy. Best for: face detection with age estimations Ask everyone to send you their heights and compare them together on our crisp and clean chart! Our tool can measure up to 10,000 meters, that’s about 32,808.4 feet! To give you some comparison the Great Pyramids of Egypt are approximately 449.5 feet tall. Visualize your imagination into reality with the awesome height comparison tool; it’s ...Best for Combination Skin: BYOMA Moisturizing Gel Cream at Amazon ($21) Jump to Review. Best for Sensitive Skin: Vanicream Daily Facial Moisturizer at Amazon ($13) Jump to Review. Best for Acne-Prone Skin: Dr. Jart+ Teatreement Moisturizer at Amazon (See Price) Jump to Review.Aug 4, 2020 · In Azure Face, the Face Comparison feature is called “Face Verification”. Practically, the system evaluates whether two faces belong to the same person and frames the faces with bounding boxes. As you can see below, Azure Face has concluded that our sample photos belong to different people. Response time: 394 ms. * The tech specs listed above are from testing report with newest Face Compare SDK,on real application database. The algorithms on Face Compare SDK are not the same as algorithms on other products,including Web API and other SDK,thus the tech specs are not applicable to other products. Performance of algorithms … The Amazon (AWS) Face Comparison API is a powerful tool that enables developers to compare and match faces in a database. It is a cloud-based service that is easy to use and highly accurate. The API is designed to work with a variety of facial recognition algorithms, including those based on deep learning and machine learning. Hugging Face, the AI startup, has released an open source version of ChatGPT dubbed HuggingChat. Hugging Face, the AI startup backed by tens of millions in venture capital, has rel...Face Comparison. Compare two faces of the same person and return a confidence score of the similarity. Applicable scenarios. Applicable to customer authentication, photo classification and other scenarios, such as self-service hotel check-in, personnel check-in, campus entrance passage, and photo album production.Here is an overview of the best face recognition APIs in 2021. 1. Microsoft Computer Vision API — 96% Accuracy. Best for: processing content from images. Microsoft Computer Vision Facial and Image Recognition API offers high-level development algorithms for image processing and return information.nlpguy/T3QM7. Text Generation • Updated 5 days ago • 173. Note Best 🤝 base merges and moerges model of around 7B on the leaderboard today! A daily uploaded list of models with best evaluations on the LLM leaderboard:5:23. The Bank of England this week is likely to resist signaling imminent interest rate cuts despite the arrival of new data that is expected to show inflation sinking …Comparison of Hugging Face and Kaggle Target Audience. Hugging Face and Kaggle have different target audiences. Hugging Face is primarily focused on natural language processing (NLP) practitioners, while Kaggle is more general and caters to a wider range of data science and machine learning practitioners. Hugging Face’s tools …A Comparison of the Different Types of Face Mask. Download PDF Copy. By Zainab Mustafa, BSc Reviewed by Danielle Ellis, B.Sc. In 2019, a novel virus emerged from Wuhan in China. Coronavirus 2019 ...Jul 21, 2023 · Base.64 Face Comparison API is a great Face Compare API because it offers a secure, reliable, and accurate facial recognition system as it uses advanced algorithms to compare two faces and determine their similarity. It is also fast and easy to use, making it ideal for applications that require quick and accurate facial recognition. Dec 9, 2022 · Cermati 2 Perbedaan Utama Face Comparison dan Face Recognition. Desember 9, 2022. Istilah face comparison muncul dalam industri produk verifikasi yang beredar di pasar saat ini. Secara umum, tidak sedikit orang yang kemudian terkecoh dengan produk ini, dan menyamakannya dengan face recognition. Namun sebenarnya, apa perbedaan antara dua fitur ... Pull requests. Face recognition Android with 3D passive liveness detection (anti-spoofing). This repo supports the following functionality: face matching, face compare, face comparison, facial recognition, feature extraction, face anti-spoofing and face liveness for IDV. facial-recognition face-recognition time-attendance liveness-detection ...The comparison refers to the process of analyzing and evaluating detected facial features against a database of known faces. When a security camera with face detection capabilities identifies a face within its field of view, it captures various facial attributes, such as the arrangement of eyes, nose, mouth, and other distinctive characteristics.CNN —. Joe Biden is no more or less capable a president than he was two months ago. His staff is no more or less competent. But suddenly, images of Biden as a feeble septuagenarian atop a ...Face Comparison. Compare two faces of the same person and return a confidence score of the similarity. Applicable scenarios. Applicable to customer authentication, photo classification and other scenarios, such as self-service hotel check-in, personnel check-in, campus entrance passage, and photo album production.Introducing Face/Face, The Ultimate Similarity Comparison App. Put an end to the question, 'who looks most like who?' with Face/Face. Upload two faces and watch the magical app compare their similarity. "Who do you …Should men wash their face before they shave? Visit Discovery Health to find out if men should wash their face before they shave. Advertisement If you're like most men, you wake up...Avoid dating a swindler, convict, or deadbeat. Uncover con-artists before doing business with them. Uncover abusers, sex offenders, and pedophiles. Uncover fake video reviews and testimonials. Play Demo. Find anyone online with FaceCheck.ID face recognition search engine. Search for people by photo and verify you are talking to the person they ...Find look-alike celebrities on the web using the face recognition. Results can vary on the resolution or quality of the photo. For the best result, please upload a photo of a frontal face, desirably with the gap between the eyes more than 80 pixels wide. Result is displayed for each face detected. Image files of format jpg (jpeg) with size less ...A face will almost always “fit” the Mask more closely in the Repose Frontal view than it will in the Repose Lateral view. 1. CAUCASIAN VARIATIONS – RF. ... and that the geographic races display their most significant and distinctive differences. The lateral view of the face is less critical for “recognition”, since it is generally in ...Aug 4, 2020 · In Azure Face, the Face Comparison feature is called “Face Verification”. Practically, the system evaluates whether two faces belong to the same person and frames the faces with bounding boxes. As you can see below, Azure Face has concluded that our sample photos belong to different people. Response time: 394 ms. Compare the similarity of two face photos online for free with the AI model of Toolpie. The AI model detects the faces in the photos and calculates the similarity rate, which is higher than 80% for the same person. Face Recognition. Recognize and manipulate faces from Python or from the command line with. the world’s simplest face recognition library. built with deep learning. The model has an accuracy of 99.38% on the. Labeled Faces in the Wild benchmark. This also provides a simple face_recognition command line tool that lets.Abstract: Face recognition systems are among the widely used biometrics in fields such as surveillance, access controls, attendance, forensics and other ...Landmark extraction, precise comparison. This API recognizes and extracts key facial features, performs high-precision comparisons of human faces, provides confidence scores, and determines whether the same person appears across different images. Cutting-edge facial comparison technology intelligently categorizes and manages photos.the base64 string of face image is null or empty string or damaged; the face image is not in jpg format; no face detected in image; SUCCESS. the comparison result is successfully returned, regardless whether face1 and face2 indicate the same person; SYSTEM_ERROR. other internal errors; To associate your repository with the face-comparison topic, visit your repo's landing page and select "manage topics." GitHub is where people build software. More than 100 million people use GitHub to discover, fork, and contribute to over 420 million projects. Compare any Two Palettes. Look to see if any shades between two palettes are known dupes. Submit a Dupe. Popular Products. Foundation Matrix. Use Existing Shade Tell us your current shade match, and we'll help you find a match in your next foundation or concealer! Get Matched Now ...Restylane Refyne: According to the brand, This filler is made to help soften and minimize laugh lines, nasolabial folds, and marionette lines. Restylane Lyft: Dr. Nussbaum either uses this filler or a Juvéderm product to give the cheekbones a nice lift. “The cheekbones generally need more of a lift than the lower face.The second part of the app allows you to select or take two fotos and with a slider you can compare the two fotos, for example a foto from your youth with an actual foto. Or before and after a treatments, or mother with daughter or father with son. All your results are stored and you can retrieve them and play around, creating new …QualityFilter. A filter that specifies a quality bar for how much filtering is done to identify faces. Filtered faces aren't compared. If you specify AUTO, Amazon Rekognition chooses the quality bar.If you specify LOW, MEDIUM, or HIGH, filtering removes all faces that don’t meet the chosen quality bar.The quality bar is based on a variety of common use cases.Our FaceShape app is here to unveil the mystery and help you discover your one-of-a-kind face shape. All it takes is a single photo! 📸. Simply upload a picture of yourself, and let our AI model work its magic! 💫 Within seconds, you'll receive detailed insights about your face shape, face length, jaw type, and more. But wait, there's more!Introduction: This study aimed to investigate whether the postoperative change in patients after orthognathic surgery, whose facial aesthetics was affected, led to detectable differences using Microsoft Azure, Amazon Web Services Rekognition, and Face ++, which were commercially available face recognition systems. …* The tech specs listed above are from testing report with newest Face Compare SDK,on real application database. The algorithms on Face Compare SDK are not the same as algorithms on other products,including Web API and other SDK,thus the tech specs are not applicable to other products. Performance of algorithms … Face Detection vs Face Comparison . Face comparison is different from face detection. Face detection (which uses DetectFaces) only identifies the presence and location of faces in an image or video. In contrast, face comparison involves comparing a detected face in a source image to faces in a target image to find matches. Similarity thresholds Split-face comparison of ultrapulse-mode and superpulse-mode fractionated carbon dioxide lasers on photoaged skin J Drugs Dermatol. 2012 Nov;11(11):1310-4. Authors ... The UPCO2 laser has a shorter downtime of 6.25±2.71 days compared with 6.41±2.67 days for SPCO2, but has a higher incidence of edema, spot bleeding, …POWERED BY The world’s largest Computer Vision library meets the world’s top-rated Face Recognition technology. Try Demo Register Now Certified by A product that’s good for AI and uses AI for good Face Recognition Face Matching Security Access Control Public Safety Retail Markets OpenCV Face Recognition is currently in beta. If you encounter a … The face detection app helps to analyze and compare new pictures and their compatibility with the existing images. Lambda Labs offers 1,000 free requests per month with a free plan. Several paid plan options range from $149 to $1,449 per month. The demo is available here. 3. Inferdo — 100% Accuracy. Best for: face detection with age estimations The console, API, and CLI provide the ability to use the Rekognition APIs to detect labels, analyze faces, compare faces, and find a face. AWS Lambda has blueprints for Rekognition that make it easy to initiate image analysis based on events in your AWS data stores such as Amazon S3 and Amazon DynamoDB.Measure similarity (how much they look alike) or identity (whether they are from the same person) between two faces. Please upload two photos of frontal faces with the gap … Use Face⁺⁺ capabilities on mobile devices, offline. Process video streams easily. Others. Face⁺⁺ also provides other products including server SDK and solutions to satisfy your business needs. POWERED BY The world’s largest Computer Vision library meets the world’s top-rated Face Recognition technology. Try Demo Register Now Certified by A product that’s good for AI and uses AI for good Face Recognition Face Matching Security Access Control Public Safety Retail Markets OpenCV Face Recognition is currently in beta. If you encounter a … AI Face Comparison uses AI and machine learning to compare and analyze facial features in different images. It can accurately identify if the faces in two different images belong to the same person by examining features such as distance between eyes, nose and mouth shape amongst others. This technology is commonly used in various sectors including security, e-commerce, social media, and more ... For face comparison, the biometric score is the value obtained from an automated system that can compute either the distance or dissimilarity between two given faces. Automated face recognition started with the eigenfaces in 1991 by M. Turk and A. Pentland . Since then, automated face recognition has been an active subject of research in the ...

Ask everyone to send you their heights and compare them together on our crisp and clean chart! Our tool can measure up to 10,000 meters, that’s about 32,808.4 feet! To give you some comparison the Great Pyramids of Egypt are approximately 449.5 feet tall. Visualize your imagination into reality with the awesome height comparison tool; it’s .... Map of ga coastline

face comparison

Aug 4, 2020 · In Azure Face, the Face Comparison feature is called “Face Verification”. Practically, the system evaluates whether two faces belong to the same person and frames the faces with bounding boxes. As you can see below, Azure Face has concluded that our sample photos belong to different people. Response time: 394 ms. Whether you’re hiking up a mountain or just exploring a new trail, it’s important to have the right gear. The North Face is a popular brand for outdoor apparel, but it can be trick...The image needs to be saved in a temporary storage because Rekognition turns it into a vector to search a similar face in the Collection. You can't use Rekognition on premise. Alternatively, you can use AWS Panorama, which is an appliance and software development kit (SDK) that brings CV to on-premises internet protocol (IP) cameras. …Face powder poisoning occurs when someone swallows or breathes in this substance. Face powder poisoning occurs when someone swallows or breathes in this substance. This article is ...FACEinHOLE is a free photo editing site that allows users to upload photos of themselves, friends or family to superimpose in a different "scenario." Each "scenario" has people wit...A triangular pyramid has three lateral faces and a triangular base. The construction of a pyramid requires a polygonal base with triangular lateral faces that meet at a common vert...Introduction. In this tutorial, you will learn how to use the face recognition features in Amazon Rekognition using the AWS Management Console. Amazon Rekognition is a …Here is an overview of the best face recognition APIs in 2021. 1. Microsoft Computer Vision API — 96% Accuracy. Best for: processing content from images. Microsoft Computer Vision Facial and Image Recognition API offers high-level development algorithms for image processing and return information.The geosynchronous and geostationary SAR concepts are known in literature since long, yet significant progresses have done in recent years. Nowadays such missions are very close to maturity, to expect realization in the medium term. In this paper, we present the state of the art in the two different concepts, and compare them face to face …Our AI proprietary face search engine will compare the input face to millions of faces online and will show people that are very similar to the input face. Testimonials What Our Users Say. James Robert. FaceFind found faces online even when i at first glance didn’t recognize that it’s the same person. Wow.Apr 16, 2019 ... The first step is to generate a compact face representation from the input face image. Suppose we have a CNN which takes a face image as input ... HowTo: Select processing options, select one or more images to process, wait for faces to be detected and click action buttons on the right of each face. Create and search your own face database by first assigning a person name for each face in database in format Name@yourdatabasename and then searching against all@yourdatabasename. 6. – Star by Face: Celebrity Look Alike Facial Comparison App (iOS, Android) Star by face is an app that builds a pattern of faces on uploaded photos and then matches them with celebrities: Firstly, you upload the picture. The App detects critical components on the face, including eyes, nose, mouth and position. Salina - 32 font styles from $35When zombies arrive, quickly fax judge Pat. Petrov Sans - 19 font styles from $35A wizard’s job is to vex chumps quickly in fog. Auge - 18 font styles from $35Cozy sphinx waves quart jug of bad milk. Calleo - 37 font styles from $35Fix problem quickly with galvanized jets. Introducing Face/Face, The Ultimate Similarity Comparison App. Put an end to the question, 'who looks most like who?' with Face/Face. Upload two faces and watch the magical app compare their similarity. "Who do you …info. Install. About this app. arrow_forward. Face Match app is the best way for comparing the faces. Face Match detects the faces from the images using computer vision and artificial...The scope of this comparison is limited to the faces that are detected in the target image. For more information, see Comparing faces in images. The various Search operations seen in the following list compare a face (identified either by a FaceId or an input image) with all faces stored in a given face collection:The tool can be used as a demo but is not free. After uploading a photo, you can use the buttons to compare faces, look up famous people, and look up Wikipedia. The tool allows bulk uploading and image comparison. In addition to classifying faces using 101 pro facial features and 22 essential facial pointsCountry Comparison tool. Select one or several countries/regions in the menu below to see the values for the 6 dimensions. The data in the graph below may be used for non-commercial or non-profit purposes only. For inquiries regarding commercial use and to gain access to detailed cultural data, including regional and demographic ….

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