Ai to summarize text


The Salesforce algorithm is dramatically better than anything developed previously, according to a common software tool for measuring the accuracy of text summaries. This presentation is made at H2O Artificial Intelligence Meetup on 12 Sep 2017 on the topic of "The Magic of Text Summarization using Deep Networks". org. For The multi-document summarization technology is now coming of age - a view supported by a choice of advanced web-based systems that are currently available. Another approach is to simply summarize as humans do, which is to not impose the extractive constraint and allow for rephrasings. The results are displayed in the top right corner without affecting web speeds. 140 characters 250 characters 500 characters Extractive models select relevant phrases of the input document and concatenate them to form a summary. Google Cloud Natural Language is unmatched in its accuracy for content classification. Schedule your free consultancy via the form below, and get a personalized recommendation from our AI experts. Press the "Process Text" button, and you are good to go. text. . The intention is to create a coherent and fluent summary having  Reduces the size of a document by only keeping the most relevant sentences from it. Please wait, we will send you an email when the summary is ready. Get in Chrome Store Text Summarization is a subtask of Natural Language Processing (NLP) to generate a short text but contains main ideas of a reference document. Developers will need a SMMRY API key in order to access the API. The various engines behind Copernic Summarizer are no longer updated or fixed. Get sentiment analysis, key phrase extraction, and language and entity detection. Teaching machines to understand – and summarize – text June 21, 2017 8. 14 May 2017 New, 3 comments. SummarizeBot is AI and Blockchain-Powered summarization bot! It can summarize any kind of information for you. AI Title:Pretraining-Based Natural Language Generation for Text Summarization CL); Artificial Intelligence (cs. Skim AI's is democratizing access to machine learning tools to help you make better, more informed decisions, faster. to create lecture notes, summaries of daily meetings). Keywords: adaptive clustering, feature fusion, neural networks, pruning, text summarization 1 Introduction With the explosion of the World Wide Web and the abundance of text material available on the Internet, text summarization has become an important and What to expect – PTE – SST – Summarize Spoken Text In this section, you will hear a short audio lecture. ReVerb: Open Information Extraction Software, extracts binary relationships like high-in (winter squash, vitamin c) without requiring any relation-specific training data. Followers. 2005  in artificial intelligence have investigated the place of global text organizing features ( involves the recognition of text structures and the ability to summarize. Hovy, Lin AI Agent plans summary; Winner of prize at IJCAI. [1] Integrate our premium text and image analysis APIs into applications that may require artificial intelligence features. To help companies unlock the full potential of machine learning, AI, and data science for solving their business tasks and getting competitive edge. In this blog I explain this paper and how you can go  25 Feb 2019 Change to browse by: cs · cs. The output summary will consist of the most representative sentences and will be returned as a string, divided by newlines. When you are happy with the summary, copy and paste the text into a word processor, or text to speech program, or language translation tool Salesforce created an algorithm that automatically summarizes text using machine learning AI-powered tl;dr. Below is a breakdown of the text’s central idea and key details for the first three paragraphs. Heliograf, the Washington Post’s own news bot, produced about 300 briefs on the Rio Olympics of 2016, and has since covered U. SMMRY API Developers are able to implement SMMRY into applications that may require a summarization of a webpage or block of text. However , I am not getting any response. Artificial intelligence in medicine. elections and high school football games; it produced about 850 articles in its first year, according to Digiday. In this article, we will see how we can use automatic text summarization techniques to summarize text data. The applications of text summarization will have many uses in so many areas of Thankfully, this is an area where AI and Machine Learning can shine. Semantics-based Artificial Intelligence (AI) techniques developed in the 1970’s and early 80’s promised to provide the necessary reasoning capabilities. Data Structuring and AI Solutions. It describes how we,  SummarizeBot provides AI cloud services for text and multimedia analysis, it extracts Article Summarization: Summarizes an article into a few key sentences . tagtog, the text annotation tool to train AI. Google's text summarization TextSum, is a seq2seq model which ends up /ai- research/tl-dr-reinforced-model-abstractive-summarization/. Automatic summarization is the process of shortening a text document with software, in order to create a summary with the major points of the original document. After many years, support for Copernic Summarizer ended on April 30th 2016. But you can read more about NLTK here to install in your machine. Text Summarizer Online; Text Summarization API. Keywords: adaptive clustering, feature fusion, neural networks, pruning, text summarization 1 Introduction With the explosion of the World Wide Web and the abundance of text material available on the Internet, text summarization has become an important and Finally, the modified neural network is used as a filter to summarize news articles. 3x or 1. 28 Mar 2018 From among the various types of article distribution services, this field trial placed particular focus on summarizing text-based news for  18 Feb 2019 Latent Dirichlet Allocation. Note: This is an extractive text summarization technique. Authors summarize their books on the back so you’ll get a notion of what the books are about. columbia. Paste an article, text or essay in this box and hit summarize; we'll return a shortened copy for you to read. Summary. I let an AI simulator summarize Super Bowl LIII submitted 1 "Lets read the mangled text put out by this AI program" is one thing i hope the internet gets over. After the preprocessing step each text element – a sentence in the case of text summarization – is considered as a N-dimensional vector. London · Content Summarization. Neural Text to Speech. Artificial Intelligence Natural Language Processing Text Summarization  1 Feb 2019 Text summarization is the technique of shortening long documents or texts ' Neural Attention' by Facebook AI utilizes a local attention-based  There are two main approaches to summarizing text documents –. Length of summary. 55pm EDT Karuna Pande Joshi , Tim Finin , University of Maryland, Baltimore County Yes, there are a lot of tools and websites that use Artificial Intelligence to summarize documents, scanned articles and even audio files (e. Text mining  1 Nov 2018 Learn about Automatic Text Summarization, one of the most challenging Registrations Opening for Certified AI & ML BlackBelt Program : 31st  22 Apr 2019 This is an Inside Science story. The main idea of summarization is to find a subset of data which contains the “information” of the entire set. Agolo is the world’s most advanced summarization software. com/2016/08/text-summarization-with-tensorflow. Here's a list of 30+ summarizer APIs, libraries and software for semantics analysis, summarizing and processing text, some available on Mashape. Applying the latest in deep learning innovation, the Neural Text to Speech capability makes the voices of your apps nearly indistinguishable from recordings of people. Wednesday, August 24, 2016. Technologies that can make a coherent summary take into account variables such as length, writing style and syntax. SummarizeBot - use my unique artificial intelligence algorithms to summarize any kind of information. 8x) and see what comes out. It is a process of generating a concise and meaningful summary of text from multiple text resources such as books, news articles, blog posts, research papers, emails, and tweets. For businesses it structure unstructured data by creating a better version of it. Training software to accurately sum up information in documents could have great impact in many fields, such as medicine, law, and scientific research. Text  5 Jan 2017 Automatic text summarization is part of the field of natural language import Algorithmia input = "In the history of artificial intelligence, an AI  10 Jan 2019 Text summarization using IBM Watson Studio can help reduce reading time, make the selection process easier, and improve the effectiveness  13 Dec 2017 We love getting more information: from news, social media, and even blog posts. 1.  Microsoft researchers have created technology that uses artificial intelligence to read a document and answer questions about it about as well as a human. API Document; Text Summarization API for Python; Text Summarization API for Ruby; Text Summarization API for Node. If GPT-2 can generate endless, coherent, and convincing fake news or propaganda bots online, it will do more than put some Macedonian teens out of a job. Use this online summarizer to get a brief summary of a long article in just one click. (Tambe et al. It is the best article rewriter available, and can completely paraphrase an entire article for free. Skype had previously sent out invites to join its Summarize Spoken Text (AI 评分) Multiple Choice (Single) Multiple Choice (Multiple) Highlight Correct Summary Select Missing Word Fill in the Blanks Highlight A cool feature in Microsoft Word is it lets you Automatically summarize articles and find key points of the document so you don’t have to read the entire thing. use my unique artificial intelligence algorithms to summarize any kind of information. Stride. Lehnert’s work on Plot Units (Lehnert 83) is an interesting historical example. 4 Sep 2018 Text summarization is a subdomain of Natural Language . g. Abstractive models generate a summary… RapidMiner Text Mining. According to Manish Prakash, Country General Manager-PS, Health and Education, Microsoft India, said, "With AI being the defining technology of our time, it is transforming lives and industry and the QuillBot | Free Paraphrasing Tool - Best Article Rewriter QuillBot is a state-of-the-art paraphrasing tool. Don't worry! SIGIR'99 Tutorial Automated Text Summarization, August 15, 1999, Berkeley, CA. We'll go over word embeddings, encoder-decoder architecture, and the role Help me! You have problems with the Summarize tool? Or perhaps you want to know its full potential? Read this quick guide and see how you can improve your results. This is the first systematic review of text summarization in the biomedical domain. They interpret these data as instructions for displaying text, sound, images, or videos that are meaningful to people. Now, there are 4 (four) key elements that you must keep in mind when writing your summary. This model aims to reduce the size to 20% of the original. Summarize your long texts, papers, researches, weblinks, etc. The message window says (message) sent. I. Extractive https://ai. This saves you time and gets to Microsoft develops flexible AI system that can summarize the news Condensing paragraphs into sentences isn’t easy for artificial intelligence (AI). 2. Double Click on a sentence in your browser to save it for later and retrieve it in easily organized themes with citations. But academic writing also demands some other skills like texts summarizing. The best part - get it done without the help of an NLP expert or data analyst. Vancouver, Washington was where the first Father's Day celebration occurred. However, analyzing the ways key details develop throughout a text can help you determine the author’s meaning. IMAKITA is fast, simple and accurate AI text summarizer. TLDR This also comes with a chrome extension, allowing you to summarize any webpage at the click of a button. You need to write a summary for a fellow student who was not present. The intention is to create a coherent and fluent summary having only the main points outlined in the document. With our Summarization endpoint, you can not only reduce your piece of text into a consumable chunk, but you can also decide how short or long you want your summary to be. It maybe an impossible mission but thanks to the development of technology, nowadays we can create a model to generate from many texts that convey relevant information to a shorter form. Machine learning, a fundamental concept of AI research since the field's inception,  Transform complicated text into short, digestible summaries that save you time and clarify your communication. Given the bottleneck of reading long-form text, wouldn't it be  Online Automatic Text Summarization Tool - Autosummarizer is a simple tool that help to summarize large text documents and extracting the most important  To induce summarization behavior we add the text TL;DR: after the article and generate 100 tokens with Top-k random sampling (Fan et al. Inspired by the performance of Neural Build an Abstractive Text Summarizer in 94 Lines of Tensorflow !! (Tutorial 6) This tutorial is the sixth one from a series of tutorials that would help you build an abstractive text summarizer using tensorflow , today we would build an abstractive text summarizer in tensorflow in an optimized way . Machine learning clustering techniques are not the only way to extract topics from a text data set. The DeepAI Text Summarization API returns data of a reduced document by Featured today are several APIs for adding Artificial Intelligence features to  7 Aug 2016 plete sentences – from a source text, and abstrac- ments of a summarized text by a relevance score and selecting . You can get summary of the text by select and right click. It is an AI-powered bot which can easily create a summarized version of text from the supported files on Facebook Messenger/Slack. Copy and paste either the URL or the text of the article you'd like summarized. Read your summarized text. In this series we will discuss a truly exciting natural language processing topic that is using deep learning techniques to summarize text , the code for this series is open source , and is found in a jupyter notebook format , to allow it to run on google colab without the need to have a powerful The company will provide AI development tools and Azure AI services such as Microsoft Cognitive Services, Bot Services and Azure Machine Learning. On the other hand, if you want to take a deeper dive, a more comprehensive list of text summarization methods can be found in Dragomir Radev’s Lectures. AI-powered tl;dr The researchers explain that automatic text summarization works in two ways: extraction or abstraction. Microsoft Power BI Desktop is a free application that lets you connect to, transform, and visualize your data. edu. That's why you may need a decent summarizing tool to save your time. 03616, International Joint Conference on Artificial Intelligence and European Conference on Artificial Intelligence (IJCAI-ECAI), 2018. js; Text Summarization API for Java; Text Summarization API for PHP; Text Summarization API for Objective-C; Text Summarization API for . Start for free, no payment or credit card information required! Together, these AI improvements enable algorithms to create easy-to-read, highly accurate multi-sentence summaries of long text, significantly improving on previous results. (Inside Science) -- If your eyes have ever glazed over while reading scientific literature, a new system powered  SummarizeBot is AI and Blockchain-Powered summarization bot! It can summarize any kind of information for you. Verified email at cs. 20. Such summary statistics are useful when you want to understand the characteristics of the complete dataset. 5x to 1. Focus and I said this before, on the story’s main idea. At Hearst, we publish several thousand articles a day across 30+ properties and, with natural language processing, we're able to quickly gain insight into what content is being published and how it resonates with our audiences. 6 Nov 2018 Condensing paragraphs into sentences isn't easy for artificial intelligence (AI). You have just automatically summarized the text using simple math (yeah, really!) What next? Play with it: Try to change the threshold value (1. ai. The scientists from Microsoft’s Cambridge based research team explained their AI framework capable of discerning relationships in “weakly structured” text, beating out NLP alternatives for text summarization tasks, in their paper, “Structured Neural Summarization“ published on Arxiv. Text Summarization API. If you want to get even more information from text? Take a look at our implementations of Named Entity Recognition and Parsey McParseface algorithms to extract even more information from your documents. If you would like a different summary, repeat Step 2. In a somewhat similar fashion, the second bot, named Summarize, reads a link to an online story and summarized it in three paragraphs. How to use the chrome extension? AI A new AI algorithm summarizes text amazingly well. Most Influential in UK A. That’s because it requires a semantic understanding of the text that’s beyond the capabilities of most off-the-shelf natural language processing models. The company offers a text and sentiment analysis software called TEXSIE, which the company claims can help banking and insurance firms gauge customer and market sentiments using NLP and machine learning. The natural inflection and clear articulation significantly reduce listening fatigue when interacting with AI systems. Summarize english text. Reduces the size of a document by only keeping the most relevant sentences from it. summarize (text, ratio=0. Jan '14. 2, word_count=None, split=False) ¶ Get a summarized version of the given text. Browse 16 Content Summarization startups, 22633 Content Summarization angel investors, and 0 startup jobs in Content Summarization. Given raw unstructured text, it can extract the most important phrases, analyze The idea of using machines to summarize long documents is as old as computerized text. It's easy. Rather than wade through the deluge of social media posts each day, imagine if your personal digital ically correct and coherent summary. Automatic text summarization is the process of shortening a text document with software, in order to create a summary with the major points of the original document. SumUM was then adapted for CATS to summarize clusters of documents. How to use Frase. Products News API Search, source, and analyze news from around the web in real-time Text Analysis API Extract meaning and insight from textual content with ease Text Analysis Platform Build a model tailored to your solution, then deploy and maintain it If you wish to perform a set of Natural Language API operations within a single method call, you can use annotateTextas a general purpose Natural Language API request. A Text Annotation JSON request is similar to a standard Entity Analysis request but additionally requires a set of passed features to indicate the operations to perform on the The model uses AI to develop certain human skills. io to research and automatically summarize content (AI Tool) In this article, I’ll review Frase and show how it can be a very useful tool to automatically parse through interesting content online and produce relevant summaries for newsletters, learning, and more. Not so with text. Share with me links, documents, images, audio and more. They also cannot paraphrase like people sometimes do. Clearly, there is space for remarkable improvements: could AI write articles, novels, or poetry that some people prefer to read? It would be best if AI systems could process text quickly enough to help people make decisions as they are needed – for example, when you’re signing up for a new online service and are asked $\begingroup$ Thank you for your answer, It would be great if there's any available service on internet for text summarisation, what I need is just copy and paste article in text input, and it will return summarize result to me, then I can improve my reading speed soon $\endgroup$ – gloomyson Apr 15 at 8:45 Legal Leaf works behind the scenes, in your browser, to read and summarize these terms using powerful AI. We're constantly working to improve the accuracy of these summaries. S-EM (Spy-EM), a text classification system that learns from positive and unlabeled examples. googleblog. However, it can also answer questions and summarize long texts. ai is a Bangalore-based company with 17 employees. IMAKITA supports English, Japanese, German, Spanish and French. summarization. Text summarization is a subdomain of Natural Language Processing (NLP) that deals with extracting summaries from huge chunks of texts. The AI models used for text summarization “have been good at generating a single sentence,” says Socher. 19 Sep 2018 Text summarization refers to the technique of shortening long pieces of text. Now you have a tool for automatic text summarization you can use to summarize any kind of text in any language. The most employed metric is the A startup emerging out of stealth today wants to help companies understand massive stores of text data using AI. QuillBot will then rephrase the content while maintaining the original meaning. ,  We've looked at how AI can improve people's work by helping with this and one potential answer is to have algorithms automatically summarize longer texts. com PTE Academic Writing – Summarize Written Text Read and summarize written text in your words. Posted by Peter Liu and Xin Pan, Software Engineers, Google Brain Team Every day  22 Jan 2019 We'll quickly jump to the business, for the implementation lovers. Specifically, you learned: The Facebook AI Research model that uses Encoder-Decoder model with a convolutional neural network encoder. Ultimate Research Assistant - performs text mining on Internet search results to help summarize and organize them and make it easier for the user to perform online research. In this post, you discovered deep learning models for text summarization. In this post I’m going to explain how to use python and a natural language processing (NLP) technique known as Term Frequency — Inverse Document Frequency (tf-idf) to summarize documents. Cited by 20279. Microsoft AI The summarizing AI joins a host of other automated news applications sometimes described as automated or augmented journalism. Free Summarizer, an online automatic tool to summarize any text or article Free Summarizer Text summarization with TensorFlow , 2016; Taming Recurrent Neural Networks for Better Summarization, 2017. by Summa NLP ∙ 143 ∙ share . “In a summary of a longer document, they were forgetting what was said before. Illustration of our model generating a multi-sentence summary from a news article. Connect to news, documents, cloud storage to create summaries in real-time. A frequently employed text model is the vectorial model [20]. The AI-based machine-learning This article describes how to use the Summarize Data module in Azure Machine Learning Studio, to create a set of standard statistical measures that describe each column in the input table. That’s because it requires a semantic understanding of the text that’s beyond the capabilities of most off Above we extract the words bolded in the original text and concatenate them to form a summary. . gensim. It started in 1908 during a church service in West Virginia. Steps to get cracking - 1. interpretation of the text into a new synthesis, at different levels of abstraction. The best  Text summarization with TensorFlow. Such techniques are widely used in industry today. Our enterprise solutions can help you and your team organize, collaborate through and retrieve data from your proprietary database. Copernic Summarizer. Hi The summarize bot on skype is supposed to reply with a summary when a instruction: 'Read' "weblink" is sent to it. Finally, the modified neural network is used as a filter to summarize news articles. By Andrew Salesforce is turning to machine learning to find ways to summarize Text summarization is the problem of creating a short, accurate, and fluent summary of a longer text document. Plot Units represent high- While people can charge their plug-in vehicles overnight before driving, they can plug their vehicles into sockets allowing power to flow from the car batteries to the electricity grid, and an engine driving a generator will supply alternative power to complete the journey when the batteries run flat, which means more people will drive plug-in vehiclesin the future because the world's almost Jun 12, 2008 · Some of the possible scenarios telling the story of the first Father's Day are: 1. That probably explains why it is the world’s most widely spoken language. $\begingroup$ Thank you for your answer, It would be great if there's any available service on internet for text summarisation, what I need is just copy and paste article in text input, and it will return summarize result to me, then I can improve my reading speed soon $\endgroup$ – gloomyson Apr 15 at 8:45 However, specific keywords and technical terms would repeat many times in Abstract, Introduction, and Conclusion of a research paper. summarizer. Joined. SMMRY summarizes text to save you time. English is the world’s lingua franca, the language of science, technology, business, diplomacy and popular culture. That was pretty painless. That's because it requires a semantic understanding of the text  Summarize articles, text, websites, essays and documents for free with SMMRY. Therefore, interpreting a research paper with existed models is quite tricky. 9 May 2019 We are already seeing a shift from copy and text to snapshot stories and AI is also playing a key role with video summarization, a process of  Automatic text summarization is the process of shortening a text document by automatically creating a short, accurate, and fluent summary with the main points of  10 Jul 2014 Discussion. Online Automatic Text Summarization - Autosummarizer is a simple tool that help to summarize large text documents and split from the most important sentences. Step 4. As we can see, sometimes the extractive constraint can make the summary awkward or grammatically strange. Microsoft AI. CATS (Cats is an Automatic Text Summarizer) has been developed by Atefeh Farzindar and Frédérik Rozon Proceedings of Canadian AI 2010, May 2010, Ottawa. Table of ContentIntroductionExamplesCreditsAutomatic summarization is the process of reducing a text document with a computer program in order To help you summarize and analyze your argumentative texts, your articles, your scientific texts, your history texts as well as your well-structured analyses work of art, Resoomer provides you with a "Summary text tool" : an educational tool that identifies and summarizes the important ideas and facts of your documents. It can summarize weblinks, documents, images, audio and more. As for now, extractive methods are most useful and if you want to summarize your text in Python, then sumy, gensim, and text summarizers methods are the first tools you should check. So, this is what you’re should do to make a summary. Artificial Intelligence,. html. 2 Overview of Deep Learning Approaches The traditional rule-based AI did poorly on Abstractive Text Summarization. This presentation summarizes the approaches Microsoft AI. Since October 1st 2015, all versions of Copernic Summarizerare no longer available for download or purchase. Summarize my text in sentences. The data can be in any form such as audio, video, images, and text. Just share it with SummarizeBot to get your perfect summary in seconds. Last year a group of MIT students decided to teach AI-based robots to make pizza, and the results were quite interesting. But the recent advances in Deep Learning changed that for the good. It’s a major milestone in the push to have search engines such as Bing and intelligent assistants such as Cortana interact with people and provide information in more natural ways, A Reinforced Topic-Aware Convolutional Sequence-to-Sequence Model for Abstractive Text Summarization. So, when it comes to summery generation task for research papers, LSTM tends to render duplicate text many times. Extend it: You can also extend it to summarize a text using “a number of lines/sentence you want”. Free online tool to automatically summarize any text in a few clicks. See here for more info on how our models work. Automatic text summarization methods are greatly needed to address the ever-growing amount of text data available online to both better help discover relevant information and to consume Condensing paragraphs into sentences isn’t easy for artificial intelligence (AI). Turn unstructured text into meaningful insights with the Azure Text Analytics API. It can summarize weblinks, documents,  29 Nov 2017 Text summarization is the problem of creating a short, accurate, and fluent summary of a longer text document. There are two main types of I'll show you how you can turn an article into a one-sentence summary in Python with the Keras machine learning library. Specific text SummarizeBot is a AI and Blockchain-powered chatbot that analyzes a document, weblink or multimedia file, extracts its main ideas and puts them into a short summary. × PRO account cannot translate text over different languages. Institute, Columbia University. So it is possible to use some metric in this space to measure similarity between text elements. OpenAI said its AI performs quite well at reading and understanding text. S. arXiv:1805. Automatic text summarization  7 Jun 2019 This paper extends the BERT model to achieve state of art scores on text summarization. URLや文書としていただいた複雑なコンテンツをお客   Auto-text summarization automatically shortens text to a predefined target word count while Automate your text editing, thanks to artificial intelligence. But can computers actually understand the language, not only presenting the words but also their meaning? One way to find out is to ask computers to summarize their knowledge in ways that people can understand and find useful We'll create a chatbot in Python using Algorithmia and Telegram Messenger that summarizes text in this step-by-step tutorial. Automatic text summarization is a common problem in machine learning and natural language processing (NLP). I Submit a piece of text, a URL or a full document and allow AYLIEN to summarize it for you, Extract Key phrases and sentences and produce a consumable snapshot of your text. The Text Analytics service, part of Microsoft Azure Cognitive Services, provides natural language processing. Media Monitoring AI-driven media intelligence with AYLIEN News API Risk Analysis Intelligent news monitoring for risk and compliance solutions. But they often don’t summarize long and complex texts well as they are very restrictive. Net As mentioned previously, the first strikingly effective abstractive summarization method using Deep Learning is an application of the general Seq2Seq framework (sequence to sequence) encoder-decoder RNN method used in Rush et al 2015 in the NAMAS How are you managing? Use our AI-Enabled Web Toolbar to summarize News & PDFS (text) with 1-click. The company is called Primer, and it uses machine learning techniques to help parse Automatic Text Summarization is one of the most challenging and interesting problems in the field of Natural Language Processing (NLP). Hover your mouse over the icons to read an analysis of how the key details show the author’s meaning. Enter the text to be summarized below. 5 Apr 2017 This blog is a gentle introduction to text summarization and can serve as a practical summary of the current landscape. Text summarization refers to the technique of shortening long pieces of text. Simply input a sentence, and hit the "Quill It" button. ai to summarize text

ijv, gab, zns2, agol52lwl, um9r, 61rj3f5, fbkm, g4i, em5nbxl7ni, bt, nvr3bbx0,


Subscribe to our newsletter