Smart Content Demo

The following demo illustrates what the Smart Content services can extract from unstructured text. The input text can be entered in one of two ways

  1. by entering an URL (in the first window) to extract the text automatically
  2. by cutting and pasting any text such as from a news article into the text area (in the third window).
The returned results include the categories, concepts, entities, keywords, and segmentations which can be viewed in different tabs. Please click on each tab respectively to see more details.
Hide Details
ScoreLevelCategory TitleCategory ID
2.092Web development7829307
2.053World Wide Web826436
1.962Web software8660251
1.763Software691633
1.63Software development1470317
1.63Software Engineering39135622
1.441Web browsers694997
1.32Communication software1744540
1.32Browsers4071885
1.32Hypertext Transfer Protocol clients40512236
ScoreConceptConcept ID
0.21Web Compatibility Test for Mobile Browsers22372969
0.19Usage share of web browsers1876262
0.19MIT Computer Science and Artificial Intelligence Laboratory434274
0.18Velocity (JavaScript library)47041710
0.17Web accelerator1752264
0.17Text-based web browser28660809
0.16Browser sniffing2695651
0.16Web development tools15774107
0.16JQuery Mobile31609372
0.16Dynamic web page1697881
ScoreIDKeywordEntity NameCategoriesSentimentSentiment Score
0.98434274CSAILMIT Computer Science and Artificial Intelligence Laboratory
Employment
Departments
positive0.7
0.8613191HTMLHTML
Languages
Inventions
Organizational structure
Programming languages
Computer file formats
Art media
neutral0.03
0.830680The New York TimesThe New York Times
Periodicals
Newspapers
Magazine publishing companies
Publications
positive0.72
0.731164Computer Science and Artificial IntelligenceArtificial intelligence
Academic disciplines
Industries
Species
Websites
Software
positive0.71
0.711092923GoogleGoogle
Organizations
Employment
Business
Educational institutions
Brands
Manufacturing companies
Venture capital
Computer programmers
Venture capitalists
Supply chain management terms
Lawsuits
Computer hardware companies
neutral-0.06
0.6833173Web browserWeb browser
Product classifications
Inventions
Video Games
Software
Operating systems
negative-0.36
0.6418426501Harvard UniversityHarvard University
Places
Organizations
Employment
Writers
Business
Educational institutions
Universities and colleges
Campuses
Nonprofit organizations
Financial endowments
Magazine publishing companies
Academic institutions
Supply chain management terms
negative-0.48
0.6274393HTML tagsHTML element
Computer file formats
Software
Product management
Business
negative-0.39
0.5721076839Web pagesWeb page
Websites
Software
Product management
Art media
Philosophy
positive0.72
0.5619001MicrosoftMicrosoft
Organizations
Employment
Writers
Business
Video game developers
Inventors
Video game publishers
Manufacturing companies
Organizational structure
Venture capital
Computer programmers
Venture capitalists
Supply chain management terms
Programming languages
Lawsuits
Computer hardware companies
neutral-0.12
0.53-1Computer Science and Artificial IntelligenceComputer Science and Artificial Intelligencepositive0.72
0.33-1Electrical Engineering & Computer ScienceElectrical Engineering & Computer Sciencepositive0.48
0.17-1AdamAdam
Person
positive0.71
0.17-1Hari BalakrishnanHari Balakrishnan
Person
positive0.72
0.08-1James MickensJames Mickens
Person
positive0.66
0.06-1Ravi NetravaliRavi Netravali
Person
positive0.64
0.04-1Ameesh GoyalAmeesh Goyal
Person
positive0.72
0.03-1Mark MarronMark Marron
Person
neutral-0.12
0.02-1this week+ 0W
time
no sentiment0.0
Keyword ScoreKeywordsSentimentSentiment Score
0.82Computer Science and Artificial Intelligencepositive0.72
0.8Computer Science and Artificial Intelligence Laboratoryneutral-0.01
0.37Systems Design and Implementationpositive0.64
0.34Electrical Engineering & Computer Sciencepositive0.48
0.32MIT Computer Sciencepositive0.71
0.25Artificial Intelligencepositive0.71
0.24The New York Timespositive0.72
0.19Web pagespositive0.95
0.19Adampositive0.71
0.18Harvard Universitynegative-0.48
0.17CSAILpositive0.89
0.16most popular websitespositive0.72
0.16Computer science and technologypositive0.48
0.15Polarispositive0.92
0.13Hari Balakrishnanpositive0.72
0.13JavaScript source codepositive0.28
0.12PhD studentpositive0.64
0.12Ravi Netravalipositive0.64
0.12visiting professorpositive0.72
0.12software development engineerneutral-0.12
0.11USENIXpositive0.64
0.11graduate studentpositive0.72
0.11School of Engineering,positive0.48
0.1Harvardpositive0.72
0.1James Mickenspositive0.72
0.09Web browsernegative-0.36
0.09HTML tagsnegative-0.39
0.08MITpositive0.95
0.08Mickensneutral-0.13
0.07Labpositive0.95
0.07ESPN.compositive0.72
0.07going homepositive0.54
0.07data compressionpositive0.22
0.06Symposiumpositive0.64
0.06Ameesh Goyalpositive0.72
0.06Mark Marronneutral-0.12
0.06Microsoftneutral-0.12
0.05Amazonnegative-0.72
0.05HTMLneutral0.03
0.05Techneutral-0.06
0.03Googleneutral-0.06
0.03wired networksnegative-0.28
0.02Networkedpositive0.64
0.02JavaScriptneutral-0.09
0.02Communicationspositive0.48
0.01Networkspositive0.48
0.01Algorithmspositive0.48
0.01Researchpositive0.48
segmentations
["System", "loads", "Web pages", "34", "percent", "faster", "by", "fetching", "files", "more", "effectively", "Polaris", "system", "from", "MIT", "'s", "Computer Science and Artificial Intelligence", "Lab", "accelerates", "website", "load-time", "by", "decreasing", "network", "trips", ".", "Adam", "Conner-Simons", "CSAIL", "MIT Computer Science", "Artificial Intelligence", "Lab", "Share", "Leave", "a", "comment", "There", "are", "few", "things", "more", "frustrating", "than", "a", "slow-loading", "Web", "page", ".", "For", "companies", ",", "what?s", "even", "worse", "is", "what", "comes", "after", "users", "abandoning", "their", "site", "in", "droves", ".", "Amazon", ",", "for", "example", ",", "estimates", "that", "every", "100-millisecond", "delay", "cuts", "its", "profits", "by", "1", "percent", ".", "To", "help", "combat", "this", "problem", ",", "researchers", "from", "MIT?s", "Computer Science and Artificial Intelligence Laboratory", "CSAIL", "and", "Harvard University", "have", "developed", "a", "system", "that", "decreases", "page-load", "times", "by", "34", "percent", ".", "Dubbed", "?Polaris", ",", "?", "the", "framework", "determines", "how", "to", "overlap", "the", "downloading", "of", "a", "page", "'s", "objects", ",", "such", "that", "the", "overall", "page", "requires", "less", "time", "to", "load", ".", "?It", "can", "take", "up", "to", "100", "milliseconds", "each", "time", "a", "browser", "has", "to", "cross", "a", "mobile network", "to", "fetch", "a", "piece", "of", "data", ",", "?", "says", "PhD student", "Ravi Netravali", ",", "who", "is", "first", "author", "on", "a", "paper", "about", "Polaris", "that", "he", "will", "present", "at", "this", "week?s", "USENIX", "Symposium", "on", "Networked", "Systems Design and Implementation", ".", "?As", "pages", "increase", "in", "complexity", ",", "they", "often", "require", "multiple", "trips", "that", "create", "delays", "that", "really", "add", "up", ".", "Our", "approach", "minimizes", "the", "number", "of", "round", "trips", "so", "that", "we", "can", "substantially", "speed", "up", "a", "page?s", "load-time", ".", "?", "The", "paper?s", "co-authors", "include", "graduate student", "Ameesh Goyal", "and", "professor", "Hari Balakrishnan", ",", "as", "well", "as", "Harvard", "professor", "James Mickens", ",", "who", "started", "working", "on", "the", "project", "during", "his", "stint", "as", "a", "visiting professor", "at", "MIT", "in", "2014.", "The", "researchers", "evaluated", "their", "system", "across", "a", "range", "of", "network", "conditions", "on", "200", "of", "the", "world?s", "most popular websites", ",", "including", "ESPN.com", ",", "NYTimes.com", "The New York Times", ",", "and", "Weather.com.", "How", "Web pages", "work", "Before", "you", "type", "in", "a", "URL", ",", "your", "browser", "doesn?t", "actually", "know", "what", "the", "page", "looks", "like", ".", "To", "load", "the", "page", ", the", "browser", "has", "to", "reach", "across", "the", "network", "to", "fetch", "?objects", "?", "such", "as", "HTML", "files", ",", "JavaScript source code", ",", "and", "images", ".", "Once", "an", "object", "is", "fetched", ", the", "browser", "evaluates", "it", "to", "add", "the", "object?s", "content", "to", "the", "page", "that", "the", "user", "sees", ".", "But", "it?s", "not", "quite", "that", "simple", ".", "Evaluating", "one", "object", "often", "means", "having", "to", "fetch", "and", "evaluate", "more", "objects", ",", "which", "are", "described", "as", "?dependencies", "?", "of", "the", "originals", ".", "As", "an", "example", ",", "a", "browser", "might", "have", "to", "execute", "a", "file?s", "JavaScript", "code", "in", "order", "to", "discover", "more", "images", "to", "fetch", "and", "render", ".", "The", "problem", "is", "that", "browsers", "can?t", "actually", "see", "all", "of", "these", "dependencies", "because", "of", "the", "way", "that", "objects", "are", "represented", "by", "HTML", "the", "standard", "format", "for", "expressing", "a", "webpage?s", "structure", ".", "As", "a", "result", ",", "browsers", "have", "to", "be", "conservative", "about", "the", "order", "in", "which", "they", "load", "objects", ",", "which", "tends", "to", "increase", "the", "number", "of", "cross-network", "trips", "and", "slow down", "the", "page", "load", ".", "How", "Polaris", "fits", "in", "What", "Polaris", "does", "is", "automatically", "track", "all", "of", "the", "interactions", "between", "objects", ",", "which", "can", "number", "in", "the", "thousands", "for", "a", "single", "page", ".", "For", "example", ",", "it", "notes", "when", "one", "object", "reads", "the", "data", "in", "another", "object", ",", "or", "updates", "a", "value", "in", "another", "object", ".", "It", "then", "uses", "its", "detailed", "log", "of", "these", "interactions", "to", "create", "a", "?dependency", "graph", "?", "for", "the", "page", ".", "Mickens", "offers", "the", "analogy", "of", "a", "travelling", "businessperson", ".", "When", "you", "visit", "one", "city", ",", "you", "sometimes", "discover", "more", "cities", "you", "have", "to", "visit", "before", "going home", ".", "If", "someone", "gave", "you", "the", "entire", "list", "of", "cities", "ahead", "of", "time", ",", "you", "could", "plan", "the", "fastest", "possible", "route", ".", "Without", "the", "list", ",", "though", ",", "you", "have", "to", "discover", "new", "cities", "as", "you", "go", ",", "which", "results", "in", "unnecessary", "zig-zagging", "between", "far-away", "cities", ".", "?For", "a", "Web browser", ",", "loading", "all", "of", "a", "page?s", "objects", "is", "like", "visiting", "all", "of", "the", "cities", ",", "?", "Mickens", "says", ".", "?Polaris", "effectively", "gives", "you", "a", "list", "of", "all", "the", "cities", "before", "your", "trip", "actually", "begins", ".", "It?s", "what", "allows", "the", "browser", "to", "load", "a", "webpage", "more", "quickly", ".", "?", "Dependency-trackers", "have", "existed", "before", ",", "but", "are", "all", "as", "constrained", "as", "the", "browsers", "themselves", ".", "This", "is", "because", "their", "method", "of", "comparing", "lexical", "relationships", "?\ufffdspecifically", ", the", "text", "in", "HTML tags", "?\ufffdmimics", "the", "way", "browsers", "load", "pages", "and", "does", "not", "capture", "more", "subtle", "dependencies", ".", "A", "better", "approach", "to", "a", "faster", "Web", "Tech", "companies", "like", "Google", "and", "Amazon", "have", "also", "tried", "to", "improve", "load\ufffdtimes", ",", "with", "an", "emphasis", "on", "lowering", "costs", "for", "data\ufffdusage", ".", "This", "means", "that", "they", "often", "focus", "on", "the", "challenge", "of", "more", "quickly", "transferring", "information", "via", "data compression", ".", "The", "CSAIL", "team", ",", "meanwhile", ",", "has", "demonstrated", "that", "Polaris", "?", "gains", "on", "load-time", "are", "more", "consistent", "and", "more", "substantive", ".", "?Recent", "work", "has", "shown", "that", "slow", "load-times", "are", "more", "strongly", "related", "to", "network", "delays", "than", "available", "bandwidth", ",", "?\ufffdBalakrishnan", "says", ".", "?Rather", "than", "decreasing", "the", "number", "of", "transferred", "bytes", ",", "we", "think", "that", "reducing", "the", "effect", "of", "network", "delays", "will", "lead", "to", "the", "most", "significant", "speedups", ".", "?", "Polaris", "is", "particularly", "suited", "for", "larger", ",", "more", "complex", "sites", ",", "which", "aligns", "nicely", "with", "recent", "trends", "of", "modern", "pages", "ballooning", "to", "thousands", "of", "JavaScript-heavy", "objects", ".", "The", "system", "is", "also", "valuable", "for", "mobile", "networks", ",", "since", "those", "tend", "to", "have", "larger", "delays", "than", "wired networks", ".", "?Tracking", "fine-grained", "dependencies", "has", "the", "potential", "to", "greatly", "reduce", "page-load", "times", ",", "especially", "for", "low-bandwidth", "or", "high-latency", "connections", ",", "?", "says", "Mark Marron", ",", "a", "senior", "research", "software development engineer", "at", "Microsoft", ".", "?On", "top", "of", "that", ", the", "availability", "of", "detailed", "dependence", "information", "has", "a", "wide", "range", "of", "possible", "applications", ",", "such", "as", "tracking", "the", "source", "statement", "of", "an", "unexpected", "value", "that", "led", "to", "a", "crash", "at", "runtime", ".", "?", "Topics", "Data", ",", "Communications", ",", "Networks", ",", "Algorithms", ",", "Computer Science and Artificial Intelligence Laboratory", "CSAIL", ",", "Computer science and technology", ",", "Electrical Engineering & Computer Science", "eecs", ",", "School of Engineering,", "Research", "Press", "Mentions"]

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