[{"data":1,"prerenderedAt":14310},["ShallowReactive",2],{"blog-posts-all":3},[4,873,3685,6702,9223,9948,13728],{"id":5,"title":6,"author":7,"body":8,"date":860,"description":861,"draft":862,"extension":863,"image":864,"meta":865,"navigation":866,"path":867,"seo":868,"sitemap":869,"stem":870,"tags":871,"__hash__":872},"blog\u002Fblog\u002Fintroducing-allnewsapi-mcp-server.md","Introducing AllNewsAPI MCP Server","AllNewsAPI Team",{"type":9,"value":10,"toc":828},"minimark",[11,20,25,28,31,47,51,54,86,89,93,98,101,133,137,140,144,147,151,162,166,169,173,190,194,197,305,308,312,317,331,336,341,346,354,359,364,368,371,376,384,389,395,400,406,411,417,422,428,431,435,439,444,450,455,461,465,468,474,478,481,487,490,494,497,503,507,510,536,540,543,548,559,564,575,579,585,591,597,603,607,633,637,644,682,688,692,716,720,763,767,770,776,780,783,788,804,807,810,824],[12,13,14,15,19],"p",{},"We're excited to announce the launch of the ",[16,17,18],"strong",{},"AllNewsAPI MCP Server"," – a Model Context Protocol integration that brings real-time news data directly to your AI assistants and development tools.",[21,22,24],"h2",{"id":23},"what-is-mcp","What is MCP?",[12,26,27],{},"The Model Context Protocol (MCP) is an open standard that enables AI assistants to securely connect to external data sources and tools. Think of it as a universal adapter that lets your AI assistant access real-world information beyond its training data.",[12,29,30],{},"With MCP, your AI can:",[32,33,34,38,41,44],"ul",{},[35,36,37],"li",{},"Access real-time data from APIs",[35,39,40],{},"Execute tools and functions",[35,42,43],{},"Retrieve context-specific information",[35,45,46],{},"Provide more accurate, up-to-date responses",[21,48,50],{"id":49},"why-we-built-this","Why We Built This",[12,52,53],{},"Developers using AI assistants like Claude, Cursor, and VS Code Copilot often need access to current news data for:",[32,55,56,62,68,74,80],{},[35,57,58,61],{},[16,59,60],{},"Research and analysis"," - Understanding current events and trends",[35,63,64,67],{},[16,65,66],{},"Content creation"," - Writing articles with up-to-date information",[35,69,70,73],{},[16,71,72],{},"Market intelligence"," - Tracking industry news and competitor activity",[35,75,76,79],{},[16,77,78],{},"Application development"," - Building news-powered features with AI assistance",[35,81,82,85],{},[16,83,84],{},"Data journalism"," - Analyzing news patterns and sentiment",[12,87,88],{},"Previously, you'd need to manually search for news, copy-paste articles, or write custom integrations. Now, your AI assistant can access AllNewsAPI directly through natural language queries.",[21,90,92],{"id":91},"key-features","Key Features",[94,95,97],"h3",{"id":96},"comprehensive-news-search","Comprehensive News Search",[12,99,100],{},"Access news articles with advanced filtering:",[32,102,103,109,115,121,127],{},[35,104,105,108],{},[16,106,107],{},"Date ranges"," - From the last hour to 10 years of historical data",[35,110,111,114],{},[16,112,113],{},"Languages"," - 22 languages including English, Spanish, Chinese, Arabic, and more",[35,116,117,120],{},[16,118,119],{},"Countries"," - 244 countries worldwide",[35,122,123,126],{},[16,124,125],{},"Categories"," - Technology, business, sports, entertainment, health, science, and more",[35,128,129,132],{},[16,130,131],{},"Keywords"," - Search for specific topics, companies, or events",[94,134,136],{"id":135},"real-time-headlines","Real-Time Headlines",[12,138,139],{},"Get the latest breaking news and top headlines with customizable parameters. Perfect for staying informed about rapidly developing stories.",[94,141,143],{"id":142},"llm-optimized-responses","LLM-Optimized Responses",[12,145,146],{},"Clean, formatted output designed specifically for AI consumption. The server handles all the complexity of API calls, parameter validation, and response formatting.",[94,148,150],{"id":149},"robust-error-handling","Robust Error Handling",[32,152,153,156,159],{},[35,154,155],{},"Parameter validation against official supported values",[35,157,158],{},"Graceful handling of network issues",[35,160,161],{},"Proper rate limit management",[21,163,165],{"id":164},"getting-started","Getting Started",[12,167,168],{},"Setting up the AllNewsAPI MCP server takes just a few minutes.",[94,170,172],{"id":171},"prerequisites","Prerequisites",[32,174,175,178,187],{},[35,176,177],{},"Node.js 18 or newer",[35,179,180,181,186],{},"An AllNewsAPI key (",[182,183,185],"a",{"href":184},"\u002Fsignup","get one free at allnewsapi.com",")",[35,188,189],{},"An MCP-compatible client (Claude Desktop, Cursor, VS Code, Windsurf, etc.)",[94,191,193],{"id":192},"installation","Installation",[12,195,196],{},"Add this configuration to your MCP client settings:",[198,199,204],"pre",{"className":200,"code":201,"language":202,"meta":203,"style":203},"language-json shiki shiki-themes github-light github-dark","{\n \"mcpServers\": {\n \"allnewsapi\": {\n \"command\": \"npx\",\n \"args\": [\n \"allnewsapi-mcp@latest\",\n \"--apikey\",\n \"YOUR_API_KEY_HERE\"\n ]\n }\n }\n}\n","json","",[205,206,207,216,226,234,250,259,267,275,281,287,293,299],"code",{"__ignoreMap":203},[208,209,212],"span",{"class":210,"line":211},"line",1,[208,213,215],{"class":214},"sVt8B","{\n",[208,217,219,223],{"class":210,"line":218},2,[208,220,222],{"class":221},"sj4cs"," \"mcpServers\"",[208,224,225],{"class":214},": {\n",[208,227,229,232],{"class":210,"line":228},3,[208,230,231],{"class":221}," \"allnewsapi\"",[208,233,225],{"class":214},[208,235,237,240,243,247],{"class":210,"line":236},4,[208,238,239],{"class":221}," \"command\"",[208,241,242],{"class":214},": ",[208,244,246],{"class":245},"sZZnC","\"npx\"",[208,248,249],{"class":214},",\n",[208,251,253,256],{"class":210,"line":252},5,[208,254,255],{"class":221}," \"args\"",[208,257,258],{"class":214},": [\n",[208,260,262,265],{"class":210,"line":261},6,[208,263,264],{"class":245}," \"allnewsapi-mcp@latest\"",[208,266,249],{"class":214},[208,268,270,273],{"class":210,"line":269},7,[208,271,272],{"class":245}," \"--apikey\"",[208,274,249],{"class":214},[208,276,278],{"class":210,"line":277},8,[208,279,280],{"class":245}," \"YOUR_API_KEY_HERE\"\n",[208,282,284],{"class":210,"line":283},9,[208,285,286],{"class":214}," ]\n",[208,288,290],{"class":210,"line":289},10,[208,291,292],{"class":214}," }\n",[208,294,296],{"class":210,"line":295},11,[208,297,298],{"class":214}," }\n",[208,300,302],{"class":210,"line":301},12,[208,303,304],{"class":214},"}\n",[12,306,307],{},"That's it! No installation, no build steps – just add the config and start using it.",[94,309,311],{"id":310},"configuration-locations","Configuration Locations",[12,313,314],{},[16,315,316],{},"Claude Desktop:",[32,318,319,325],{},[35,320,321,322],{},"macOS: ",[205,323,324],{},"~\u002FLibrary\u002FApplication Support\u002FClaude\u002Fclaude_desktop_config.json",[35,326,327,328],{},"Windows: ",[205,329,330],{},"%APPDATA%\\Claude\\claude_desktop_config.json",[12,332,333],{},[16,334,335],{},"Cursor:",[32,337,338],{},[35,339,340],{},"Settings → MCP Servers → Add Server",[12,342,343],{},[16,344,345],{},"VS Code:",[32,347,348],{},[35,349,350,353],{},[205,351,352],{},".vscode\u002Fmcp.json"," in your workspace",[12,355,356],{},[16,357,358],{},"Windsurf:",[32,360,361],{},[35,362,363],{},"Settings → Extensions → MCP Configuration",[21,365,367],{"id":366},"example-usage","Example Usage",[12,369,370],{},"Once configured, you can ask your AI assistant natural language questions like:",[12,372,373],{},[16,374,375],{},"Technology News:",[198,377,382],{"className":378,"code":380,"language":381},[379],"language-text","\"Get me the latest technology news from the US\"\n","text",[205,383,380],{"__ignoreMap":203},[12,385,386],{},[16,387,388],{},"Climate Coverage:",[198,390,393],{"className":391,"code":392,"language":381},[379],"\"Find news articles about climate change from European sources\"\n",[205,394,392],{"__ignoreMap":203},[12,396,397],{},[16,398,399],{},"Business Headlines:",[198,401,404],{"className":402,"code":403,"language":381},[379],"\"Show me top business headlines from the past week\"\n",[205,405,403],{"__ignoreMap":203},[12,407,408],{},[16,409,410],{},"Cryptocurrency Updates:",[198,412,415],{"className":413,"code":414,"language":381},[379],"\"Search for cryptocurrency news in English from the last month\"\n",[205,416,414],{"__ignoreMap":203},[12,418,419],{},[16,420,421],{},"Sports from Multiple Countries:",[198,423,426],{"className":424,"code":425,"language":381},[379],"\"Get sports headlines from Canada and Australia\"\n",[205,427,425],{"__ignoreMap":203},[12,429,430],{},"The AI assistant will use the MCP server to fetch relevant articles and provide you with formatted, up-to-date information.",[21,432,434],{"id":433},"real-world-use-cases","Real-World Use Cases",[94,436,438],{"id":437},"_1-content-research","1. Content Research",[12,440,441],{},[16,442,443],{},"Before:",[198,445,448],{"className":446,"code":447,"language":381},[379],"You: \"I need to write an article about AI regulation\"\nAI: \"Based on my training data from 2023...\"\n",[205,449,447],{"__ignoreMap":203},[12,451,452],{},[16,453,454],{},"After:",[198,456,459],{"className":457,"code":458,"language":381},[379],"You: \"Find recent news about AI regulation in the EU\"\nAI: *Uses MCP to fetch latest articles*\n\"Here are the most recent developments in EU AI regulation:\n1. New AI Act provisions announced last week...\n2. Tech companies respond to compliance requirements...\n[with actual current data]\"\n",[205,460,458],{"__ignoreMap":203},[94,462,464],{"id":463},"_2-market-intelligence","2. Market Intelligence",[12,466,467],{},"Track competitor news, industry trends, and market movements in real-time:",[198,469,472],{"className":470,"code":471,"language":381},[379],"\"Monitor news about electric vehicle manufacturers in the past 24 hours\"\n",[205,473,471],{"__ignoreMap":203},[94,475,477],{"id":476},"_3-development-assistance","3. Development Assistance",[12,479,480],{},"Build news-powered features with AI help:",[198,482,485],{"className":483,"code":484,"language":381},[379],"\"Help me write a function that fetches technology news \nfrom Asian countries and filters by sentiment\"\n",[205,486,484],{"__ignoreMap":203},[12,488,489],{},"The AI can now access real data to provide working code examples.",[94,491,493],{"id":492},"_4-research-and-analysis","4. Research and Analysis",[12,495,496],{},"Analyze news patterns and trends:",[198,498,501],{"className":499,"code":500,"language":381},[379],"\"Compare coverage of renewable energy across US, \nEuropean, and Asian news sources this month\"\n",[205,502,500],{"__ignoreMap":203},[21,504,506],{"id":505},"technical-details","Technical Details",[12,508,509],{},"The AllNewsAPI MCP server is built with:",[32,511,512,518,524,530],{},[35,513,514,517],{},[16,515,516],{},"TypeScript"," - Type-safe implementation",[35,519,520,523],{},[16,521,522],{},"Model Context Protocol SDK"," - Official MCP implementation",[35,525,526,529],{},[16,527,528],{},"ES Modules"," - Modern JavaScript with top-level await",[35,531,532,535],{},[16,533,534],{},"Comprehensive validation"," - All parameters validated against official API specs",[94,537,539],{"id":538},"available-tools","Available Tools",[12,541,542],{},"The server exposes two main tools:",[12,544,545],{},[16,546,547],{},"1. search_news",[32,549,550,553,556],{},[35,551,552],{},"Search for news articles with advanced filtering",[35,554,555],{},"Parameters: query, language, country, category, date ranges, and more",[35,557,558],{},"Returns: Formatted list of articles with titles, descriptions, URLs, and metadata",[12,560,561],{},[16,562,563],{},"2. get_headlines",[32,565,566,569,572],{},[35,567,568],{},"Get top headlines from specific countries or categories",[35,570,571],{},"Parameters: country, category, language",[35,573,574],{},"Returns: Latest breaking news and top stories",[94,576,578],{"id":577},"supported-parameters","Supported Parameters",[12,580,581,584],{},[16,582,583],{},"Languages:"," Arabic, Chinese, Dutch, English, French, German, Greek, Hebrew, Hindi, Italian, Japanese, Korean, Norwegian, Polish, Portuguese, Romanian, Russian, Spanish, Swedish, Turkish, Ukrainian, Vietnamese (22 languages total)",[12,586,587,590],{},[16,588,589],{},"Categories:"," General, Technology, Business, Sports, Entertainment, Health, Science",[12,592,593,596],{},[16,594,595],{},"Countries:"," 244 countries including US, UK, Canada, Australia, Germany, France, Japan, India, Brazil, and more",[12,598,599,602],{},[16,600,601],{},"Regions:"," North America, Europe, Asia, Middle East, Africa, Latin America, Oceania",[21,604,606],{"id":605},"security-and-privacy","Security and Privacy",[32,608,609,615,621,627],{},[35,610,611,614],{},[16,612,613],{},"API keys are never exposed"," - Keys are configured locally and never sent to third parties",[35,616,617,620],{},[16,618,619],{},"Direct API communication"," - The MCP server communicates directly with AllNewsAPI",[35,622,623,626],{},[16,624,625],{},"No data storage"," - No caching or storage of your queries or results",[35,628,629,632],{},[16,630,631],{},"Rate limit compliance"," - Respects your API plan limits",[21,634,636],{"id":635},"pricing","Pricing",[12,638,639,640,643],{},"The MCP server itself is ",[16,641,642],{},"completely free and open source",". You only pay for your AllNewsAPI usage:",[32,645,646,652,658,664,670,676],{},[35,647,648,651],{},[16,649,650],{},"Free Plan"," - 20 requests\u002Fday (perfect for testing)",[35,653,654,657],{},[16,655,656],{},"Starter Plan"," - 5,000 requests\u002Fday at $20\u002Fmonth",[35,659,660,663],{},[16,661,662],{},"Pro Plan"," - 25,000 requests\u002Fday at $80\u002Fmonth",[35,665,666,669],{},[16,667,668],{},"Business Plan"," - 50,000 requests\u002Fday at $200\u002Fmonth",[35,671,672,675],{},[16,673,674],{},"Enterprise Plan"," - 200,000 requests\u002Fday at $500\u002Fmonth",[35,677,678,681],{},[16,679,680],{},"Custom Plans"," - For projects with custom requirements",[12,683,684],{},[182,685,687],{"href":686},"\u002Fpricing","View full pricing details",[21,689,691],{"id":690},"get-started-today","Get Started Today",[693,694,695,704,710],"ol",{},[35,696,697,700,701],{},[16,698,699],{},"Get your API key"," - ",[182,702,703],{"href":184},"Sign up for free",[35,705,706,709],{},[16,707,708],{},"Install the MCP server"," - Add the config to your AI assistant",[35,711,712,715],{},[16,713,714],{},"Start querying"," - Ask for news in natural language",[21,717,719],{"id":718},"resources","Resources",[32,721,722,734,743,753],{},[35,723,724,727,728],{},[16,725,726],{},"GitHub Repository:"," ",[182,729,733],{"href":730,"rel":731},"https:\u002F\u002Fgithub.com\u002FAllNewsAPI\u002Fmcp-server",[732],"nofollow","github.com\u002FAllNewsAPI\u002Fmcp-server",[35,735,736,727,739],{},[16,737,738],{},"API Documentation:",[182,740,742],{"href":741},"\u002Fdocs","allnewsapi.com\u002Fdocs",[35,744,745,727,748],{},[16,746,747],{},"MCP Protocol:",[182,749,752],{"href":750,"rel":751},"https:\u002F\u002Fmodelcontextprotocol.io",[732],"modelcontextprotocol.io",[35,754,755,758,759],{},[16,756,757],{},"Support:"," Contact us at ",[182,760,762],{"href":761},"mailto:support@allnewsapi.com","support@allnewsapi.com",[21,764,766],{"id":765},"example-building-a-news-briefing-bot","Example: Building a News Briefing Bot",[12,768,769],{},"Here's a quick example of what you can build with the MCP server:",[198,771,774],{"className":772,"code":773,"language":381},[379],"You: \"Create a morning briefing with top headlines from \ntechnology, business, and world news\"\n\nAI: *Uses MCP to fetch from multiple categories*\n\n\"Good morning! Here's your briefing for December 8, 2024:\n\n📱 TECHNOLOGY\n- Major AI breakthrough announced by research team\n- New smartphone features revealed at tech conference\n- Cybersecurity alert issued for popular software\n\n💼 BUSINESS \n- Stock markets react to economic data\n- Tech giant announces quarterly earnings\n- Merger talks confirmed between industry leaders\n\n🌍 WORLD NEWS\n- International summit concludes with new agreements\n- Climate initiative gains momentum\n- Breaking: Major development in ongoing situation\n\nWould you like more details on any of these stories?\"\n",[205,775,773],{"__ignoreMap":203},[21,777,779],{"id":778},"conclusion","Conclusion",[12,781,782],{},"The AllNewsAPI MCP Server bridges the gap between AI assistants and real-time news data. Whether you're a developer building news-powered applications, a researcher analyzing current events, or a content creator staying informed, the MCP server makes accessing news data as simple as asking a question.",[12,784,785],{},[16,786,787],{},"Get started today:",[693,789,790,795,801],{},[35,791,792],{},[182,793,794],{"href":184},"Sign up for AllNewsAPI",[35,796,797,798],{},"Install the MCP server with ",[205,799,800],{},"npx allnewsapi-mcp@latest",[35,802,803],{},"Start asking your AI assistant about current events",[12,805,806],{},"We can't wait to see what you build!",[808,809],"hr",{},[12,811,812],{},[813,814,815,816,818,819,823],"em",{},"Have questions or feedback? Reach out to us at ",[182,817,762],{"href":761}," or open an issue on ",[182,820,822],{"href":730,"rel":821},[732],"GitHub",".",[825,826,827],"style",{},"html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":203,"searchDepth":218,"depth":218,"links":829},[830,831,832,838,843,844,850,854,855,856,857,858,859],{"id":23,"depth":218,"text":24},{"id":49,"depth":218,"text":50},{"id":91,"depth":218,"text":92,"children":833},[834,835,836,837],{"id":96,"depth":228,"text":97},{"id":135,"depth":228,"text":136},{"id":142,"depth":228,"text":143},{"id":149,"depth":228,"text":150},{"id":164,"depth":218,"text":165,"children":839},[840,841,842],{"id":171,"depth":228,"text":172},{"id":192,"depth":228,"text":193},{"id":310,"depth":228,"text":311},{"id":366,"depth":218,"text":367},{"id":433,"depth":218,"text":434,"children":845},[846,847,848,849],{"id":437,"depth":228,"text":438},{"id":463,"depth":228,"text":464},{"id":476,"depth":228,"text":477},{"id":492,"depth":228,"text":493},{"id":505,"depth":218,"text":506,"children":851},[852,853],{"id":538,"depth":228,"text":539},{"id":577,"depth":228,"text":578},{"id":605,"depth":218,"text":606},{"id":635,"depth":218,"text":636},{"id":690,"depth":218,"text":691},{"id":718,"depth":218,"text":719},{"id":765,"depth":218,"text":766},{"id":778,"depth":218,"text":779},"2025-12-08","Connect your AI assistant to real-time news data with our new Model Context Protocol server",false,"md","\u002Fblog\u002Fintroducing-allnewsapi-mcp-server.webp",{},true,"\u002Fblog\u002Fintroducing-allnewsapi-mcp-server",{"title":6,"description":861},{"loc":867},"blog\u002Fintroducing-allnewsapi-mcp-server","announcement","ACfNs01Ysur9emrMjQ3WbhbFOnYprQ4dHvqjXc4Nx1M",{"id":874,"title":875,"author":7,"body":876,"date":3675,"description":3676,"draft":862,"extension":863,"image":3677,"meta":3678,"navigation":866,"path":3679,"seo":3680,"sitemap":3681,"stem":3682,"tags":3683,"__hash__":3684},"blog\u002Fblog\u002Fmulti-language-news-apps.md","Building Multi-Language News Applications",{"type":9,"value":877,"toc":3658},[878,881,885,888,902,906,909,977,981,984,1004,1008,1011,1099,1103,1106,1172,1176,1179,1950,1954,1961,1982,1985,2262,2265,2656,2660,2663,2806,2809,2839,2843,2846,2923,2927,2930,3222,3226,3229,3418,3422,3466,3470,3473,3621,3623,3626,3633,3635,3655],[12,879,880],{},"Serving news content in multiple languages isn't just nice to have—it's essential. This guide will show you how to build a truly international news application using AllNewsAPI.",[21,882,884],{"id":883},"why-multi-language-matters","Why Multi-Language Matters",[12,886,887],{},"Consider these statistics:",[32,889,890,893,896,899],{},[35,891,892],{},"Only 25% of internet users speak English as their first language",[35,894,895],{},"75% of consumers prefer to buy products in their native language",[35,897,898],{},"Multi-language apps see 2-3x higher engagement rates",[35,900,901],{},"Global reach opens up new markets and audiences",[21,903,905],{"id":904},"allnewsapi-language-support","AllNewsAPI Language Support",[12,907,908],{},"AllNewsAPI supports news in 22 languages across 244 countries:",[32,910,911,914,917,920,923,926,929,932,935,938,941,944,947,950,953,956,959,962,965,968,971,974],{},[35,912,913],{},"Arabic (ar)",[35,915,916],{},"Chinese (zh)",[35,918,919],{},"Dutch (nl)",[35,921,922],{},"English (en)",[35,924,925],{},"French (fr)",[35,927,928],{},"German (de)",[35,930,931],{},"Greek (el)",[35,933,934],{},"Hebrew (he)",[35,936,937],{},"Hindi (hi)",[35,939,940],{},"Italian (it)",[35,942,943],{},"Japanese (ja)",[35,945,946],{},"Korean (ko)",[35,948,949],{},"Norwegian (no)",[35,951,952],{},"Polish (pl)",[35,954,955],{},"Portuguese (pt)",[35,957,958],{},"Romanian (ro)",[35,960,961],{},"Russian (ru)",[35,963,964],{},"Spanish (es)",[35,966,967],{},"Swedish (sv)",[35,969,970],{},"Turkish (tr)",[35,972,973],{},"Ukrainian (uk)",[35,975,976],{},"Vietnamese (vi)",[21,978,980],{"id":979},"architecture-overview","Architecture Overview",[12,982,983],{},"A well-designed multi-language news app has three key components:",[693,985,986,992,998],{},[35,987,988,991],{},[16,989,990],{},"Content Layer",": News articles in various languages",[35,993,994,997],{},[16,995,996],{},"UI Layer",": Interface text and labels",[35,999,1000,1003],{},[16,1001,1002],{},"User Preferences",": Language selection and persistence",[21,1005,1007],{"id":1006},"step-1-setting-up-language-detection","Step 1: Setting Up Language Detection",[12,1009,1010],{},"First, detect the user's preferred language:",[198,1012,1016],{"className":1013,"code":1014,"language":1015,"meta":203,"style":203},"language-javascript shiki shiki-themes github-light github-dark","function detectUserLanguage() {\n \u002F\u002F Check localStorage for saved preference\n const saved = localStorage.getItem('preferredLanguage');\n if (saved) return saved;\n \n \u002F\u002F Check browser language\n const browserLang = navigator.language.split('-')[0];\n \n \u002F\u002F Supported languages\n const supported = ['ar', 'zh', 'nl', 'en', 'fr', 'de', 'el', 'he', 'hi', 'it', 'ja', 'ko', 'no', 'pl', 'pt', 'ro', 'ru', 'es', 'sv', 'tr', 'uk', 'vi'];\n \n \u002F\u002F Return browser language if supported, otherwise default to English\n return supported.includes(browserLang) ? browserLang : 'en';\n}\n\nconst userLanguage = detectUserLanguage();\n","javascript",[205,1017,1018,1023,1028,1033,1038,1043,1048,1053,1057,1062,1067,1071,1076,1082,1087,1093],{"__ignoreMap":203},[208,1019,1020],{"class":210,"line":211},[208,1021,1022],{},"function detectUserLanguage() {\n",[208,1024,1025],{"class":210,"line":218},[208,1026,1027],{}," \u002F\u002F Check localStorage for saved preference\n",[208,1029,1030],{"class":210,"line":228},[208,1031,1032],{}," const saved = localStorage.getItem('preferredLanguage');\n",[208,1034,1035],{"class":210,"line":236},[208,1036,1037],{}," if (saved) return saved;\n",[208,1039,1040],{"class":210,"line":252},[208,1041,1042],{}," \n",[208,1044,1045],{"class":210,"line":261},[208,1046,1047],{}," \u002F\u002F Check browser language\n",[208,1049,1050],{"class":210,"line":269},[208,1051,1052],{}," const browserLang = navigator.language.split('-')[0];\n",[208,1054,1055],{"class":210,"line":277},[208,1056,1042],{},[208,1058,1059],{"class":210,"line":283},[208,1060,1061],{}," \u002F\u002F Supported languages\n",[208,1063,1064],{"class":210,"line":289},[208,1065,1066],{}," const supported = ['ar', 'zh', 'nl', 'en', 'fr', 'de', 'el', 'he', 'hi', 'it', 'ja', 'ko', 'no', 'pl', 'pt', 'ro', 'ru', 'es', 'sv', 'tr', 'uk', 'vi'];\n",[208,1068,1069],{"class":210,"line":295},[208,1070,1042],{},[208,1072,1073],{"class":210,"line":301},[208,1074,1075],{}," \u002F\u002F Return browser language if supported, otherwise default to English\n",[208,1077,1079],{"class":210,"line":1078},13,[208,1080,1081],{}," return supported.includes(browserLang) ? browserLang : 'en';\n",[208,1083,1085],{"class":210,"line":1084},14,[208,1086,304],{},[208,1088,1090],{"class":210,"line":1089},15,[208,1091,1092],{"emptyLinePlaceholder":866},"\n",[208,1094,1096],{"class":210,"line":1095},16,[208,1097,1098],{},"const userLanguage = detectUserLanguage();\n",[21,1100,1102],{"id":1101},"step-2-fetching-language-specific-news","Step 2: Fetching Language-Specific News",[12,1104,1105],{},"Use AllNewsAPI to fetch news in the user's language:",[198,1107,1109],{"className":1013,"code":1108,"language":1015,"meta":203,"style":203},"async function getNewsInLanguage(language, country) {\n const response = await fetch(\n `https:\u002F\u002Fapi.allnewsapi.com\u002Fheadlines?apikey=${API_KEY}&lang=${language}&country=${country}`\n );\n \n return await response.json();\n}\n\n\u002F\u002F Example: Get Spanish news from Spain\nconst spanishNews = await getNewsInLanguage('es', 'es');\n\n\u002F\u002F Example: Get French news from France\nconst frenchNews = await getNewsInLanguage('fr', 'fr');\n",[205,1110,1111,1116,1121,1126,1131,1135,1140,1144,1148,1153,1158,1162,1167],{"__ignoreMap":203},[208,1112,1113],{"class":210,"line":211},[208,1114,1115],{},"async function getNewsInLanguage(language, country) {\n",[208,1117,1118],{"class":210,"line":218},[208,1119,1120],{}," const response = await fetch(\n",[208,1122,1123],{"class":210,"line":228},[208,1124,1125],{}," `https:\u002F\u002Fapi.allnewsapi.com\u002Fheadlines?apikey=${API_KEY}&lang=${language}&country=${country}`\n",[208,1127,1128],{"class":210,"line":236},[208,1129,1130],{}," );\n",[208,1132,1133],{"class":210,"line":252},[208,1134,1042],{},[208,1136,1137],{"class":210,"line":261},[208,1138,1139],{}," return await response.json();\n",[208,1141,1142],{"class":210,"line":269},[208,1143,304],{},[208,1145,1146],{"class":210,"line":277},[208,1147,1092],{"emptyLinePlaceholder":866},[208,1149,1150],{"class":210,"line":283},[208,1151,1152],{},"\u002F\u002F Example: Get Spanish news from Spain\n",[208,1154,1155],{"class":210,"line":289},[208,1156,1157],{},"const spanishNews = await getNewsInLanguage('es', 'es');\n",[208,1159,1160],{"class":210,"line":295},[208,1161,1092],{"emptyLinePlaceholder":866},[208,1163,1164],{"class":210,"line":301},[208,1165,1166],{},"\u002F\u002F Example: Get French news from France\n",[208,1168,1169],{"class":210,"line":1078},[208,1170,1171],{},"const frenchNews = await getNewsInLanguage('fr', 'fr');\n",[21,1173,1175],{"id":1174},"step-3-implementing-language-switching","Step 3: Implementing Language Switching",[12,1177,1178],{},"Create a language selector component:",[198,1180,1184],{"className":1181,"code":1182,"language":1183,"meta":203,"style":203},"language-jsx shiki shiki-themes github-light github-dark","import { useState, useEffect } from 'react';\n\nfunction LanguageSelector({ currentLanguage, onLanguageChange }) {\n const languages = [\n { code: 'en', name: 'English', flag: '🇬🇧' },\n { code: 'es', name: 'Español', flag: '🇪🇸' },\n { code: 'fr', name: 'Français', flag: '🇫🇷' },\n { code: 'de', name: 'Deutsch', flag: '🇩🇪' },\n { code: 'it', name: 'Italiano', flag: '🇮🇹' },\n { code: 'pt', name: 'Português', flag: '🇵🇹' },\n { code: 'ru', name: 'Русский', flag: '🇷🇺' },\n { code: 'ar', name: 'العربية', flag: '🇸🇦' },\n { code: 'zh', name: '中文', flag: '🇨🇳' },\n { code: 'ja', name: '日本語', flag: '🇯🇵' },\n { code: 'ko', name: '한국어', flag: '🇰🇷' },\n { code: 'hi', name: 'हिन्दी', flag: '🇮🇳' },\n { code: 'nl', name: 'Nederlands', flag: '🇳🇱' },\n { code: 'sv', name: 'Svenska', flag: '🇸🇪' },\n { code: 'no', name: 'Norsk', flag: '🇳🇴' },\n { code: 'el', name: 'Ελληνικά', flag: '🇬🇷' },\n { code: 'he', name: 'עברית', flag: '🇮🇱' },\n { code: 'pl', name: 'Polski', flag: '🇵🇱' },\n { code: 'ro', name: 'Română', flag: '🇷🇴' },\n { code: 'tr', name: 'Türkçe', flag: '🇹🇷' },\n { code: 'uk', name: 'Українська', flag: '🇺🇦' },\n { code: 'vi', name: 'Tiếng Việt', flag: '🇻🇳' }\n ];\n\n const handleChange = (langCode) => {\n localStorage.setItem('preferredLanguage', langCode);\n onLanguageChange(langCode);\n };\n\n return (\n \u003Cdiv className=\"language-selector\">\n \u003Cselect \n value={currentLanguage} \n onChange={(e) => handleChange(e.target.value)}\n >\n {languages.map(lang => (\n \u003Coption key={lang.code} value={lang.code}>\n {lang.flag} {lang.name}\n \u003C\u002Foption>\n ))}\n \u003C\u002Fselect>\n \u003C\u002Fdiv>\n );\n}\n\nexport default LanguageSelector;\n","jsx",[205,1185,1186,1204,1208,1233,1247,1270,1289,1308,1327,1346,1365,1384,1403,1422,1441,1460,1479,1499,1519,1539,1559,1579,1599,1619,1639,1659,1680,1686,1691,1716,1734,1743,1749,1754,1763,1785,1797,1808,1831,1837,1856,1881,1887,1897,1903,1913,1923,1928,1933,1938],{"__ignoreMap":203},[208,1187,1188,1192,1195,1198,1201],{"class":210,"line":211},[208,1189,1191],{"class":1190},"szBVR","import",[208,1193,1194],{"class":214}," { useState, useEffect } ",[208,1196,1197],{"class":1190},"from",[208,1199,1200],{"class":245}," 'react'",[208,1202,1203],{"class":214},";\n",[208,1205,1206],{"class":210,"line":218},[208,1207,1092],{"emptyLinePlaceholder":866},[208,1209,1210,1213,1217,1220,1224,1227,1230],{"class":210,"line":228},[208,1211,1212],{"class":1190},"function",[208,1214,1216],{"class":1215},"sScJk"," LanguageSelector",[208,1218,1219],{"class":214},"({ ",[208,1221,1223],{"class":1222},"s4XuR","currentLanguage",[208,1225,1226],{"class":214},", ",[208,1228,1229],{"class":1222},"onLanguageChange",[208,1231,1232],{"class":214}," }) {\n",[208,1234,1235,1238,1241,1244],{"class":210,"line":236},[208,1236,1237],{"class":1190}," const",[208,1239,1240],{"class":221}," languages",[208,1242,1243],{"class":1190}," =",[208,1245,1246],{"class":214}," [\n",[208,1248,1249,1252,1255,1258,1261,1264,1267],{"class":210,"line":252},[208,1250,1251],{"class":214}," { code: ",[208,1253,1254],{"class":245},"'en'",[208,1256,1257],{"class":214},", name: ",[208,1259,1260],{"class":245},"'English'",[208,1262,1263],{"class":214},", flag: ",[208,1265,1266],{"class":245},"'🇬🇧'",[208,1268,1269],{"class":214}," },\n",[208,1271,1272,1274,1277,1279,1282,1284,1287],{"class":210,"line":261},[208,1273,1251],{"class":214},[208,1275,1276],{"class":245},"'es'",[208,1278,1257],{"class":214},[208,1280,1281],{"class":245},"'Español'",[208,1283,1263],{"class":214},[208,1285,1286],{"class":245},"'🇪🇸'",[208,1288,1269],{"class":214},[208,1290,1291,1293,1296,1298,1301,1303,1306],{"class":210,"line":269},[208,1292,1251],{"class":214},[208,1294,1295],{"class":245},"'fr'",[208,1297,1257],{"class":214},[208,1299,1300],{"class":245},"'Français'",[208,1302,1263],{"class":214},[208,1304,1305],{"class":245},"'🇫🇷'",[208,1307,1269],{"class":214},[208,1309,1310,1312,1315,1317,1320,1322,1325],{"class":210,"line":277},[208,1311,1251],{"class":214},[208,1313,1314],{"class":245},"'de'",[208,1316,1257],{"class":214},[208,1318,1319],{"class":245},"'Deutsch'",[208,1321,1263],{"class":214},[208,1323,1324],{"class":245},"'🇩🇪'",[208,1326,1269],{"class":214},[208,1328,1329,1331,1334,1336,1339,1341,1344],{"class":210,"line":283},[208,1330,1251],{"class":214},[208,1332,1333],{"class":245},"'it'",[208,1335,1257],{"class":214},[208,1337,1338],{"class":245},"'Italiano'",[208,1340,1263],{"class":214},[208,1342,1343],{"class":245},"'🇮🇹'",[208,1345,1269],{"class":214},[208,1347,1348,1350,1353,1355,1358,1360,1363],{"class":210,"line":289},[208,1349,1251],{"class":214},[208,1351,1352],{"class":245},"'pt'",[208,1354,1257],{"class":214},[208,1356,1357],{"class":245},"'Português'",[208,1359,1263],{"class":214},[208,1361,1362],{"class":245},"'🇵🇹'",[208,1364,1269],{"class":214},[208,1366,1367,1369,1372,1374,1377,1379,1382],{"class":210,"line":295},[208,1368,1251],{"class":214},[208,1370,1371],{"class":245},"'ru'",[208,1373,1257],{"class":214},[208,1375,1376],{"class":245},"'Русский'",[208,1378,1263],{"class":214},[208,1380,1381],{"class":245},"'🇷🇺'",[208,1383,1269],{"class":214},[208,1385,1386,1388,1391,1393,1396,1398,1401],{"class":210,"line":301},[208,1387,1251],{"class":214},[208,1389,1390],{"class":245},"'ar'",[208,1392,1257],{"class":214},[208,1394,1395],{"class":245},"'العربية'",[208,1397,1263],{"class":214},[208,1399,1400],{"class":245},"'🇸🇦'",[208,1402,1269],{"class":214},[208,1404,1405,1407,1410,1412,1415,1417,1420],{"class":210,"line":1078},[208,1406,1251],{"class":214},[208,1408,1409],{"class":245},"'zh'",[208,1411,1257],{"class":214},[208,1413,1414],{"class":245},"'中文'",[208,1416,1263],{"class":214},[208,1418,1419],{"class":245},"'🇨🇳'",[208,1421,1269],{"class":214},[208,1423,1424,1426,1429,1431,1434,1436,1439],{"class":210,"line":1084},[208,1425,1251],{"class":214},[208,1427,1428],{"class":245},"'ja'",[208,1430,1257],{"class":214},[208,1432,1433],{"class":245},"'日本語'",[208,1435,1263],{"class":214},[208,1437,1438],{"class":245},"'🇯🇵'",[208,1440,1269],{"class":214},[208,1442,1443,1445,1448,1450,1453,1455,1458],{"class":210,"line":1089},[208,1444,1251],{"class":214},[208,1446,1447],{"class":245},"'ko'",[208,1449,1257],{"class":214},[208,1451,1452],{"class":245},"'한국어'",[208,1454,1263],{"class":214},[208,1456,1457],{"class":245},"'🇰🇷'",[208,1459,1269],{"class":214},[208,1461,1462,1464,1467,1469,1472,1474,1477],{"class":210,"line":1095},[208,1463,1251],{"class":214},[208,1465,1466],{"class":245},"'hi'",[208,1468,1257],{"class":214},[208,1470,1471],{"class":245},"'हिन्दी'",[208,1473,1263],{"class":214},[208,1475,1476],{"class":245},"'🇮🇳'",[208,1478,1269],{"class":214},[208,1480,1482,1484,1487,1489,1492,1494,1497],{"class":210,"line":1481},17,[208,1483,1251],{"class":214},[208,1485,1486],{"class":245},"'nl'",[208,1488,1257],{"class":214},[208,1490,1491],{"class":245},"'Nederlands'",[208,1493,1263],{"class":214},[208,1495,1496],{"class":245},"'🇳🇱'",[208,1498,1269],{"class":214},[208,1500,1502,1504,1507,1509,1512,1514,1517],{"class":210,"line":1501},18,[208,1503,1251],{"class":214},[208,1505,1506],{"class":245},"'sv'",[208,1508,1257],{"class":214},[208,1510,1511],{"class":245},"'Svenska'",[208,1513,1263],{"class":214},[208,1515,1516],{"class":245},"'🇸🇪'",[208,1518,1269],{"class":214},[208,1520,1522,1524,1527,1529,1532,1534,1537],{"class":210,"line":1521},19,[208,1523,1251],{"class":214},[208,1525,1526],{"class":245},"'no'",[208,1528,1257],{"class":214},[208,1530,1531],{"class":245},"'Norsk'",[208,1533,1263],{"class":214},[208,1535,1536],{"class":245},"'🇳🇴'",[208,1538,1269],{"class":214},[208,1540,1542,1544,1547,1549,1552,1554,1557],{"class":210,"line":1541},20,[208,1543,1251],{"class":214},[208,1545,1546],{"class":245},"'el'",[208,1548,1257],{"class":214},[208,1550,1551],{"class":245},"'Ελληνικά'",[208,1553,1263],{"class":214},[208,1555,1556],{"class":245},"'🇬🇷'",[208,1558,1269],{"class":214},[208,1560,1562,1564,1567,1569,1572,1574,1577],{"class":210,"line":1561},21,[208,1563,1251],{"class":214},[208,1565,1566],{"class":245},"'he'",[208,1568,1257],{"class":214},[208,1570,1571],{"class":245},"'עברית'",[208,1573,1263],{"class":214},[208,1575,1576],{"class":245},"'🇮🇱'",[208,1578,1269],{"class":214},[208,1580,1582,1584,1587,1589,1592,1594,1597],{"class":210,"line":15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async",[208,2395,1703],{"class":214},[208,2397,1850],{"class":1222},[208,2399,1709],{"class":214},[208,2401,1712],{"class":1190},[208,2403,1715],{"class":214},[208,2405,2406,2409,2412],{"class":210,"line":283},[208,2407,2408],{"class":214}," i18n.",[208,2410,2411],{"class":1215},"changeLanguage",[208,2413,2414],{"class":214},"(lang);\n",[208,2416,2417],{"class":210,"line":289},[208,2418,2420],{"class":2419},"sJ8bj"," \u002F\u002F Fetch news in new language\n",[208,2422,2423,2426,2429,2431,2434,2437,2440,2443],{"class":210,"line":295},[208,2424,2425],{"class":1190}," const",[208,2427,2428],{"class":221}," news",[208,2430,1243],{"class":1190},[208,2432,2433],{"class":1190}," await",[208,2435,2436],{"class":1215}," getNewsInLanguage",[208,2438,2439],{"class":214},"(lang, ",[208,2441,2442],{"class":1215},"getCountryForLanguage",[208,2444,2445],{"class":214},"(lang));\n",[208,2447,2448,2451],{"class":210,"line":301},[208,2449,2450],{"class":1215}," setArticles",[208,2452,2453],{"class":214},"(news.articles);\n",[208,2455,2456],{"class":210,"line":1078},[208,2457,1748],{"class":214},[208,2459,2460],{"class":210,"line":1084},[208,2461,1092],{"emptyLinePlaceholder":866},[208,2463,2464,2466],{"class":210,"line":1089},[208,2465,1759],{"class":1190},[208,2467,1762],{"class":214},[208,2469,2470,2472,2474],{"class":210,"line":1095},[208,2471,1768],{"class":214},[208,2473,1772],{"class":1771},[208,2475,1784],{"class":214},[208,2477,2478,2480,2483,2486,2488,2490,2493,2496,2498],{"class":210,"line":1481},[208,2479,1790],{"class":214},[208,2481,2482],{"class":1771},"h1",[208,2484,2485],{"class":214},">{",[208,2487,2307],{"class":1215},[208,2489,1727],{"class":214},[208,2491,2492],{"class":245},"'headlines'",[208,2494,2495],{"class":214},")}\u003C\u002F",[208,2497,2482],{"class":1771},[208,2499,1784],{"class":214},[208,2501,2502,2504,2507],{"class":210,"line":1501},[208,2503,1790],{"class":214},[208,2505,2506],{"class":221},"LanguageSelector",[208,2508,1796],{"class":214},[208,2510,2511,2514,2516],{"class":210,"line":1521},[208,2512,2513],{"class":1215}," currentLanguage",[208,2515,1778],{"class":1190},[208,2517,2518],{"class":214},"{i18n.language}\n",[208,2520,2521,2524,2526],{"class":210,"line":1541},[208,2522,2523],{"class":1215}," onLanguageChange",[208,2525,1778],{"class":1190},[208,2527,2528],{"class":214},"{changeLanguage}\n",[208,2530,2531],{"class":210,"line":1561},[208,2532,2533],{"class":214}," \u002F>\n",[208,2535,2536,2539,2542],{"class":210,"line":1581},[208,2537,2538],{"class":214}," {loading ",[208,2540,2541],{"class":1190},"?",[208,2543,1762],{"class":214},[208,2545,2546,2549,2551,2553,2555,2557,2560,2562,2564],{"class":210,"line":1601},[208,2547,2548],{"class":214}," \u003C",[208,2550,12],{"class":1771},[208,2552,2485],{"class":214},[208,2554,2307],{"class":1215},[208,2556,1727],{"class":214},[208,2558,2559],{"class":245},"'loading'",[208,2561,2495],{"class":214},[208,2563,12],{"class":1771},[208,2565,1784],{"class":214},[208,2567,2568,2571,2574,2577,2580,2583,2586,2589],{"class":210,"line":1621},[208,2569,2570],{"class":214}," ) ",[208,2572,2573],{"class":1190},":",[208,2575,2576],{"class":214}," articles.",[208,2578,2579],{"class":221},"length",[208,2581,2582],{"class":1190}," ===",[208,2584,2585],{"class":221}," 0",[208,2587,2588],{"class":1190}," ?",[208,2590,1762],{"class":214},[208,2592,2593,2595,2597,2599,2601,2603,2606,2608,2610],{"class":210,"line":1641},[208,2594,2548],{"class":214},[208,2596,12],{"class":1771},[208,2598,2485],{"class":214},[208,2600,2307],{"class":1215},[208,2602,1727],{"class":214},[208,2604,2605],{"class":245},"'noResults'",[208,2607,2495],{"class":214},[208,2609,12],{"class":1771},[208,2611,1784],{"class":214},[208,2613,2614,2616,2618],{"class":210,"line":1661},[208,2615,2570],{"class":214},[208,2617,2573],{"class":1190},[208,2619,1762],{"class":214},[208,2621,2622,2624,2627,2630,2632],{"class":210,"line":1682},[208,2623,2548],{"class":214},[208,2625,2626],{"class":221},"ArticleList",[208,2628,2629],{"class":1215}," articles",[208,2631,1778],{"class":1190},[208,2633,2634],{"class":214},"{articles} \u002F>\n",[208,2636,2637],{"class":210,"line":1688},[208,2638,2639],{"class":214}," )}\n",[208,2641,2642,2644,2646],{"class":210,"line":1693},[208,2643,1918],{"class":214},[208,2645,1772],{"class":1771},[208,2647,1784],{"class":214},[208,2649,2650],{"class":210,"line":1718},[208,2651,1130],{"class":214},[208,2653,2654],{"class":210,"line":1736},[208,2655,304],{"class":214},[21,2657,2659],{"id":2658},"step-5-handling-right-to-left-languages","Step 5: Handling Right-to-Left Languages",[12,2661,2662],{},"For languages like Arabic and Hebrew, implement RTL support:",[198,2664,2668],{"className":2665,"code":2666,"language":2667,"meta":203,"style":203},"language-css shiki shiki-themes github-light github-dark","\u002F* Add to your CSS *\u002F\n[dir=\"rtl\"] {\n direction: rtl;\n text-align: right;\n}\n\n[dir=\"rtl\"] .article-card {\n text-align: right;\n}\n\n[dir=\"rtl\"] .button {\n margin-left: 0;\n margin-right: 10px;\n}\n","css",[205,2669,2670,2675,2691,2703,2715,2719,2723,2740,2750,2754,2758,2775,2787,2802],{"__ignoreMap":203},[208,2671,2672],{"class":210,"line":211},[208,2673,2674],{"class":2419},"\u002F* Add to your CSS *\u002F\n",[208,2676,2677,2680,2683,2685,2688],{"class":210,"line":218},[208,2678,2679],{"class":214},"[",[208,2681,2682],{"class":1215},"dir",[208,2684,1778],{"class":1190},[208,2686,2687],{"class":245},"\"rtl\"",[208,2689,2690],{"class":214},"] {\n",[208,2692,2693,2696,2698,2701],{"class":210,"line":228},[208,2694,2695],{"class":221}," direction",[208,2697,242],{"class":214},[208,2699,2700],{"class":221},"rtl",[208,2702,1203],{"class":214},[208,2704,2705,2708,2710,2713],{"class":210,"line":236},[208,2706,2707],{"class":221}," text-align",[208,2709,242],{"class":214},[208,2711,2712],{"class":221},"right",[208,2714,1203],{"class":214},[208,2716,2717],{"class":210,"line":252},[208,2718,304],{"class":214},[208,2720,2721],{"class":210,"line":261},[208,2722,1092],{"emptyLinePlaceholder":866},[208,2724,2725,2727,2729,2731,2733,2735,2738],{"class":210,"line":269},[208,2726,2679],{"class":214},[208,2728,2682],{"class":1215},[208,2730,1778],{"class":1190},[208,2732,2687],{"class":245},[208,2734,2341],{"class":214},[208,2736,2737],{"class":1215},".article-card",[208,2739,1715],{"class":214},[208,2741,2742,2744,2746,2748],{"class":210,"line":277},[208,2743,2707],{"class":221},[208,2745,242],{"class":214},[208,2747,2712],{"class":221},[208,2749,1203],{"class":214},[208,2751,2752],{"class":210,"line":283},[208,2753,304],{"class":214},[208,2755,2756],{"class":210,"line":289},[208,2757,1092],{"emptyLinePlaceholder":866},[208,2759,2760,2762,2764,2766,2768,2770,2773],{"class":210,"line":295},[208,2761,2679],{"class":214},[208,2763,2682],{"class":1215},[208,2765,1778],{"class":1190},[208,2767,2687],{"class":245},[208,2769,2341],{"class":214},[208,2771,2772],{"class":1215},".button",[208,2774,1715],{"class":214},[208,2776,2777,2780,2782,2785],{"class":210,"line":301},[208,2778,2779],{"class":221}," margin-left",[208,2781,242],{"class":214},[208,2783,2784],{"class":221},"0",[208,2786,1203],{"class":214},[208,2788,2789,2792,2794,2797,2800],{"class":210,"line":1078},[208,2790,2791],{"class":221}," margin-right",[208,2793,242],{"class":214},[208,2795,2796],{"class":221},"10",[208,2798,2799],{"class":1190},"px",[208,2801,1203],{"class":214},[208,2803,2804],{"class":210,"line":1084},[208,2805,304],{"class":214},[12,2807,2808],{},"Update the HTML direction dynamically:",[198,2810,2812],{"className":1013,"code":2811,"language":1015,"meta":203,"style":203},"useEffect(() => {\n const rtlLanguages = ['ar', 'he'];\n const direction = rtlLanguages.includes(i18n.language) ? 'rtl' : 'ltr';\n document.documentElement.setAttribute('dir', direction);\n}, [i18n.language]);\n",[205,2813,2814,2819,2824,2829,2834],{"__ignoreMap":203},[208,2815,2816],{"class":210,"line":211},[208,2817,2818],{},"useEffect(() => {\n",[208,2820,2821],{"class":210,"line":218},[208,2822,2823],{}," const rtlLanguages = ['ar', 'he'];\n",[208,2825,2826],{"class":210,"line":228},[208,2827,2828],{}," const direction = rtlLanguages.includes(i18n.language) ? 'rtl' : 'ltr';\n",[208,2830,2831],{"class":210,"line":236},[208,2832,2833],{}," document.documentElement.setAttribute('dir', direction);\n",[208,2835,2836],{"class":210,"line":252},[208,2837,2838],{},"}, [i18n.language]);\n",[21,2840,2842],{"id":2841},"step-6-date-and-time-localization","Step 6: Date and Time Localization",[12,2844,2845],{},"Format dates according to the user's locale:",[198,2847,2849],{"className":1013,"code":2848,"language":1015,"meta":203,"style":203},"function formatDate(dateString, language) {\n const date = new Date(dateString);\n \n return new Intl.DateTimeFormat(language, {\n year: 'numeric',\n month: 'long',\n day: 'numeric',\n hour: '2-digit',\n minute: '2-digit'\n }).format(date);\n}\n\n\u002F\u002F Usage\nconst formattedDate = formatDate('2024-11-05T10:30:00Z', 'es');\n\u002F\u002F Output: \"5 de noviembre de 2024, 10:30\"\n",[205,2850,2851,2856,2861,2865,2870,2875,2880,2885,2890,2895,2900,2904,2908,2913,2918],{"__ignoreMap":203},[208,2852,2853],{"class":210,"line":211},[208,2854,2855],{},"function formatDate(dateString, language) {\n",[208,2857,2858],{"class":210,"line":218},[208,2859,2860],{}," const date = new Date(dateString);\n",[208,2862,2863],{"class":210,"line":228},[208,2864,1042],{},[208,2866,2867],{"class":210,"line":236},[208,2868,2869],{}," return new Intl.DateTimeFormat(language, {\n",[208,2871,2872],{"class":210,"line":252},[208,2873,2874],{}," year: 'numeric',\n",[208,2876,2877],{"class":210,"line":261},[208,2878,2879],{}," month: 'long',\n",[208,2881,2882],{"class":210,"line":269},[208,2883,2884],{}," day: 'numeric',\n",[208,2886,2887],{"class":210,"line":277},[208,2888,2889],{}," hour: '2-digit',\n",[208,2891,2892],{"class":210,"line":283},[208,2893,2894],{}," minute: '2-digit'\n",[208,2896,2897],{"class":210,"line":289},[208,2898,2899],{}," }).format(date);\n",[208,2901,2902],{"class":210,"line":295},[208,2903,304],{},[208,2905,2906],{"class":210,"line":301},[208,2907,1092],{"emptyLinePlaceholder":866},[208,2909,2910],{"class":210,"line":1078},[208,2911,2912],{},"\u002F\u002F Usage\n",[208,2914,2915],{"class":210,"line":1084},[208,2916,2917],{},"const formattedDate = formatDate('2024-11-05T10:30:00Z', 'es');\n",[208,2919,2920],{"class":210,"line":1089},[208,2921,2922],{},"\u002F\u002F Output: \"5 de noviembre de 2024, 10:30\"\n",[21,2924,2926],{"id":2925},"step-7-country-language-mapping","Step 7: Country-Language Mapping",[12,2928,2929],{},"Create intelligent defaults for country-language combinations:",[198,2931,2933],{"className":1013,"code":2932,"language":1015,"meta":203,"style":203},"const countryLanguageMap = {\n 'us': 'en',\n 'gb': 'en',\n 'es': 'es',\n 'mx': 'es',\n 'ar': 'es',\n 'fr': 'fr',\n 'de': 'de',\n 'it': 'it',\n 'pt': 'pt',\n 'br': 'pt',\n 'ru': 'ru',\n 'sa': 'ar',\n 'ae': 'ar',\n 'cn': 'zh',\n 'jp': 'ja',\n 'kr': 'ko',\n 'in': 'hi',\n 'nl': 'nl',\n 'se': 'sv',\n 'no': 'no',\n 'gr': 'el',\n 'il': 'he',\n 'ua': 'uk',\n 'ro': 'ro',\n 'pl': 'pl',\n 'tr': 'tr',\n 'vn': 'vi'\n};\n\nfunction getCountryForLanguage(language) {\n const languageCountryMap = {\n 'en': 'us',\n 'es': 'es',\n 'fr': 'fr',\n 'de': 'de',\n 'it': 'it',\n 'pt': 'pt',\n 'ru': 'ru',\n 'ar': 'sa',\n 'zh': 'cn',\n 'ja': 'jp',\n 'ko': 'kr',\n 'hi': 'in',\n 'nl': 'nl',\n 'sv': 'se',\n 'no': 'no',\n 'el': 'gr',\n 'he': 'il',\n 'uk': 'ua',\n 'ro': 'ro',\n 'pl': 'pl',\n 'tr': 'tr',\n 'vi': 'vn'\n };\n \n return languageCountryMap[language] || 'us';\n}\n",[205,2934,2935,2940,2945,2950,2955,2960,2965,2970,2975,2980,2985,2990,2995,3000,3005,3010,3015,3020,3025,3030,3035,3040,3045,3050,3055,3060,3065,3070,3075,3079,3083,3088,3093,3098,3103,3108,3113,3118,3123,3128,3133,3138,3143,3148,3153,3158,3163,3168,3173,3178,3183,3188,3193,3198,3203,3207,3211,3217],{"__ignoreMap":203},[208,2936,2937],{"class":210,"line":211},[208,2938,2939],{},"const countryLanguageMap = {\n",[208,2941,2942],{"class":210,"line":218},[208,2943,2944],{}," 'us': 'en',\n",[208,2946,2947],{"class":210,"line":228},[208,2948,2949],{}," 'gb': 'en',\n",[208,2951,2952],{"class":210,"line":236},[208,2953,2954],{}," 'es': 'es',\n",[208,2956,2957],{"class":210,"line":252},[208,2958,2959],{}," 'mx': 'es',\n",[208,2961,2962],{"class":210,"line":261},[208,2963,2964],{}," 'ar': 'es',\n",[208,2966,2967],{"class":210,"line":269},[208,2968,2969],{}," 'fr': 'fr',\n",[208,2971,2972],{"class":210,"line":277},[208,2973,2974],{}," 'de': 'de',\n",[208,2976,2977],{"class":210,"line":283},[208,2978,2979],{}," 'it': 'it',\n",[208,2981,2982],{"class":210,"line":289},[208,2983,2984],{}," 'pt': 'pt',\n",[208,2986,2987],{"class":210,"line":295},[208,2988,2989],{}," 'br': 'pt',\n",[208,2991,2992],{"class":210,"line":301},[208,2993,2994],{}," 'ru': 'ru',\n",[208,2996,2997],{"class":210,"line":1078},[208,2998,2999],{}," 'sa': 'ar',\n",[208,3001,3002],{"class":210,"line":1084},[208,3003,3004],{}," 'ae': 'ar',\n",[208,3006,3007],{"class":210,"line":1089},[208,3008,3009],{}," 'cn': 'zh',\n",[208,3011,3012],{"class":210,"line":1095},[208,3013,3014],{}," 'jp': 'ja',\n",[208,3016,3017],{"class":210,"line":1481},[208,3018,3019],{}," 'kr': 'ko',\n",[208,3021,3022],{"class":210,"line":1501},[208,3023,3024],{}," 'in': 'hi',\n",[208,3026,3027],{"class":210,"line":1521},[208,3028,3029],{}," 'nl': 'nl',\n",[208,3031,3032],{"class":210,"line":1541},[208,3033,3034],{}," 'se': 'sv',\n",[208,3036,3037],{"class":210,"line":1561},[208,3038,3039],{}," 'no': 'no',\n",[208,3041,3042],{"class":210,"line":1581},[208,3043,3044],{}," 'gr': 'el',\n",[208,3046,3047],{"class":210,"line":1601},[208,3048,3049],{}," 'il': 'he',\n",[208,3051,3052],{"class":210,"line":1621},[208,3053,3054],{}," 'ua': 'uk',\n",[208,3056,3057],{"class":210,"line":1641},[208,3058,3059],{}," 'ro': 'ro',\n",[208,3061,3062],{"class":210,"line":1661},[208,3063,3064],{}," 'pl': 'pl',\n",[208,3066,3067],{"class":210,"line":1682},[208,3068,3069],{}," 'tr': 'tr',\n",[208,3071,3072],{"class":210,"line":1688},[208,3073,3074],{}," 'vn': 'vi'\n",[208,3076,3077],{"class":210,"line":1693},[208,3078,2193],{},[208,3080,3081],{"class":210,"line":1718},[208,3082,1092],{"emptyLinePlaceholder":866},[208,3084,3085],{"class":210,"line":1736},[208,3086,3087],{},"function getCountryForLanguage(language) {\n",[208,3089,3090],{"class":210,"line":1745},[208,3091,3092],{}," const languageCountryMap = {\n",[208,3094,3095],{"class":210,"line":1751},[208,3096,3097],{}," 'en': 'us',\n",[208,3099,3100],{"class":210,"line":1756},[208,3101,3102],{}," 'es': 'es',\n",[208,3104,3105],{"class":210,"line":1765},[208,3106,3107],{}," 'fr': 'fr',\n",[208,3109,3110],{"class":210,"line":1787},[208,3111,3112],{}," 'de': 'de',\n",[208,3114,3115],{"class":210,"line":1799},[208,3116,3117],{}," 'it': 'it',\n",[208,3119,3120],{"class":210,"line":1810},[208,3121,3122],{}," 'pt': 'pt',\n",[208,3124,3125],{"class":210,"line":1833},[208,3126,3127],{}," 'ru': 'ru',\n",[208,3129,3130],{"class":210,"line":1839},[208,3131,3132],{}," 'ar': 'sa',\n",[208,3134,3135],{"class":210,"line":1858},[208,3136,3137],{}," 'zh': 'cn',\n",[208,3139,3140],{"class":210,"line":1883},[208,3141,3142],{}," 'ja': 'jp',\n",[208,3144,3145],{"class":210,"line":1889},[208,3146,3147],{}," 'ko': 'kr',\n",[208,3149,3150],{"class":210,"line":1899},[208,3151,3152],{}," 'hi': 'in',\n",[208,3154,3155],{"class":210,"line":1905},[208,3156,3157],{}," 'nl': 'nl',\n",[208,3159,3160],{"class":210,"line":1915},[208,3161,3162],{}," 'sv': 'se',\n",[208,3164,3165],{"class":210,"line":1925},[208,3166,3167],{}," 'no': 'no',\n",[208,3169,3170],{"class":210,"line":1930},[208,3171,3172],{}," 'el': 'gr',\n",[208,3174,3175],{"class":210,"line":1935},[208,3176,3177],{}," 'he': 'il',\n",[208,3179,3180],{"class":210,"line":1940},[208,3181,3182],{}," 'uk': 'ua',\n",[208,3184,3185],{"class":210,"line":2230},[208,3186,3187],{}," 'ro': 'ro',\n",[208,3189,3190],{"class":210,"line":2236},[208,3191,3192],{}," 'pl': 'pl',\n",[208,3194,3195],{"class":210,"line":2242},[208,3196,3197],{}," 'tr': 'tr',\n",[208,3199,3200],{"class":210,"line":2247},[208,3201,3202],{}," 'vi': 'vn'\n",[208,3204,3205],{"class":210,"line":2253},[208,3206,1748],{},[208,3208,3209],{"class":210,"line":2258},[208,3210,1042],{},[208,3212,3214],{"class":210,"line":3213},57,[208,3215,3216],{}," return languageCountryMap[language] || 'us';\n",[208,3218,3220],{"class":210,"line":3219},58,[208,3221,304],{},[21,3223,3225],{"id":3224},"step-8-seo-for-multi-language-content","Step 8: SEO for Multi-Language Content",[12,3227,3228],{},"Implement proper SEO tags for each language:",[198,3230,3232],{"className":1181,"code":3231,"language":1183,"meta":203,"style":203},"function NewsPage({ language, articles }) {\n return (\n \u003C>\n \u003CHead>\n \u003Chtml lang={language} \u002F>\n \u003Clink rel=\"alternate\" hrefLang=\"en\" href=\"https:\u002F\u002Fyourapp.com\u002Fen\" \u002F>\n \u003Clink rel=\"alternate\" hrefLang=\"es\" href=\"https:\u002F\u002Fyourapp.com\u002Fes\" \u002F>\n \u003Clink rel=\"alternate\" hrefLang=\"fr\" href=\"https:\u002F\u002Fyourapp.com\u002Ffr\" \u002F>\n {\u002F* Add more language alternates *\u002F}\n \u003C\u002FHead>\n {\u002F* Your content *\u002F}\n \u003C\u002F>\n );\n}\n",[205,3233,3234,3252,3258,3263,3272,3287,3321,3349,3377,3387,3395,3405,3410,3414],{"__ignoreMap":203},[208,3235,3236,3238,3241,3243,3246,3248,3250],{"class":210,"line":211},[208,3237,1212],{"class":1190},[208,3239,3240],{"class":1215}," NewsPage",[208,3242,1219],{"class":214},[208,3244,3245],{"class":1222},"language",[208,3247,1226],{"class":214},[208,3249,2333],{"class":1222},[208,3251,1232],{"class":214},[208,3253,3254,3256],{"class":210,"line":218},[208,3255,1759],{"class":1190},[208,3257,1762],{"class":214},[208,3259,3260],{"class":210,"line":228},[208,3261,3262],{"class":214}," \u003C>\n",[208,3264,3265,3267,3270],{"class":210,"line":236},[208,3266,1790],{"class":214},[208,3268,3269],{"class":221},"Head",[208,3271,1784],{"class":214},[208,3273,3274,3276,3279,3282,3284],{"class":210,"line":252},[208,3275,2548],{"class":214},[208,3277,3278],{"class":1771},"html",[208,3280,3281],{"class":1215}," lang",[208,3283,1778],{"class":1190},[208,3285,3286],{"class":214},"{language} \u002F>\n",[208,3288,3289,3291,3294,3297,3299,3302,3305,3307,3310,3313,3315,3318],{"class":210,"line":261},[208,3290,2548],{"class":214},[208,3292,3293],{"class":1771},"link",[208,3295,3296],{"class":1215}," rel",[208,3298,1778],{"class":1190},[208,3300,3301],{"class":245},"\"alternate\"",[208,3303,3304],{"class":1215}," hrefLang",[208,3306,1778],{"class":1190},[208,3308,3309],{"class":245},"\"en\"",[208,3311,3312],{"class":1215}," href",[208,3314,1778],{"class":1190},[208,3316,3317],{"class":245},"\"https:\u002F\u002Fyourapp.com\u002Fen\"",[208,3319,3320],{"class":214}," \u002F>\n",[208,3322,3323,3325,3327,3329,3331,3333,3335,3337,3340,3342,3344,3347],{"class":210,"line":269},[208,3324,2548],{"class":214},[208,3326,3293],{"class":1771},[208,3328,3296],{"class":1215},[208,3330,1778],{"class":1190},[208,3332,3301],{"class":245},[208,3334,3304],{"class":1215},[208,3336,1778],{"class":1190},[208,3338,3339],{"class":245},"\"es\"",[208,3341,3312],{"class":1215},[208,3343,1778],{"class":1190},[208,3345,3346],{"class":245},"\"https:\u002F\u002Fyourapp.com\u002Fes\"",[208,3348,3320],{"class":214},[208,3350,3351,3353,3355,3357,3359,3361,3363,3365,3368,3370,3372,3375],{"class":210,"line":277},[208,3352,2548],{"class":214},[208,3354,3293],{"class":1771},[208,3356,3296],{"class":1215},[208,3358,1778],{"class":1190},[208,3360,3301],{"class":245},[208,3362,3304],{"class":1215},[208,3364,1778],{"class":1190},[208,3366,3367],{"class":245},"\"fr\"",[208,3369,3312],{"class":1215},[208,3371,1778],{"class":1190},[208,3373,3374],{"class":245},"\"https:\u002F\u002Fyourapp.com\u002Ffr\"",[208,3376,3320],{"class":214},[208,3378,3379,3382,3385],{"class":210,"line":283},[208,3380,3381],{"class":214}," {",[208,3383,3384],{"class":2419},"\u002F* Add more language alternates *\u002F",[208,3386,304],{"class":214},[208,3388,3389,3391,3393],{"class":210,"line":289},[208,3390,1908],{"class":214},[208,3392,3269],{"class":221},[208,3394,1784],{"class":214},[208,3396,3397,3400,3403],{"class":210,"line":295},[208,3398,3399],{"class":214}," {",[208,3401,3402],{"class":2419},"\u002F* Your content *\u002F",[208,3404,304],{"class":214},[208,3406,3407],{"class":210,"line":301},[208,3408,3409],{"class":214}," \u003C\u002F>\n",[208,3411,3412],{"class":210,"line":1078},[208,3413,1130],{"class":214},[208,3415,3416],{"class":210,"line":1084},[208,3417,304],{"class":214},[21,3419,3421],{"id":3420},"best-practices","Best Practices",[693,3423,3424,3430,3436,3442,3448,3454,3460],{},[35,3425,3426,3429],{},[16,3427,3428],{},"Always provide a language selector"," - Don't force users into a language",[35,3431,3432,3435],{},[16,3433,3434],{},"Remember user preferences"," - Store language choice in localStorage or user profile",[35,3437,3438,3441],{},[16,3439,3440],{},"Use native language names"," - Display \"Español\" not \"Spanish\"",[35,3443,3444,3447],{},[16,3445,3446],{},"Test with native speakers"," - Automated translation isn't enough",[35,3449,3450,3453],{},[16,3451,3452],{},"Consider cultural differences"," - Images and colors have different meanings",[35,3455,3456,3459],{},[16,3457,3458],{},"Optimize for performance"," - Lazy load language resources",[35,3461,3462,3465],{},[16,3463,3464],{},"Handle fallbacks gracefully"," - Always have a default language",[21,3467,3469],{"id":3468},"performance-optimization","Performance Optimization",[12,3471,3472],{},"Cache news by language to reduce API calls:",[198,3474,3476],{"className":1013,"code":3475,"language":1015,"meta":203,"style":203},"class MultiLanguageNewsCache {\n constructor() {\n this.cache = new Map();\n this.cacheDuration = 5 * 60 * 1000; \u002F\u002F 5 minutes\n }\n \n getCacheKey(language, country, category) {\n return `${language}-${country}-${category || 'all'}`;\n }\n \n get(language, country, category) {\n const key = this.getCacheKey(language, country, category);\n const cached = this.cache.get(key);\n \n if (cached && Date.now() - cached.timestamp \u003C this.cacheDuration) {\n return cached.data;\n }\n \n return null;\n }\n \n set(language, country, category, data) {\n const key = this.getCacheKey(language, country, category);\n this.cache.set(key, {\n data,\n timestamp: Date.now()\n });\n }\n}\n\nconst newsCache = new MultiLanguageNewsCache();\n",[205,3477,3478,3483,3488,3493,3498,3502,3506,3511,3516,3520,3524,3529,3534,3539,3544,3549,3554,3558,3562,3567,3571,3575,3580,3584,3589,3594,3599,3604,3608,3612,3616],{"__ignoreMap":203},[208,3479,3480],{"class":210,"line":211},[208,3481,3482],{},"class MultiLanguageNewsCache {\n",[208,3484,3485],{"class":210,"line":218},[208,3486,3487],{}," constructor() {\n",[208,3489,3490],{"class":210,"line":228},[208,3491,3492],{}," this.cache = new Map();\n",[208,3494,3495],{"class":210,"line":236},[208,3496,3497],{}," this.cacheDuration = 5 * 60 * 1000; \u002F\u002F 5 minutes\n",[208,3499,3500],{"class":210,"line":252},[208,3501,298],{},[208,3503,3504],{"class":210,"line":261},[208,3505,1042],{},[208,3507,3508],{"class":210,"line":269},[208,3509,3510],{}," getCacheKey(language, country, category) {\n",[208,3512,3513],{"class":210,"line":277},[208,3514,3515],{}," return `${language}-${country}-${category || 'all'}`;\n",[208,3517,3518],{"class":210,"line":283},[208,3519,298],{},[208,3521,3522],{"class":210,"line":289},[208,3523,1042],{},[208,3525,3526],{"class":210,"line":295},[208,3527,3528],{}," get(language, country, category) {\n",[208,3530,3531],{"class":210,"line":301},[208,3532,3533],{}," const key = this.getCacheKey(language, country, category);\n",[208,3535,3536],{"class":210,"line":1078},[208,3537,3538],{}," const cached = this.cache.get(key);\n",[208,3540,3541],{"class":210,"line":1084},[208,3542,3543],{}," \n",[208,3545,3546],{"class":210,"line":1089},[208,3547,3548],{}," if (cached && Date.now() - cached.timestamp \u003C this.cacheDuration) {\n",[208,3550,3551],{"class":210,"line":1095},[208,3552,3553],{}," return cached.data;\n",[208,3555,3556],{"class":210,"line":1481},[208,3557,292],{},[208,3559,3560],{"class":210,"line":1501},[208,3561,3543],{},[208,3563,3564],{"class":210,"line":1521},[208,3565,3566],{}," return null;\n",[208,3568,3569],{"class":210,"line":1541},[208,3570,298],{},[208,3572,3573],{"class":210,"line":1561},[208,3574,1042],{},[208,3576,3577],{"class":210,"line":1581},[208,3578,3579],{}," set(language, country, category, data) {\n",[208,3581,3582],{"class":210,"line":1601},[208,3583,3533],{},[208,3585,3586],{"class":210,"line":1621},[208,3587,3588],{}," this.cache.set(key, {\n",[208,3590,3591],{"class":210,"line":1641},[208,3592,3593],{}," data,\n",[208,3595,3596],{"class":210,"line":1661},[208,3597,3598],{}," timestamp: Date.now()\n",[208,3600,3601],{"class":210,"line":1682},[208,3602,3603],{}," });\n",[208,3605,3606],{"class":210,"line":1688},[208,3607,298],{},[208,3609,3610],{"class":210,"line":1693},[208,3611,304],{},[208,3613,3614],{"class":210,"line":1718},[208,3615,1092],{"emptyLinePlaceholder":866},[208,3617,3618],{"class":210,"line":1736},[208,3619,3620],{},"const newsCache = new MultiLanguageNewsCache();\n",[21,3622,779],{"id":778},[12,3624,3625],{},"Building a multi-language news application opens your product to a global audience. With AllNewsAPI's comprehensive language support and the techniques outlined in this guide, you can create an engaging experience for users worldwide.",[12,3627,3628,3629,3632],{},"Ready to go global? ",[182,3630,3631],{"href":184},"Start building with AllNewsAPI"," today!",[21,3634,719],{"id":718},[32,3636,3637,3642,3648],{},[35,3638,3639],{},[182,3640,3641],{"href":741},"AllNewsAPI Documentation",[35,3643,3644],{},[182,3645,3647],{"href":3646},"\u002Fcountries","Supported Languages and Countries",[35,3649,3650],{},[182,3651,3654],{"href":3652,"rel":3653},"https:\u002F\u002Fwww.i18next.com\u002F",[732],"i18next Documentation",[825,3656,3657],{},"html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .s4XuR, html code.shiki .s4XuR{--shiki-default:#E36209;--shiki-dark:#FFAB70}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .s9eBZ, html code.shiki .s9eBZ{--shiki-default:#22863A;--shiki-dark:#85E89D}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}",{"title":203,"searchDepth":218,"depth":218,"links":3659},[3660,3661,3662,3663,3664,3665,3666,3667,3668,3669,3670,3671,3672,3673,3674],{"id":883,"depth":218,"text":884},{"id":904,"depth":218,"text":905},{"id":979,"depth":218,"text":980},{"id":1006,"depth":218,"text":1007},{"id":1101,"depth":218,"text":1102},{"id":1174,"depth":218,"text":1175},{"id":1952,"depth":218,"text":1953},{"id":2658,"depth":218,"text":2659},{"id":2841,"depth":218,"text":2842},{"id":2925,"depth":218,"text":2926},{"id":3224,"depth":218,"text":3225},{"id":3420,"depth":218,"text":3421},{"id":3468,"depth":218,"text":3469},{"id":778,"depth":218,"text":779},{"id":718,"depth":218,"text":719},"2025-11-05","Learn how to create news applications that serve content in multiple languages and regions using AllNewsAPI","\u002Fblog\u002Fbuilding-multi-language-news-applications.webp",{},"\u002Fblog\u002Fmulti-language-news-apps",{"title":875,"description":3676},{"loc":3679},"blog\u002Fmulti-language-news-apps","tutorial","wd-NEQiHy9myXlHH3vF_yhAcIQZt_oziwPu3Q8qYpsI",{"id":3686,"title":3687,"author":7,"body":3688,"date":6693,"description":6694,"draft":862,"extension":863,"image":6695,"meta":6696,"navigation":866,"path":6697,"seo":6698,"sitemap":6699,"stem":6700,"tags":3683,"__hash__":6701},"blog\u002Fblog\u002Fbuilding-news-aggregator-app.md","Building a News Aggregator App with AllNewsAPI",{"type":9,"value":3689,"toc":6679},[3690,3693,3697,3700,3717,3719,3722,3733,3737,3740,3782,3785,3802,3806,3812,3991,3995,4001,4367,4371,4376,5042,5046,5052,6260,6264,6270,6597,6601,6608,6614,6618,6633,6640,6644,6647,6664,6666,6669,6676],[12,3691,3692],{},"In this tutorial, we'll build a complete news aggregator application using AllNewsAPI and React. By the end, you'll have a fully functional app that displays news from multiple countries and categories.",[21,3694,3696],{"id":3695},"what-well-build","What We'll Build",[12,3698,3699],{},"Our news aggregator will feature:",[32,3701,3702,3705,3708,3711,3714],{},[35,3703,3704],{},"Country-based news filtering (244 countries supported)",[35,3706,3707],{},"Category selection (business, technology, sports, entertainment, and more)",[35,3709,3710],{},"Search functionality",[35,3712,3713],{},"Responsive design",[35,3715,3716],{},"Real-time updates",[21,3718,172],{"id":171},[12,3720,3721],{},"Before we start, make sure you have:",[32,3723,3724,3727,3730],{},[35,3725,3726],{},"Node.js installed (v16 or higher)",[35,3728,3729],{},"An AllNewsAPI account and API key",[35,3731,3732],{},"Basic knowledge of React and JavaScript",[21,3734,3736],{"id":3735},"step-1-project-setup","Step 1: Project Setup",[12,3738,3739],{},"Create a new React app using Vite:",[198,3741,3743],{"className":1963,"code":3742,"language":1965,"meta":203,"style":203},"npm create vite@latest news-aggregator -- --template react\ncd news-aggregator\nnpm install\n",[205,3744,3745,3767,3775],{"__ignoreMap":203},[208,3746,3747,3749,3752,3755,3758,3761,3764],{"class":210,"line":211},[208,3748,1972],{"class":1215},[208,3750,3751],{"class":245}," create",[208,3753,3754],{"class":245}," vite@latest",[208,3756,3757],{"class":245}," news-aggregator",[208,3759,3760],{"class":221}," --",[208,3762,3763],{"class":221}," --template",[208,3765,3766],{"class":245}," react\n",[208,3768,3769,3772],{"class":210,"line":218},[208,3770,3771],{"class":221},"cd",[208,3773,3774],{"class":245}," news-aggregator\n",[208,3776,3777,3779],{"class":210,"line":228},[208,3778,1972],{"class":1215},[208,3780,3781],{"class":245}," install\n",[12,3783,3784],{},"Install additional dependencies:",[198,3786,3788],{"className":1963,"code":3787,"language":1965,"meta":203,"style":203},"npm install axios date-fns\n",[205,3789,3790],{"__ignoreMap":203},[208,3791,3792,3794,3796,3799],{"class":210,"line":211},[208,3793,1972],{"class":1215},[208,3795,1975],{"class":245},[208,3797,3798],{"class":245}," axios",[208,3800,3801],{"class":245}," date-fns\n",[21,3803,3805],{"id":3804},"step-2-create-the-api-service","Step 2: Create the API Service",[12,3807,3808,3809,2573],{},"Create a file ",[205,3810,3811],{},"src\u002Fservices\u002FnewsApi.js",[198,3813,3815],{"className":1013,"code":3814,"language":1015,"meta":203,"style":203},"import axios from 'axios';\n\nconst API_KEY = import.meta.env.VITE_NEWS_API_KEY;\nconst BASE_URL = 'https:\u002F\u002Fapi.allnewsapi.com';\n\nconst newsApi = axios.create({\n baseURL: BASE_URL,\n params: {\n apikey: API_KEY\n }\n});\n\nexport const getHeadlines = async (country = 'us', category = null) => {\n try {\n const params = { country };\n if (category) params.category = category;\n \n const response = await newsApi.get('\u002Fheadlines', { params });\n return response.data;\n } catch (error) {\n console.error('Error fetching headlines:', error);\n throw error;\n }\n};\n\nexport const searchNews = async (query, country = 'us') => {\n try {\n const response = await newsApi.get('\u002Fheadlines', {\n params: { q: query, country }\n });\n return response.data;\n } catch (error) {\n console.error('Error searching news:', error);\n throw error;\n }\n};\n\nexport default newsApi;\n",[205,3816,3817,3822,3826,3831,3836,3840,3845,3850,3855,3860,3864,3869,3873,3878,3883,3888,3893,3897,3902,3907,3912,3917,3922,3926,3930,3934,3939,3943,3948,3953,3957,3961,3965,3970,3974,3978,3982,3986],{"__ignoreMap":203},[208,3818,3819],{"class":210,"line":211},[208,3820,3821],{},"import axios from 'axios';\n",[208,3823,3824],{"class":210,"line":218},[208,3825,1092],{"emptyLinePlaceholder":866},[208,3827,3828],{"class":210,"line":228},[208,3829,3830],{},"const API_KEY = import.meta.env.VITE_NEWS_API_KEY;\n",[208,3832,3833],{"class":210,"line":236},[208,3834,3835],{},"const BASE_URL = 'https:\u002F\u002Fapi.allnewsapi.com';\n",[208,3837,3838],{"class":210,"line":252},[208,3839,1092],{"emptyLinePlaceholder":866},[208,3841,3842],{"class":210,"line":261},[208,3843,3844],{},"const newsApi = axios.create({\n",[208,3846,3847],{"class":210,"line":269},[208,3848,3849],{}," baseURL: BASE_URL,\n",[208,3851,3852],{"class":210,"line":277},[208,3853,3854],{}," params: {\n",[208,3856,3857],{"class":210,"line":283},[208,3858,3859],{}," apikey: API_KEY\n",[208,3861,3862],{"class":210,"line":289},[208,3863,298],{},[208,3865,3866],{"class":210,"line":295},[208,3867,3868],{},"});\n",[208,3870,3871],{"class":210,"line":301},[208,3872,1092],{"emptyLinePlaceholder":866},[208,3874,3875],{"class":210,"line":1078},[208,3876,3877],{},"export const getHeadlines = async (country = 'us', category = null) => {\n",[208,3879,3880],{"class":210,"line":1084},[208,3881,3882],{}," try {\n",[208,3884,3885],{"class":210,"line":1089},[208,3886,3887],{}," const params = { country };\n",[208,3889,3890],{"class":210,"line":1095},[208,3891,3892],{}," if (category) params.category = category;\n",[208,3894,3895],{"class":210,"line":1481},[208,3896,3543],{},[208,3898,3899],{"class":210,"line":1501},[208,3900,3901],{}," const response = await newsApi.get('\u002Fheadlines', { params });\n",[208,3903,3904],{"class":210,"line":1521},[208,3905,3906],{}," return response.data;\n",[208,3908,3909],{"class":210,"line":1541},[208,3910,3911],{}," } catch (error) {\n",[208,3913,3914],{"class":210,"line":1561},[208,3915,3916],{}," console.error('Error fetching headlines:', error);\n",[208,3918,3919],{"class":210,"line":1581},[208,3920,3921],{}," throw error;\n",[208,3923,3924],{"class":210,"line":1601},[208,3925,298],{},[208,3927,3928],{"class":210,"line":1621},[208,3929,2193],{},[208,3931,3932],{"class":210,"line":1641},[208,3933,1092],{"emptyLinePlaceholder":866},[208,3935,3936],{"class":210,"line":1661},[208,3937,3938],{},"export const searchNews = async (query, country = 'us') => {\n",[208,3940,3941],{"class":210,"line":1682},[208,3942,3882],{},[208,3944,3945],{"class":210,"line":1688},[208,3946,3947],{}," const response = await newsApi.get('\u002Fheadlines', {\n",[208,3949,3950],{"class":210,"line":1693},[208,3951,3952],{}," params: { q: query, country }\n",[208,3954,3955],{"class":210,"line":1718},[208,3956,3603],{},[208,3958,3959],{"class":210,"line":1736},[208,3960,3906],{},[208,3962,3963],{"class":210,"line":1745},[208,3964,3911],{},[208,3966,3967],{"class":210,"line":1751},[208,3968,3969],{}," console.error('Error searching news:', error);\n",[208,3971,3972],{"class":210,"line":1756},[208,3973,3921],{},[208,3975,3976],{"class":210,"line":1765},[208,3977,298],{},[208,3979,3980],{"class":210,"line":1787},[208,3981,2193],{},[208,3983,3984],{"class":210,"line":1799},[208,3985,1092],{"emptyLinePlaceholder":866},[208,3987,3988],{"class":210,"line":1810},[208,3989,3990],{},"export default newsApi;\n",[21,3992,3994],{"id":3993},"step-3-create-the-news-card-component","Step 3: Create the News Card Component",[12,3996,3997,3998,2573],{},"Create ",[205,3999,4000],{},"src\u002Fcomponents\u002FNewsCard.jsx",[198,4002,4004],{"className":1181,"code":4003,"language":1183,"meta":203,"style":203},"import { formatDistanceToNow } from 'date-fns';\n\nfunction NewsCard({ article }) {\n return (\n \u003Cdiv className=\"news-card\">\n {article.image && (\n \u003Cimg \n src={article.image} \n alt={article.title}\n className=\"news-card__image\"\n \u002F>\n )}\n \u003Cdiv className=\"news-card__content\">\n \u003Ch3 className=\"news-card__title\">{article.title}\u003C\u002Fh3>\n \u003Cp className=\"news-card__description\">{article.description}\u003C\u002Fp>\n \u003Cdiv className=\"news-card__meta\">\n \u003Cspan className=\"news-card__source\">{article.source.name}\u003C\u002Fspan>\n \u003Cspan className=\"news-card__time\">\n {formatDistanceToNow(new Date(article.publishedAt), { addSuffix: true })}\n \u003C\u002Fspan>\n \u003C\u002Fdiv>\n \u003Ca \n href={article.url} \n target=\"_blank\" \n rel=\"noopener noreferrer\"\n className=\"news-card__link\"\n >\n Read More →\n \u003C\u002Fa>\n \u003C\u002Fdiv>\n \u003C\u002Fdiv>\n );\n}\n\nexport default NewsCard;\n",[205,4005,4006,4020,4024,4038,4044,4059,4069,4078,4088,4098,4108,4113,4117,4132,4152,4172,4187,4207,4222,4246,4254,4263,4271,4281,4293,4303,4312,4317,4322,4330,4338,4346,4350,4354,4358],{"__ignoreMap":203},[208,4007,4008,4010,4013,4015,4018],{"class":210,"line":211},[208,4009,1191],{"class":1190},[208,4011,4012],{"class":214}," { formatDistanceToNow } ",[208,4014,1197],{"class":1190},[208,4016,4017],{"class":245}," 'date-fns'",[208,4019,1203],{"class":214},[208,4021,4022],{"class":210,"line":218},[208,4023,1092],{"emptyLinePlaceholder":866},[208,4025,4026,4028,4031,4033,4036],{"class":210,"line":228},[208,4027,1212],{"class":1190},[208,4029,4030],{"class":1215}," NewsCard",[208,4032,1219],{"class":214},[208,4034,4035],{"class":1222},"article",[208,4037,1232],{"class":214},[208,4039,4040,4042],{"class":210,"line":236},[208,4041,1759],{"class":1190},[208,4043,1762],{"class":214},[208,4045,4046,4048,4050,4052,4054,4057],{"class":210,"line":252},[208,4047,1768],{"class":214},[208,4049,1772],{"class":1771},[208,4051,1775],{"class":1215},[208,4053,1778],{"class":1190},[208,4055,4056],{"class":245},"\"news-card\"",[208,4058,1784],{"class":214},[208,4060,4061,4064,4067],{"class":210,"line":261},[208,4062,4063],{"class":214}," {article.image ",[208,4065,4066],{"class":1190},"&&",[208,4068,1762],{"class":214},[208,4070,4071,4073,4076],{"class":210,"line":269},[208,4072,2548],{"class":214},[208,4074,4075],{"class":1771},"img",[208,4077,1796],{"class":214},[208,4079,4080,4083,4085],{"class":210,"line":277},[208,4081,4082],{"class":1215}," src",[208,4084,1778],{"class":1190},[208,4086,4087],{"class":214},"{article.image} \n",[208,4089,4090,4093,4095],{"class":210,"line":283},[208,4091,4092],{"class":1215}," alt",[208,4094,1778],{"class":1190},[208,4096,4097],{"class":214},"{article.title}\n",[208,4099,4100,4103,4105],{"class":210,"line":289},[208,4101,4102],{"class":1215}," className",[208,4104,1778],{"class":1190},[208,4106,4107],{"class":245},"\"news-card__image\"\n",[208,4109,4110],{"class":210,"line":295},[208,4111,4112],{"class":214}," \u002F>\n",[208,4114,4115],{"class":210,"line":301},[208,4116,2639],{"class":214},[208,4118,4119,4121,4123,4125,4127,4130],{"class":210,"line":1078},[208,4120,1790],{"class":214},[208,4122,1772],{"class":1771},[208,4124,1775],{"class":1215},[208,4126,1778],{"class":1190},[208,4128,4129],{"class":245},"\"news-card__content\"",[208,4131,1784],{"class":214},[208,4133,4134,4136,4138,4140,4142,4145,4148,4150],{"class":210,"line":1084},[208,4135,2548],{"class":214},[208,4137,94],{"class":1771},[208,4139,1775],{"class":1215},[208,4141,1778],{"class":1190},[208,4143,4144],{"class":245},"\"news-card__title\"",[208,4146,4147],{"class":214},">{article.title}\u003C\u002F",[208,4149,94],{"class":1771},[208,4151,1784],{"class":214},[208,4153,4154,4156,4158,4160,4162,4165,4168,4170],{"class":210,"line":1089},[208,4155,2548],{"class":214},[208,4157,12],{"class":1771},[208,4159,1775],{"class":1215},[208,4161,1778],{"class":1190},[208,4163,4164],{"class":245},"\"news-card__description\"",[208,4166,4167],{"class":214},">{article.description}\u003C\u002F",[208,4169,12],{"class":1771},[208,4171,1784],{"class":214},[208,4173,4174,4176,4178,4180,4182,4185],{"class":210,"line":1095},[208,4175,2548],{"class":214},[208,4177,1772],{"class":1771},[208,4179,1775],{"class":1215},[208,4181,1778],{"class":1190},[208,4183,4184],{"class":245},"\"news-card__meta\"",[208,4186,1784],{"class":214},[208,4188,4189,4191,4193,4195,4197,4200,4203,4205],{"class":210,"line":1481},[208,4190,1861],{"class":214},[208,4192,208],{"class":1771},[208,4194,1775],{"class":1215},[208,4196,1778],{"class":1190},[208,4198,4199],{"class":245},"\"news-card__source\"",[208,4201,4202],{"class":214},">{article.source.name}\u003C\u002F",[208,4204,208],{"class":1771},[208,4206,1784],{"class":214},[208,4208,4209,4211,4213,4215,4217,4220],{"class":210,"line":1501},[208,4210,1861],{"class":214},[208,4212,208],{"class":1771},[208,4214,1775],{"class":1215},[208,4216,1778],{"class":1190},[208,4218,4219],{"class":245},"\"news-card__time\"",[208,4221,1784],{"class":214},[208,4223,4224,4227,4230,4232,4235,4238,4241,4243],{"class":210,"line":1521},[208,4225,4226],{"class":214}," {",[208,4228,4229],{"class":1215},"formatDistanceToNow",[208,4231,1727],{"class":214},[208,4233,4234],{"class":1190},"new",[208,4236,4237],{"class":1215}," Date",[208,4239,4240],{"class":214},"(article.publishedAt), { addSuffix: ",[208,4242,2374],{"class":221},[208,4244,4245],{"class":214}," })}\n",[208,4247,4248,4250,4252],{"class":210,"line":1541},[208,4249,1892],{"class":214},[208,4251,208],{"class":1771},[208,4253,1784],{"class":214},[208,4255,4256,4259,4261],{"class":210,"line":1561},[208,4257,4258],{"class":214}," \u003C\u002F",[208,4260,1772],{"class":1771},[208,4262,1784],{"class":214},[208,4264,4265,4267,4269],{"class":210,"line":1581},[208,4266,2548],{"class":214},[208,4268,182],{"class":1771},[208,4270,1796],{"class":214},[208,4272,4273,4276,4278],{"class":210,"line":1601},[208,4274,4275],{"class":1215}," href",[208,4277,1778],{"class":1190},[208,4279,4280],{"class":214},"{article.url} \n",[208,4282,4283,4286,4288,4291],{"class":210,"line":1621},[208,4284,4285],{"class":1215}," target",[208,4287,1778],{"class":1190},[208,4289,4290],{"class":245},"\"_blank\"",[208,4292,1796],{"class":214},[208,4294,4295,4298,4300],{"class":210,"line":1641},[208,4296,4297],{"class":1215}," rel",[208,4299,1778],{"class":1190},[208,4301,4302],{"class":245},"\"noopener noreferrer\"\n",[208,4304,4305,4307,4309],{"class":210,"line":1661},[208,4306,4102],{"class":1215},[208,4308,1778],{"class":1190},[208,4310,4311],{"class":245},"\"news-card__link\"\n",[208,4313,4314],{"class":210,"line":1682},[208,4315,4316],{"class":214}," >\n",[208,4318,4319],{"class":210,"line":1688},[208,4320,4321],{"class":214}," Read More →\n",[208,4323,4324,4326,4328],{"class":210,"line":1693},[208,4325,4258],{"class":214},[208,4327,182],{"class":1771},[208,4329,1784],{"class":214},[208,4331,4332,4334,4336],{"class":210,"line":1718},[208,4333,1908],{"class":214},[208,4335,1772],{"class":1771},[208,4337,1784],{"class":214},[208,4339,4340,4342,4344],{"class":210,"line":1736},[208,4341,1918],{"class":214},[208,4343,1772],{"class":1771},[208,4345,1784],{"class":214},[208,4347,4348],{"class":210,"line":1745},[208,4349,1130],{"class":214},[208,4351,4352],{"class":210,"line":1751},[208,4353,304],{"class":214},[208,4355,4356],{"class":210,"line":1756},[208,4357,1092],{"emptyLinePlaceholder":866},[208,4359,4360,4362,4364],{"class":210,"line":1765},[208,4361,1943],{"class":1190},[208,4363,1946],{"class":1190},[208,4365,4366],{"class":214}," NewsCard;\n",[21,4368,4370],{"id":4369},"step-4-create-the-filter-component","Step 4: Create the Filter Component",[12,4372,3997,4373,2573],{},[205,4374,4375],{},"src\u002Fcomponents\u002FFilters.jsx",[198,4377,4379],{"className":1181,"code":4378,"language":1183,"meta":203,"style":203},"function Filters({ country, category, onCountryChange, onCategoryChange }) {\n const countries = [\n { code: 'us', name: 'United States' },\n { code: 'gb', name: 'United Kingdom' },\n { code: 'ca', name: 'Canada' },\n { code: 'au', name: 'Australia' },\n { code: 'de', name: 'Germany' },\n { code: 'fr', name: 'France' },\n { code: 'jp', name: 'Japan' }\n ];\n\n const categories = [\n 'business',\n 'entertainment',\n 'finance',\n 'food',\n 'health',\n 'politics',\n 'science',\n 'sports',\n 'technology',\n 'world'\n ];\n\n return (\n \u003Cdiv className=\"filters\">\n \u003Cdiv className=\"filter-group\">\n \u003Clabel htmlFor=\"country\">Country:\u003C\u002Flabel>\n \u003Cselect \n id=\"country\"\n value={country} \n onChange={(e) => onCountryChange(e.target.value)}\n >\n {countries.map(c => (\n \u003Coption key={c.code} value={c.code}>{c.name}\u003C\u002Foption>\n ))}\n \u003C\u002Fselect>\n \u003C\u002Fdiv>\n\n \u003Cdiv className=\"filter-group\">\n \u003Clabel htmlFor=\"category\">Category:\u003C\u002Flabel>\n \u003Cselect \n id=\"category\"\n value={category || ''} \n onChange={(e) => onCategoryChange(e.target.value || null)}\n >\n \u003Coption value=\"\">All Categories\u003C\u002Foption>\n {categories.map(cat => (\n \u003Coption key={cat} value={cat}>\n {cat.charAt(0).toUpperCase() + cat.slice(1)}\n \u003C\u002Foption>\n ))}\n \u003C\u002Fselect>\n \u003C\u002Fdiv>\n \u003C\u002Fdiv>\n );\n}\n\nexport default Filters;\n",[205,4380,4381,4410,4421,4435,4449,4463,4477,4490,4503,4517,4521,4525,4536,4543,4550,4557,4564,4571,4578,4585,4592,4599,4604,4608,4612,4618,4633,4648,4670,4678,4688,4698,4718,4722,4738,4763,4768,4776,4784,4788,4802,4822,4830,4839,4857,4885,4889,4910,4926,4946,4983,4992,4996,5004,5012,5020,5024,5028,5032],{"__ignoreMap":203},[208,4382,4383,4385,4388,4390,4393,4395,4398,4400,4403,4405,4408],{"class":210,"line":211},[208,4384,1212],{"class":1190},[208,4386,4387],{"class":1215}," Filters",[208,4389,1219],{"class":214},[208,4391,4392],{"class":1222},"country",[208,4394,1226],{"class":214},[208,4396,4397],{"class":1222},"category",[208,4399,1226],{"class":214},[208,4401,4402],{"class":1222},"onCountryChange",[208,4404,1226],{"class":214},[208,4406,4407],{"class":1222},"onCategoryChange",[208,4409,1232],{"class":214},[208,4411,4412,4414,4417,4419],{"class":210,"line":218},[208,4413,1237],{"class":1190},[208,4415,4416],{"class":221}," countries",[208,4418,1243],{"class":1190},[208,4420,1246],{"class":214},[208,4422,4423,4425,4428,4430,4433],{"class":210,"line":228},[208,4424,1251],{"class":214},[208,4426,4427],{"class":245},"'us'",[208,4429,1257],{"class":214},[208,4431,4432],{"class":245},"'United States'",[208,4434,1269],{"class":214},[208,4436,4437,4439,4442,4444,4447],{"class":210,"line":236},[208,4438,1251],{"class":214},[208,4440,4441],{"class":245},"'gb'",[208,4443,1257],{"class":214},[208,4445,4446],{"class":245},"'United Kingdom'",[208,4448,1269],{"class":214},[208,4450,4451,4453,4456,4458,4461],{"class":210,"line":252},[208,4452,1251],{"class":214},[208,4454,4455],{"class":245},"'ca'",[208,4457,1257],{"class":214},[208,4459,4460],{"class":245},"'Canada'",[208,4462,1269],{"class":214},[208,4464,4465,4467,4470,4472,4475],{"class":210,"line":261},[208,4466,1251],{"class":214},[208,4468,4469],{"class":245},"'au'",[208,4471,1257],{"class":214},[208,4473,4474],{"class":245},"'Australia'",[208,4476,1269],{"class":214},[208,4478,4479,4481,4483,4485,4488],{"class":210,"line":269},[208,4480,1251],{"class":214},[208,4482,1314],{"class":245},[208,4484,1257],{"class":214},[208,4486,4487],{"class":245},"'Germany'",[208,4489,1269],{"class":214},[208,4491,4492,4494,4496,4498,4501],{"class":210,"line":277},[208,4493,1251],{"class":214},[208,4495,1295],{"class":245},[208,4497,1257],{"class":214},[208,4499,4500],{"class":245},"'France'",[208,4502,1269],{"class":214},[208,4504,4505,4507,4510,4512,4515],{"class":210,"line":283},[208,4506,1251],{"class":214},[208,4508,4509],{"class":245},"'jp'",[208,4511,1257],{"class":214},[208,4513,4514],{"class":245},"'Japan'",[208,4516,1679],{"class":214},[208,4518,4519],{"class":210,"line":289},[208,4520,1685],{"class":214},[208,4522,4523],{"class":210,"line":295},[208,4524,1092],{"emptyLinePlaceholder":866},[208,4526,4527,4529,4532,4534],{"class":210,"line":301},[208,4528,1237],{"class":1190},[208,4530,4531],{"class":221}," categories",[208,4533,1243],{"class":1190},[208,4535,1246],{"class":214},[208,4537,4538,4541],{"class":210,"line":1078},[208,4539,4540],{"class":245}," 'business'",[208,4542,249],{"class":214},[208,4544,4545,4548],{"class":210,"line":1084},[208,4546,4547],{"class":245}," 'entertainment'",[208,4549,249],{"class":214},[208,4551,4552,4555],{"class":210,"line":1089},[208,4553,4554],{"class":245}," 'finance'",[208,4556,249],{"class":214},[208,4558,4559,4562],{"class":210,"line":1095},[208,4560,4561],{"class":245}," 'food'",[208,4563,249],{"class":214},[208,4565,4566,4569],{"class":210,"line":1481},[208,4567,4568],{"class":245}," 'health'",[208,4570,249],{"class":214},[208,4572,4573,4576],{"class":210,"line":1501},[208,4574,4575],{"class":245}," 'politics'",[208,4577,249],{"class":214},[208,4579,4580,4583],{"class":210,"line":1521},[208,4581,4582],{"class":245}," 'science'",[208,4584,249],{"class":214},[208,4586,4587,4590],{"class":210,"line":1541},[208,4588,4589],{"class":245}," 'sports'",[208,4591,249],{"class":214},[208,4593,4594,4597],{"class":210,"line":1561},[208,4595,4596],{"class":245}," 'technology'",[208,4598,249],{"class":214},[208,4600,4601],{"class":210,"line":1581},[208,4602,4603],{"class":245}," 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Filters;\n",[21,5043,5045],{"id":5044},"step-5-create-the-main-app-component","Step 5: Create the Main App Component",[12,5047,5048,5049,2573],{},"Update ",[205,5050,5051],{},"src\u002FApp.jsx",[198,5053,5055],{"className":1181,"code":5054,"language":1183,"meta":203,"style":203},"import { useState, useEffect } from 'react';\nimport { getHeadlines, searchNews } from '.\u002Fservices\u002FnewsApi';\nimport NewsCard from '.\u002Fcomponents\u002FNewsCard';\nimport Filters from '.\u002Fcomponents\u002FFilters';\nimport '.\u002FApp.css';\n\nfunction App() {\n const [articles, setArticles] = useState([]);\n const [loading, setLoading] = useState(true);\n const [error, setError] = useState(null);\n const [country, setCountry] = useState('us');\n const [category, setCategory] = useState(null);\n const [searchQuery, setSearchQuery] = useState('');\n\n useEffect(() => {\n fetchNews();\n }, [country, category]);\n\n const fetchNews = async () => {\n try {\n setLoading(true);\n setError(null);\n 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Please try again.');\n console.error(err);\n } finally {\n setLoading(false);\n }\n };\n\n return (\n \u003Cdiv className=\"app\">\n \u003Cheader className=\"app-header\">\n \u003Ch1>News Aggregator\u003C\u002Fh1>\n \u003Cp>Powered by AllNewsAPI\u003C\u002Fp>\n \u003C\u002Fheader>\n\n \u003Cdiv className=\"app-controls\">\n \u003CFilters\n country={country}\n category={category}\n onCountryChange={setCountry}\n onCategoryChange={setCategory}\n \u002F>\n\n \u003Cform onSubmit={handleSearch} className=\"search-form\">\n \u003Cinput\n type=\"text\"\n placeholder=\"Search news...\"\n value={searchQuery}\n onChange={(e) => setSearchQuery(e.target.value)}\n className=\"search-input\"\n \u002F>\n \u003Cbutton type=\"submit\" className=\"search-button\">\n Search\n \u003C\u002Fbutton>\n \u003C\u002Fform>\n \u003C\u002Fdiv>\n\n \u003Cmain className=\"app-content\">\n {loading && \u003Cdiv className=\"loading\">Loading news...\u003C\u002Fdiv>}\n \n {error && \u003Cdiv 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>",[208,6129,2585],{"class":221},[208,6131,6069],{"class":1190},[208,6133,1762],{"class":214},[208,6135,6137,6139,6141,6143,6145,6148],{"class":210,"line":6136},92,[208,6138,1861],{"class":214},[208,6140,1772],{"class":1771},[208,6142,1775],{"class":1215},[208,6144,1778],{"class":1190},[208,6146,6147],{"class":245},"\"news-grid\"",[208,6149,1784],{"class":214},[208,6151,6153,6156,6158,6161,6163,6165,6168,6170,6172],{"class":210,"line":6152},93,[208,6154,6155],{"class":214}," {articles.",[208,6157,1845],{"class":1215},[208,6159,6160],{"class":214},"((",[208,6162,4035],{"class":1222},[208,6164,1226],{"class":214},[208,6166,6167],{"class":1222},"index",[208,6169,1709],{"class":214},[208,6171,1712],{"class":1190},[208,6173,1762],{"class":214},[208,6175,6177,6180,6183,6185,6187,6190,6192,6194],{"class":210,"line":6176},94,[208,6178,6179],{"class":214}," \u003C",[208,6181,6182],{"class":221},"NewsCard",[208,6184,1867],{"class":1215},[208,6186,1778],{"class":1190},[208,6188,6189],{"class":214},"{index} ",[208,6191,4035],{"class":1215},[208,6193,1778],{"class":1190},[208,6195,6196],{"class":214},"{article} \u002F>\n",[208,6198,6200],{"class":210,"line":6199},95,[208,6201,6202],{"class":214}," ))}\n",[208,6204,6206,6208,6210],{"class":210,"line":6205},96,[208,6207,1892],{"class":214},[208,6209,1772],{"class":1771},[208,6211,1784],{"class":214},[208,6213,6215],{"class":210,"line":6214},97,[208,6216,6098],{"class":214},[208,6218,6220,6222,6224],{"class":210,"line":6219},98,[208,6221,1908],{"class":214},[208,6223,5964],{"class":1771},[208,6225,1784],{"class":214},[208,6227,6229,6231,6233],{"class":210,"line":6228},99,[208,6230,1918],{"class":214},[208,6232,1772],{"class":1771},[208,6234,1784],{"class":214},[208,6236,6238],{"class":210,"line":6237},100,[208,6239,1130],{"class":214},[208,6241,6243],{"class":210,"line":6242},101,[208,6244,304],{"class":214},[208,6246,6248],{"class":210,"line":6247},102,[208,6249,1092],{"emptyLinePlaceholder":866},[208,6251,6253,6255,6257],{"class":210,"line":6252},103,[208,6254,1943],{"class":1190},[208,6256,1946],{"class":1190},[208,6258,6259],{"class":214}," App;\n",[21,6261,6263],{"id":6262},"step-6-add-styling","Step 6: Add Styling",[12,6265,3997,6266,6269],{},[205,6267,6268],{},"src\u002FApp.css"," with your preferred styles. Here's a basic example:",[198,6271,6273],{"className":2665,"code":6272,"language":2667,"meta":203,"style":203},".app {\n max-width: 1200px;\n margin: 0 auto;\n padding: 20px;\n}\n\n.app-header {\n text-align: center;\n margin-bottom: 30px;\n}\n\n.news-grid {\n display: grid;\n grid-template-columns: repeat(auto-fill, minmax(300px, 1fr));\n gap: 20px;\n}\n\n.news-card {\n border: 1px solid #ddd;\n border-radius: 8px;\n overflow: hidden;\n transition: transform 0.2s;\n}\n\n.news-card:hover {\n transform: translateY(-4px);\n box-shadow: 0 4px 12px rgba(0,0,0,0.1);\n}\n",[205,6274,6275,6282,6296,6310,6324,6328,6332,6339,6350,6364,6368,6372,6379,6391,6428,6441,6445,6449,6456,6475,6489,6501,6517,6521,6525,6532,6551,6593],{"__ignoreMap":203},[208,6276,6277,6280],{"class":210,"line":211},[208,6278,6279],{"class":1215},".app",[208,6281,1715],{"class":214},[208,6283,6284,6287,6289,6292,6294],{"class":210,"line":218},[208,6285,6286],{"class":221}," max-width",[208,6288,242],{"class":214},[208,6290,6291],{"class":221},"1200",[208,6293,2799],{"class":1190},[208,6295,1203],{"class":214},[208,6297,6298,6301,6303,6305,6308],{"class":210,"line":228},[208,6299,6300],{"class":221}," margin",[208,6302,242],{"class":214},[208,6304,2784],{"class":221},[208,6306,6307],{"class":221}," auto",[208,6309,1203],{"class":214},[208,6311,6312,6315,6317,6320,6322],{"class":210,"line":236},[208,6313,6314],{"class":221}," padding",[208,6316,242],{"class":214},[208,6318,6319],{"class":221},"20",[208,6321,2799],{"class":1190},[208,6323,1203],{"class":214},[208,6325,6326],{"class":210,"line":252},[208,6327,304],{"class":214},[208,6329,6330],{"class":210,"line":261},[208,6331,1092],{"emptyLinePlaceholder":866},[208,6333,6334,6337],{"class":210,"line":269},[208,6335,6336],{"class":1215},".app-header",[208,6338,1715],{"class":214},[208,6340,6341,6343,6345,6348],{"class":210,"line":277},[208,6342,2707],{"class":221},[208,6344,242],{"class":214},[208,6346,6347],{"class":221},"center",[208,6349,1203],{"class":214},[208,6351,6352,6355,6357,6360,6362],{"class":210,"line":283},[208,6353,6354],{"class":221}," margin-bottom",[208,6356,242],{"class":214},[208,6358,6359],{"class":221},"30",[208,6361,2799],{"class":1190},[208,6363,1203],{"class":214},[208,6365,6366],{"class":210,"line":289},[208,6367,304],{"class":214},[208,6369,6370],{"class":210,"line":295},[208,6371,1092],{"emptyLinePlaceholder":866},[208,6373,6374,6377],{"class":210,"line":301},[208,6375,6376],{"class":1215},".news-grid",[208,6378,1715],{"class":214},[208,6380,6381,6384,6386,6389],{"class":210,"line":1078},[208,6382,6383],{"class":221}," display",[208,6385,242],{"class":214},[208,6387,6388],{"class":221},"grid",[208,6390,1203],{"class":214},[208,6392,6393,6396,6398,6401,6403,6406,6408,6411,6413,6416,6418,6420,6422,6425],{"class":210,"line":1084},[208,6394,6395],{"class":221}," grid-template-columns",[208,6397,242],{"class":214},[208,6399,6400],{"class":221},"repeat",[208,6402,1727],{"class":214},[208,6404,6405],{"class":221},"auto-fill",[208,6407,1226],{"class":214},[208,6409,6410],{"class":221},"minmax",[208,6412,1727],{"class":214},[208,6414,6415],{"class":221},"300",[208,6417,2799],{"class":1190},[208,6419,1226],{"class":214},[208,6421,4980],{"class":221},[208,6423,6424],{"class":1190},"fr",[208,6426,6427],{"class":214},"));\n",[208,6429,6430,6433,6435,6437,6439],{"class":210,"line":1089},[208,6431,6432],{"class":221}," gap",[208,6434,242],{"class":214},[208,6436,6319],{"class":221},[208,6438,2799],{"class":1190},[208,6440,1203],{"class":214},[208,6442,6443],{"class":210,"line":1095},[208,6444,304],{"class":214},[208,6446,6447],{"class":210,"line":1481},[208,6448,1092],{"emptyLinePlaceholder":866},[208,6450,6451,6454],{"class":210,"line":1501},[208,6452,6453],{"class":1215},".news-card",[208,6455,1715],{"class":214},[208,6457,6458,6461,6463,6465,6467,6470,6473],{"class":210,"line":1521},[208,6459,6460],{"class":221}," border",[208,6462,242],{"class":214},[208,6464,4980],{"class":221},[208,6466,2799],{"class":1190},[208,6468,6469],{"class":221}," solid",[208,6471,6472],{"class":221}," #ddd",[208,6474,1203],{"class":214},[208,6476,6477,6480,6482,6485,6487],{"class":210,"line":1541},[208,6478,6479],{"class":221}," border-radius",[208,6481,242],{"class":214},[208,6483,6484],{"class":221},"8",[208,6486,2799],{"class":1190},[208,6488,1203],{"class":214},[208,6490,6491,6494,6496,6499],{"class":210,"line":1561},[208,6492,6493],{"class":221}," overflow",[208,6495,242],{"class":214},[208,6497,6498],{"class":221},"hidden",[208,6500,1203],{"class":214},[208,6502,6503,6506,6509,6512,6515],{"class":210,"line":1581},[208,6504,6505],{"class":221}," transition",[208,6507,6508],{"class":214},": transform ",[208,6510,6511],{"class":221},"0.2",[208,6513,6514],{"class":1190},"s",[208,6516,1203],{"class":214},[208,6518,6519],{"class":210,"line":1601},[208,6520,304],{"class":214},[208,6522,6523],{"class":210,"line":1621},[208,6524,1092],{"emptyLinePlaceholder":866},[208,6526,6527,6530],{"class":210,"line":1641},[208,6528,6529],{"class":1215},".news-card:hover",[208,6531,1715],{"class":214},[208,6533,6534,6537,6539,6542,6544,6547,6549],{"class":210,"line":1661},[208,6535,6536],{"class":221}," transform",[208,6538,242],{"class":214},[208,6540,6541],{"class":221},"translateY",[208,6543,1727],{"class":214},[208,6545,6546],{"class":221},"-4",[208,6548,2799],{"class":1190},[208,6550,2377],{"class":214},[208,6552,6553,6556,6558,6560,6563,6565,6568,6570,6573,6575,6577,6580,6582,6584,6586,6588,6591],{"class":210,"line":1682},[208,6554,6555],{"class":221}," box-shadow",[208,6557,242],{"class":214},[208,6559,2784],{"class":221},[208,6561,6562],{"class":221}," 4",[208,6564,2799],{"class":1190},[208,6566,6567],{"class":221}," 12",[208,6569,2799],{"class":1190},[208,6571,6572],{"class":221}," rgba",[208,6574,1727],{"class":214},[208,6576,2784],{"class":221},[208,6578,6579],{"class":214},",",[208,6581,2784],{"class":221},[208,6583,6579],{"class":214},[208,6585,2784],{"class":221},[208,6587,6579],{"class":214},[208,6589,6590],{"class":221},"0.1",[208,6592,2377],{"class":214},[208,6594,6595],{"class":210,"line":1688},[208,6596,304],{"class":214},[21,6598,6600],{"id":6599},"step-7-environment-variables","Step 7: Environment Variables",[12,6602,6603,6604,6607],{},"Create a ",[205,6605,6606],{},".env"," file:",[198,6609,6612],{"className":6610,"code":6611,"language":381},[379],"VITE_NEWS_API_KEY=your_api_key_here\n",[205,6613,6611],{"__ignoreMap":203},[21,6615,6617],{"id":6616},"step-8-run-your-app","Step 8: Run Your App",[198,6619,6621],{"className":1963,"code":6620,"language":1965,"meta":203,"style":203},"npm run dev\n",[205,6622,6623],{"__ignoreMap":203},[208,6624,6625,6627,6630],{"class":210,"line":211},[208,6626,1972],{"class":1215},[208,6628,6629],{"class":245}," run",[208,6631,6632],{"class":245}," dev\n",[12,6634,6635,6636,6639],{},"Visit ",[205,6637,6638],{},"http:\u002F\u002Flocalhost:5173"," to see your news aggregator in action!",[21,6641,6643],{"id":6642},"next-steps","Next Steps",[12,6645,6646],{},"Enhance your app with:",[32,6648,6649,6652,6655,6658,6661],{},[35,6650,6651],{},"Pagination for large result sets",[35,6653,6654],{},"Favorite articles feature",[35,6656,6657],{},"Dark mode toggle",[35,6659,6660],{},"Social sharing buttons",[35,6662,6663],{},"Article bookmarking",[21,6665,779],{"id":778},[12,6667,6668],{},"You've built a fully functional news aggregator! This foundation can be extended with more features and customization to suit your needs.",[12,6670,6671,6672,6675],{},"Check out our ",[182,6673,6674],{"href":741},"API documentation"," for more advanced features and endpoints.",[825,6677,6678],{},"html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .s4XuR, html code.shiki .s4XuR{--shiki-default:#E36209;--shiki-dark:#FFAB70}html pre.shiki code .s9eBZ, html code.shiki .s9eBZ{--shiki-default:#22863A;--shiki-dark:#85E89D}",{"title":203,"searchDepth":218,"depth":218,"links":6680},[6681,6682,6683,6684,6685,6686,6687,6688,6689,6690,6691,6692],{"id":3695,"depth":218,"text":3696},{"id":171,"depth":218,"text":172},{"id":3735,"depth":218,"text":3736},{"id":3804,"depth":218,"text":3805},{"id":3993,"depth":218,"text":3994},{"id":4369,"depth":218,"text":4370},{"id":5044,"depth":218,"text":5045},{"id":6262,"depth":218,"text":6263},{"id":6599,"depth":218,"text":6600},{"id":6616,"depth":218,"text":6617},{"id":6642,"depth":218,"text":6643},{"id":778,"depth":218,"text":779},"2024-11-28","A step-by-step tutorial on creating a modern news aggregator application using AllNewsAPI and React","\u002Fblog\u002Fbuilding-a-news-aggregator-app-with-allnewsapi.webp",{},"\u002Fblog\u002Fbuilding-news-aggregator-app",{"title":3687,"description":6694},{"loc":6697},"blog\u002Fbuilding-news-aggregator-app","3kiQ0CRdSChl_DZIZ1_wnhLs0y-1HxMh8mZE0cktxq4",{"id":6703,"title":6704,"author":7,"body":6705,"date":9213,"description":9214,"draft":862,"extension":863,"image":9215,"meta":9216,"navigation":866,"path":9217,"seo":9218,"sitemap":9219,"stem":9220,"tags":9221,"__hash__":9222},"blog\u002Fblog\u002Fpersonalized-news-feeds.md","Building Personalized News Feeds with Machine Learning",{"type":9,"value":6706,"toc":9193},[6707,6710,6714,6717,6734,6738,6742,6745,7355,7359,7362,7936,7940,7943,8195,8199,8203,8468,8472,8862,8866,8870,8873,8996,9000,9003,9027,9031,9034,9105,9107,9157,9159,9162,9168,9170,9190],[12,6708,6709],{},"Generic news feeds are a thing of the past. Modern users expect personalized content tailored to their interests. This guide shows you how to build intelligent news recommendation systems using machine learning.",[21,6711,6713],{"id":6712},"why-personalization-matters","Why Personalization Matters",[12,6715,6716],{},"Personalized news feeds lead to:",[32,6718,6719,6722,6725,6728,6731],{},[35,6720,6721],{},"3x higher engagement rates",[35,6723,6724],{},"2x longer session times",[35,6726,6727],{},"50% increase in return visits",[35,6729,6730],{},"Better user satisfaction",[35,6732,6733],{},"Reduced information overload",[21,6735,6737],{"id":6736},"personalization-approaches","Personalization Approaches",[94,6739,6741],{"id":6740},"_1-content-based-filtering","1. Content-Based Filtering",[12,6743,6744],{},"Recommend articles similar to what users have read:",[198,6746,6748],{"className":1013,"code":6747,"language":1015,"meta":203,"style":203},"class ContentBasedRecommender {\n constructor() {\n this.userProfiles = new Map();\n }\n \n \u002F\u002F Extract features from article\n extractFeatures(article) {\n return {\n category: article.category || 'general',\n source: article.source.name,\n keywords: this.extractKeywords(article.title + ' ' + article.description),\n publishedAt: new Date(article.publishedAt)\n };\n }\n \n extractKeywords(text) {\n \u002F\u002F Simple keyword extraction (use NLP library for production)\n const words = text.toLowerCase()\n .replace(\u002F[^\\w\\s]\u002Fg, '')\n .split(\u002F\\s+\u002F)\n .filter(word => word.length > 4);\n \n \u002F\u002F Count word frequency\n const frequency = {};\n words.forEach(word => {\n frequency[word] = (frequency[word] || 0) + 1;\n });\n \n \u002F\u002F Return top keywords\n return Object.entries(frequency)\n .sort((a, b) => b[1] - a[1])\n .slice(0, 10)\n .map(([word]) => word);\n }\n \n \u002F\u002F Update user profile based on interactions\n updateUserProfile(userId, article, interaction) {\n if (!this.userProfiles.has(userId)) {\n this.userProfiles.set(userId, {\n categories: {},\n sources: {},\n keywords: {},\n readCount: 0\n });\n }\n \n const profile = this.userProfiles.get(userId);\n const features = this.extractFeatures(article);\n \n \u002F\u002F Weight based on interaction type\n const weight = {\n 'read': 1,\n 'like': 2,\n 'share': 3,\n 'save': 2\n }[interaction] || 1;\n \n \u002F\u002F Update category preferences\n profile.categories[features.category] = \n (profile.categories[features.category] || 0) + weight;\n \n \u002F\u002F Update source preferences\n profile.sources[features.source] = \n (profile.sources[features.source] || 0) + weight;\n \n \u002F\u002F Update keyword preferences\n features.keywords.forEach(keyword => {\n profile.keywords[keyword] = \n (profile.keywords[keyword] || 0) + weight;\n });\n \n profile.readCount++;\n }\n \n \u002F\u002F Calculate similarity score between article and user profile\n calculateScore(userId, article) {\n const profile = this.userProfiles.get(userId);\n if (!profile || profile.readCount === 0) return 0;\n \n const features = this.extractFeatures(article);\n let score = 0;\n \n \u002F\u002F Category score (40% weight)\n const categoryScore = profile.categories[features.category] || 0;\n score += (categoryScore \u002F profile.readCount) * 0.4;\n \n \u002F\u002F Source score (20% weight)\n const sourceScore = profile.sources[features.source] || 0;\n score += (sourceScore \u002F profile.readCount) * 0.2;\n \n \u002F\u002F Keyword score (40% weight)\n const keywordScores = features.keywords.map(\n keyword => profile.keywords[keyword] || 0\n );\n const avgKeywordScore = keywordScores.reduce((a, b) => a + b, 0) \u002F \n (keywordScores.length || 1);\n score += (avgKeywordScore \u002F profile.readCount) * 0.4;\n \n return score;\n }\n \n \u002F\u002F Get personalized recommendations\n recommend(userId, articles, limit = 10) {\n const scoredArticles = articles.map(article => ({\n article,\n score: this.calculateScore(userId, article)\n }));\n \n return scoredArticles\n .sort((a, b) => b.score - a.score)\n .slice(0, limit)\n .map(item => item.article);\n }\n}\n\n\u002F\u002F Usage\nconst recommender = new ContentBasedRecommender();\n\n\u002F\u002F Track user interactions\nrecommender.updateUserProfile('user123', article, 'read');\nrecommender.updateUserProfile('user123', article, 'like');\n\n\u002F\u002F Get recommendations\nconst recommendations = recommender.recommend('user123', allArticles, 10);\n",[205,6749,6750,6755,6759,6764,6768,6772,6777,6782,6787,6792,6797,6802,6807,6812,6816,6820,6825,6830,6835,6840,6845,6850,6854,6859,6864,6869,6874,6878,6882,6887,6892,6897,6902,6907,6911,6915,6920,6925,6930,6935,6940,6945,6950,6955,6960,6964,6968,6973,6978,6982,6987,6992,6997,7002,7007,7012,7017,7021,7026,7031,7036,7040,7045,7050,7055,7059,7064,7069,7074,7079,7083,7087,7092,7096,7100,7105,7110,7114,7119,7123,7127,7132,7136,7141,7146,7151,7155,7160,7165,7170,7174,7179,7184,7189,7194,7199,7204,7209,7213,7218,7222,7226,7231,7236,7242,7248,7254,7260,7265,7271,7277,7283,7289,7294,7299,7304,7309,7315,7320,7326,7332,7338,7343,7349],{"__ignoreMap":203},[208,6751,6752],{"class":210,"line":211},[208,6753,6754],{},"class ContentBasedRecommender {\n",[208,6756,6757],{"class":210,"line":218},[208,6758,3487],{},[208,6760,6761],{"class":210,"line":228},[208,6762,6763],{}," this.userProfiles = new Map();\n",[208,6765,6766],{"class":210,"line":236},[208,6767,298],{},[208,6769,6770],{"class":210,"line":252},[208,6771,1042],{},[208,6773,6774],{"class":210,"line":261},[208,6775,6776],{}," \u002F\u002F Extract features from article\n",[208,6778,6779],{"class":210,"line":269},[208,6780,6781],{}," extractFeatures(article) {\n",[208,6783,6784],{"class":210,"line":277},[208,6785,6786],{}," return {\n",[208,6788,6789],{"class":210,"line":283},[208,6790,6791],{}," category: article.category || 'general',\n",[208,6793,6794],{"class":210,"line":289},[208,6795,6796],{}," source: article.source.name,\n",[208,6798,6799],{"class":210,"line":295},[208,6800,6801],{}," keywords: this.extractKeywords(article.title + ' ' + article.description),\n",[208,6803,6804],{"class":210,"line":301},[208,6805,6806],{}," publishedAt: new Date(article.publishedAt)\n",[208,6808,6809],{"class":210,"line":1078},[208,6810,6811],{}," };\n",[208,6813,6814],{"class":210,"line":1084},[208,6815,298],{},[208,6817,6818],{"class":210,"line":1089},[208,6819,1042],{},[208,6821,6822],{"class":210,"line":1095},[208,6823,6824],{}," extractKeywords(text) {\n",[208,6826,6827],{"class":210,"line":1481},[208,6828,6829],{}," \u002F\u002F Simple keyword extraction (use NLP library for production)\n",[208,6831,6832],{"class":210,"line":1501},[208,6833,6834],{}," const words = text.toLowerCase()\n",[208,6836,6837],{"class":210,"line":1521},[208,6838,6839],{}," .replace(\u002F[^\\w\\s]\u002Fg, '')\n",[208,6841,6842],{"class":210,"line":1541},[208,6843,6844],{}," .split(\u002F\\s+\u002F)\n",[208,6846,6847],{"class":210,"line":1561},[208,6848,6849],{}," .filter(word => word.length > 4);\n",[208,6851,6852],{"class":210,"line":1581},[208,6853,3543],{},[208,6855,6856],{"class":210,"line":1601},[208,6857,6858],{}," \u002F\u002F Count word frequency\n",[208,6860,6861],{"class":210,"line":1621},[208,6862,6863],{}," const frequency = {};\n",[208,6865,6866],{"class":210,"line":1641},[208,6867,6868],{}," words.forEach(word => {\n",[208,6870,6871],{"class":210,"line":1661},[208,6872,6873],{}," frequency[word] = (frequency[word] || 0) + 1;\n",[208,6875,6876],{"class":210,"line":1682},[208,6877,3603],{},[208,6879,6880],{"class":210,"line":1688},[208,6881,3543],{},[208,6883,6884],{"class":210,"line":1693},[208,6885,6886],{}," \u002F\u002F Return top keywords\n",[208,6888,6889],{"class":210,"line":1718},[208,6890,6891],{}," return Object.entries(frequency)\n",[208,6893,6894],{"class":210,"line":1736},[208,6895,6896],{}," .sort((a, b) => b[1] - a[1])\n",[208,6898,6899],{"class":210,"line":1745},[208,6900,6901],{}," .slice(0, 10)\n",[208,6903,6904],{"class":210,"line":1751},[208,6905,6906],{}," .map(([word]) => word);\n",[208,6908,6909],{"class":210,"line":1756},[208,6910,298],{},[208,6912,6913],{"class":210,"line":1765},[208,6914,1042],{},[208,6916,6917],{"class":210,"line":1787},[208,6918,6919],{}," \u002F\u002F Update user profile based on interactions\n",[208,6921,6922],{"class":210,"line":1799},[208,6923,6924],{}," updateUserProfile(userId, article, interaction) {\n",[208,6926,6927],{"class":210,"line":1810},[208,6928,6929],{}," if (!this.userProfiles.has(userId)) {\n",[208,6931,6932],{"class":210,"line":1833},[208,6933,6934],{}," this.userProfiles.set(userId, {\n",[208,6936,6937],{"class":210,"line":1839},[208,6938,6939],{}," categories: {},\n",[208,6941,6942],{"class":210,"line":1858},[208,6943,6944],{}," sources: {},\n",[208,6946,6947],{"class":210,"line":1883},[208,6948,6949],{}," keywords: {},\n",[208,6951,6952],{"class":210,"line":1889},[208,6953,6954],{}," readCount: 0\n",[208,6956,6957],{"class":210,"line":1899},[208,6958,6959],{}," });\n",[208,6961,6962],{"class":210,"line":1905},[208,6963,292],{},[208,6965,6966],{"class":210,"line":1915},[208,6967,3543],{},[208,6969,6970],{"class":210,"line":1925},[208,6971,6972],{}," const profile = this.userProfiles.get(userId);\n",[208,6974,6975],{"class":210,"line":1930},[208,6976,6977],{}," const features = this.extractFeatures(article);\n",[208,6979,6980],{"class":210,"line":1935},[208,6981,3543],{},[208,6983,6984],{"class":210,"line":1940},[208,6985,6986],{}," \u002F\u002F Weight based on interaction type\n",[208,6988,6989],{"class":210,"line":2230},[208,6990,6991],{}," const weight = {\n",[208,6993,6994],{"class":210,"line":2236},[208,6995,6996],{}," 'read': 1,\n",[208,6998,6999],{"class":210,"line":2242},[208,7000,7001],{}," 'like': 2,\n",[208,7003,7004],{"class":210,"line":2247},[208,7005,7006],{}," 'share': 3,\n",[208,7008,7009],{"class":210,"line":2253},[208,7010,7011],{}," 'save': 2\n",[208,7013,7014],{"class":210,"line":2258},[208,7015,7016],{}," }[interaction] || 1;\n",[208,7018,7019],{"class":210,"line":3213},[208,7020,3543],{},[208,7022,7023],{"class":210,"line":3219},[208,7024,7025],{}," \u002F\u002F Update category preferences\n",[208,7027,7028],{"class":210,"line":5034},[208,7029,7030],{}," profile.categories[features.category] = \n",[208,7032,7033],{"class":210,"line":5713},[208,7034,7035],{}," (profile.categories[features.category] || 0) + weight;\n",[208,7037,7038],{"class":210,"line":5729},[208,7039,3543],{},[208,7041,7042],{"class":210,"line":5737},[208,7043,7044],{}," \u002F\u002F Update source preferences\n",[208,7046,7047],{"class":210,"line":5748},[208,7048,7049],{}," profile.sources[features.source] = \n",[208,7051,7052],{"class":210,"line":5759},[208,7053,7054],{}," (profile.sources[features.source] || 0) + weight;\n",[208,7056,7057],{"class":210,"line":5770},[208,7058,3543],{},[208,7060,7061],{"class":210,"line":5781},[208,7062,7063],{}," \u002F\u002F Update keyword preferences\n",[208,7065,7066],{"class":210,"line":5786},[208,7067,7068],{}," features.keywords.forEach(keyword => {\n",[208,7070,7071],{"class":210,"line":5791},[208,7072,7073],{}," profile.keywords[keyword] = \n",[208,7075,7076],{"class":210,"line":5817},[208,7077,7078],{}," (profile.keywords[keyword] || 0) + weight;\n",[208,7080,7081],{"class":210,"line":5825},[208,7082,3603],{},[208,7084,7085],{"class":210,"line":5836},[208,7086,3543],{},[208,7088,7089],{"class":210,"line":5847},[208,7090,7091],{}," profile.readCount++;\n",[208,7093,7094],{"class":210,"line":5858},[208,7095,298],{},[208,7097,7098],{"class":210,"line":5879},[208,7099,1042],{},[208,7101,7102],{"class":210,"line":5890},[208,7103,7104],{}," \u002F\u002F Calculate similarity score between article and user profile\n",[208,7106,7107],{"class":210,"line":5896},[208,7108,7109],{}," calculateScore(userId, article) {\n",[208,7111,7112],{"class":210,"line":5921},[208,7113,6972],{},[208,7115,7116],{"class":210,"line":5927},[208,7117,7118],{}," if (!profile || profile.readCount === 0) return 0;\n",[208,7120,7121],{"class":210,"line":5936},[208,7122,3543],{},[208,7124,7125],{"class":210,"line":5945},[208,7126,6977],{},[208,7128,7129],{"class":210,"line":5954},[208,7130,7131],{}," let score = 0;\n",[208,7133,7134],{"class":210,"line":5959},[208,7135,3543],{},[208,7137,7138],{"class":210,"line":5976},[208,7139,7140],{}," \u002F\u002F Category score (40% weight)\n",[208,7142,7143],{"class":210,"line":6004},[208,7144,7145],{}," const categoryScore = profile.categories[features.category] || 0;\n",[208,7147,7148],{"class":210,"line":6010},[208,7149,7150],{}," score += (categoryScore \u002F profile.readCount) * 0.4;\n",[208,7152,7153],{"class":210,"line":6036},[208,7154,3543],{},[208,7156,7157],{"class":210,"line":6041},[208,7158,7159],{}," \u002F\u002F Source score (20% weight)\n",[208,7161,7162],{"class":210,"line":6074},[208,7163,7164],{}," const sourceScore = profile.sources[features.source] || 0;\n",[208,7166,7167],{"class":210,"line":6095},[208,7168,7169],{}," score += (sourceScore \u002F profile.readCount) * 0.2;\n",[208,7171,7172],{"class":210,"line":6101},[208,7173,3543],{},[208,7175,7176],{"class":210,"line":6106},[208,7177,7178],{}," \u002F\u002F Keyword score (40% weight)\n",[208,7180,7181],{"class":210,"line":6136},[208,7182,7183],{}," const keywordScores = features.keywords.map(\n",[208,7185,7186],{"class":210,"line":6152},[208,7187,7188],{}," keyword => profile.keywords[keyword] || 0\n",[208,7190,7191],{"class":210,"line":6176},[208,7192,7193],{}," );\n",[208,7195,7196],{"class":210,"line":6199},[208,7197,7198],{}," const avgKeywordScore = keywordScores.reduce((a, b) => a + b, 0) \u002F \n",[208,7200,7201],{"class":210,"line":6205},[208,7202,7203],{}," (keywordScores.length || 1);\n",[208,7205,7206],{"class":210,"line":6214},[208,7207,7208],{}," score += (avgKeywordScore \u002F profile.readCount) * 0.4;\n",[208,7210,7211],{"class":210,"line":6219},[208,7212,3543],{},[208,7214,7215],{"class":210,"line":6228},[208,7216,7217],{}," return score;\n",[208,7219,7220],{"class":210,"line":6237},[208,7221,298],{},[208,7223,7224],{"class":210,"line":6242},[208,7225,1042],{},[208,7227,7228],{"class":210,"line":6247},[208,7229,7230],{}," \u002F\u002F Get personalized recommendations\n",[208,7232,7233],{"class":210,"line":6252},[208,7234,7235],{}," recommend(userId, articles, limit = 10) {\n",[208,7237,7239],{"class":210,"line":7238},104,[208,7240,7241],{}," const scoredArticles = articles.map(article => ({\n",[208,7243,7245],{"class":210,"line":7244},105,[208,7246,7247],{}," article,\n",[208,7249,7251],{"class":210,"line":7250},106,[208,7252,7253],{}," score: this.calculateScore(userId, article)\n",[208,7255,7257],{"class":210,"line":7256},107,[208,7258,7259],{}," }));\n",[208,7261,7263],{"class":210,"line":7262},108,[208,7264,3543],{},[208,7266,7268],{"class":210,"line":7267},109,[208,7269,7270],{}," return scoredArticles\n",[208,7272,7274],{"class":210,"line":7273},110,[208,7275,7276],{}," .sort((a, b) => b.score - a.score)\n",[208,7278,7280],{"class":210,"line":7279},111,[208,7281,7282],{}," .slice(0, limit)\n",[208,7284,7286],{"class":210,"line":7285},112,[208,7287,7288],{}," .map(item => item.article);\n",[208,7290,7292],{"class":210,"line":7291},113,[208,7293,298],{},[208,7295,7297],{"class":210,"line":7296},114,[208,7298,304],{},[208,7300,7302],{"class":210,"line":7301},115,[208,7303,1092],{"emptyLinePlaceholder":866},[208,7305,7307],{"class":210,"line":7306},116,[208,7308,2912],{},[208,7310,7312],{"class":210,"line":7311},117,[208,7313,7314],{},"const recommender = new ContentBasedRecommender();\n",[208,7316,7318],{"class":210,"line":7317},118,[208,7319,1092],{"emptyLinePlaceholder":866},[208,7321,7323],{"class":210,"line":7322},119,[208,7324,7325],{},"\u002F\u002F Track user interactions\n",[208,7327,7329],{"class":210,"line":7328},120,[208,7330,7331],{},"recommender.updateUserProfile('user123', article, 'read');\n",[208,7333,7335],{"class":210,"line":7334},121,[208,7336,7337],{},"recommender.updateUserProfile('user123', article, 'like');\n",[208,7339,7341],{"class":210,"line":7340},122,[208,7342,1092],{"emptyLinePlaceholder":866},[208,7344,7346],{"class":210,"line":7345},123,[208,7347,7348],{},"\u002F\u002F Get recommendations\n",[208,7350,7352],{"class":210,"line":7351},124,[208,7353,7354],{},"const recommendations = recommender.recommend('user123', allArticles, 10);\n",[94,7356,7358],{"id":7357},"_2-collaborative-filtering","2. Collaborative Filtering",[12,7360,7361],{},"Recommend based on similar users' preferences:",[198,7363,7365],{"className":1013,"code":7364,"language":1015,"meta":203,"style":203},"class CollaborativeFilteringRecommender {\n constructor() {\n this.userArticleMatrix = new Map(); \u002F\u002F userId -> Set of article URLs\n this.articleUserMatrix = new Map(); \u002F\u002F article URL -> Set of userIds\n }\n \n \u002F\u002F Record user interaction with article\n recordInteraction(userId, articleUrl) {\n \u002F\u002F Update user-article matrix\n if (!this.userArticleMatrix.has(userId)) {\n this.userArticleMatrix.set(userId, new Set());\n }\n this.userArticleMatrix.get(userId).add(articleUrl);\n \n \u002F\u002F Update article-user matrix\n if (!this.articleUserMatrix.has(articleUrl)) {\n this.articleUserMatrix.set(articleUrl, new Set());\n }\n this.articleUserMatrix.get(articleUrl).add(userId);\n }\n \n \u002F\u002F Calculate similarity between two users (Jaccard similarity)\n calculateUserSimilarity(userId1, userId2) {\n const articles1 = this.userArticleMatrix.get(userId1) || new Set();\n const articles2 = this.userArticleMatrix.get(userId2) || new Set();\n \n if (articles1.size === 0 || articles2.size === 0) return 0;\n \n \u002F\u002F Intersection\n const intersection = new Set(\n [...articles1].filter(x => articles2.has(x))\n );\n \n \u002F\u002F Union\n const union = new Set([...articles1, ...articles2]);\n \n return intersection.size \u002F union.size;\n }\n \n \u002F\u002F Find similar users\n findSimilarUsers(userId, limit = 10) {\n const similarities = [];\n \n for (const [otherUserId] of this.userArticleMatrix) {\n if (otherUserId === userId) continue;\n \n const similarity = this.calculateUserSimilarity(userId, otherUserId);\n if (similarity > 0) {\n similarities.push({ userId: otherUserId, similarity });\n }\n }\n \n return similarities\n .sort((a, b) => b.similarity - a.similarity)\n .slice(0, limit);\n }\n \n \u002F\u002F Get recommendations based on similar users\n recommend(userId, allArticles, limit = 10) {\n const userArticles = this.userArticleMatrix.get(userId) || new Set();\n const similarUsers = this.findSimilarUsers(userId, 20);\n \n if (similarUsers.length === 0) {\n \u002F\u002F No similar users, return popular articles\n return this.getPopularArticles(allArticles, limit);\n }\n \n \u002F\u002F Score articles based on similar users\n const articleScores = new Map();\n \n similarUsers.forEach(({ userId: similarUserId, similarity }) => {\n const articles = this.userArticleMatrix.get(similarUserId) || new Set();\n \n articles.forEach(articleUrl => {\n \u002F\u002F Skip articles user has already seen\n if (userArticles.has(articleUrl)) return;\n \n const currentScore = articleScores.get(articleUrl) || 0;\n articleScores.set(articleUrl, currentScore + similarity);\n });\n });\n \n \u002F\u002F Get top scored articles\n const recommendations = Array.from(articleScores.entries())\n .sort((a, b) => b[1] - a[1])\n .slice(0, limit)\n .map(([url]) => url);\n \n \u002F\u002F Map URLs back to article objects\n return allArticles.filter(article => \n recommendations.includes(article.url)\n );\n }\n \n getPopularArticles(articles, limit) {\n \u002F\u002F Return most read articles\n const popularity = new Map();\n \n for (const [articleUrl, users] of this.articleUserMatrix) {\n popularity.set(articleUrl, users.size);\n }\n \n return articles\n .sort((a, b) => {\n const popA = popularity.get(a.url) || 0;\n const popB = popularity.get(b.url) || 0;\n return popB - popA;\n })\n .slice(0, limit);\n }\n}\n\n\u002F\u002F Usage\nconst cfRecommender = new CollaborativeFilteringRecommender();\n\n\u002F\u002F Record interactions\ncfRecommender.recordInteraction('user1', 'article-url-1');\ncfRecommender.recordInteraction('user1', 'article-url-2');\ncfRecommender.recordInteraction('user2', 'article-url-1');\ncfRecommender.recordInteraction('user2', 'article-url-3');\n\n\u002F\u002F Get recommendations\nconst recommendations = cfRecommender.recommend('user1', allArticles, 10);\n",[205,7366,7367,7372,7376,7381,7386,7390,7394,7399,7404,7409,7414,7419,7423,7428,7432,7437,7442,7447,7451,7456,7460,7464,7469,7474,7479,7484,7488,7493,7497,7502,7507,7512,7516,7520,7525,7530,7534,7539,7543,7547,7552,7557,7562,7566,7571,7576,7581,7586,7591,7596,7601,7605,7609,7614,7619,7624,7628,7632,7637,7642,7647,7652,7656,7661,7666,7671,7675,7679,7684,7689,7693,7698,7703,7707,7712,7717,7722,7726,7731,7736,7740,7744,7748,7753,7758,7762,7766,7771,7775,7780,7785,7790,7794,7798,7802,7807,7812,7817,7821,7826,7831,7835,7839,7844,7849,7854,7859,7864,7869,7873,7877,7881,7885,7889,7894,7898,7903,7908,7913,7918,7923,7927,7931],{"__ignoreMap":203},[208,7368,7369],{"class":210,"line":211},[208,7370,7371],{},"class CollaborativeFilteringRecommender {\n",[208,7373,7374],{"class":210,"line":218},[208,7375,3487],{},[208,7377,7378],{"class":210,"line":228},[208,7379,7380],{}," this.userArticleMatrix = new Map(); \u002F\u002F userId -> Set of article URLs\n",[208,7382,7383],{"class":210,"line":236},[208,7384,7385],{}," this.articleUserMatrix = new Map(); \u002F\u002F article URL -> Set of userIds\n",[208,7387,7388],{"class":210,"line":252},[208,7389,298],{},[208,7391,7392],{"class":210,"line":261},[208,7393,1042],{},[208,7395,7396],{"class":210,"line":269},[208,7397,7398],{}," \u002F\u002F Record user interaction with article\n",[208,7400,7401],{"class":210,"line":277},[208,7402,7403],{}," recordInteraction(userId, articleUrl) {\n",[208,7405,7406],{"class":210,"line":283},[208,7407,7408],{}," \u002F\u002F Update user-article matrix\n",[208,7410,7411],{"class":210,"line":289},[208,7412,7413],{}," if (!this.userArticleMatrix.has(userId)) {\n",[208,7415,7416],{"class":210,"line":295},[208,7417,7418],{}," this.userArticleMatrix.set(userId, new Set());\n",[208,7420,7421],{"class":210,"line":301},[208,7422,292],{},[208,7424,7425],{"class":210,"line":1078},[208,7426,7427],{}," this.userArticleMatrix.get(userId).add(articleUrl);\n",[208,7429,7430],{"class":210,"line":1084},[208,7431,3543],{},[208,7433,7434],{"class":210,"line":1089},[208,7435,7436],{}," \u002F\u002F Update article-user matrix\n",[208,7438,7439],{"class":210,"line":1095},[208,7440,7441],{}," if (!this.articleUserMatrix.has(articleUrl)) {\n",[208,7443,7444],{"class":210,"line":1481},[208,7445,7446],{}," this.articleUserMatrix.set(articleUrl, new Set());\n",[208,7448,7449],{"class":210,"line":1501},[208,7450,292],{},[208,7452,7453],{"class":210,"line":1521},[208,7454,7455],{}," this.articleUserMatrix.get(articleUrl).add(userId);\n",[208,7457,7458],{"class":210,"line":1541},[208,7459,298],{},[208,7461,7462],{"class":210,"line":1561},[208,7463,1042],{},[208,7465,7466],{"class":210,"line":1581},[208,7467,7468],{}," \u002F\u002F Calculate similarity between two users (Jaccard similarity)\n",[208,7470,7471],{"class":210,"line":1601},[208,7472,7473],{}," calculateUserSimilarity(userId1, userId2) {\n",[208,7475,7476],{"class":210,"line":1621},[208,7477,7478],{}," const articles1 = this.userArticleMatrix.get(userId1) || new Set();\n",[208,7480,7481],{"class":210,"line":1641},[208,7482,7483],{}," const articles2 = this.userArticleMatrix.get(userId2) || new Set();\n",[208,7485,7486],{"class":210,"line":1661},[208,7487,3543],{},[208,7489,7490],{"class":210,"line":1682},[208,7491,7492],{}," if (articles1.size === 0 || articles2.size === 0) return 0;\n",[208,7494,7495],{"class":210,"line":1688},[208,7496,3543],{},[208,7498,7499],{"class":210,"line":1693},[208,7500,7501],{}," \u002F\u002F Intersection\n",[208,7503,7504],{"class":210,"line":1718},[208,7505,7506],{}," const intersection = new Set(\n",[208,7508,7509],{"class":210,"line":1736},[208,7510,7511],{}," [...articles1].filter(x => articles2.has(x))\n",[208,7513,7514],{"class":210,"line":1745},[208,7515,7193],{},[208,7517,7518],{"class":210,"line":1751},[208,7519,3543],{},[208,7521,7522],{"class":210,"line":1756},[208,7523,7524],{}," \u002F\u002F Union\n",[208,7526,7527],{"class":210,"line":1765},[208,7528,7529],{}," const union = new Set([...articles1, ...articles2]);\n",[208,7531,7532],{"class":210,"line":1787},[208,7533,3543],{},[208,7535,7536],{"class":210,"line":1799},[208,7537,7538],{}," return intersection.size \u002F union.size;\n",[208,7540,7541],{"class":210,"line":1810},[208,7542,298],{},[208,7544,7545],{"class":210,"line":1833},[208,7546,1042],{},[208,7548,7549],{"class":210,"line":1839},[208,7550,7551],{}," \u002F\u002F Find similar users\n",[208,7553,7554],{"class":210,"line":1858},[208,7555,7556],{}," findSimilarUsers(userId, limit = 10) {\n",[208,7558,7559],{"class":210,"line":1883},[208,7560,7561],{}," const similarities = [];\n",[208,7563,7564],{"class":210,"line":1889},[208,7565,3543],{},[208,7567,7568],{"class":210,"line":1899},[208,7569,7570],{}," for (const [otherUserId] of this.userArticleMatrix) {\n",[208,7572,7573],{"class":210,"line":1905},[208,7574,7575],{}," if (otherUserId === userId) continue;\n",[208,7577,7578],{"class":210,"line":1915},[208,7579,7580],{}," \n",[208,7582,7583],{"class":210,"line":1925},[208,7584,7585],{}," const similarity = this.calculateUserSimilarity(userId, otherUserId);\n",[208,7587,7588],{"class":210,"line":1930},[208,7589,7590],{}," if (similarity > 0) {\n",[208,7592,7593],{"class":210,"line":1935},[208,7594,7595],{}," similarities.push({ userId: otherUserId, similarity });\n",[208,7597,7598],{"class":210,"line":1940},[208,7599,7600],{}," }\n",[208,7602,7603],{"class":210,"line":2230},[208,7604,292],{},[208,7606,7607],{"class":210,"line":2236},[208,7608,3543],{},[208,7610,7611],{"class":210,"line":2242},[208,7612,7613],{}," return similarities\n",[208,7615,7616],{"class":210,"line":2247},[208,7617,7618],{}," .sort((a, b) => b.similarity - a.similarity)\n",[208,7620,7621],{"class":210,"line":2253},[208,7622,7623],{}," .slice(0, limit);\n",[208,7625,7626],{"class":210,"line":2258},[208,7627,298],{},[208,7629,7630],{"class":210,"line":3213},[208,7631,1042],{},[208,7633,7634],{"class":210,"line":3219},[208,7635,7636],{}," \u002F\u002F Get recommendations based on similar users\n",[208,7638,7639],{"class":210,"line":5034},[208,7640,7641],{}," recommend(userId, allArticles, limit = 10) {\n",[208,7643,7644],{"class":210,"line":5713},[208,7645,7646],{}," const userArticles = this.userArticleMatrix.get(userId) || new Set();\n",[208,7648,7649],{"class":210,"line":5729},[208,7650,7651],{}," const similarUsers = this.findSimilarUsers(userId, 20);\n",[208,7653,7654],{"class":210,"line":5737},[208,7655,3543],{},[208,7657,7658],{"class":210,"line":5748},[208,7659,7660],{}," if (similarUsers.length === 0) {\n",[208,7662,7663],{"class":210,"line":5759},[208,7664,7665],{}," \u002F\u002F No similar users, return popular articles\n",[208,7667,7668],{"class":210,"line":5770},[208,7669,7670],{}," return this.getPopularArticles(allArticles, limit);\n",[208,7672,7673],{"class":210,"line":5781},[208,7674,292],{},[208,7676,7677],{"class":210,"line":5786},[208,7678,3543],{},[208,7680,7681],{"class":210,"line":5791},[208,7682,7683],{}," \u002F\u002F Score articles based on similar users\n",[208,7685,7686],{"class":210,"line":5817},[208,7687,7688],{}," const articleScores = new Map();\n",[208,7690,7691],{"class":210,"line":5825},[208,7692,3543],{},[208,7694,7695],{"class":210,"line":5836},[208,7696,7697],{}," similarUsers.forEach(({ userId: similarUserId, similarity }) => {\n",[208,7699,7700],{"class":210,"line":5847},[208,7701,7702],{}," const articles = this.userArticleMatrix.get(similarUserId) || new Set();\n",[208,7704,7705],{"class":210,"line":5858},[208,7706,7580],{},[208,7708,7709],{"class":210,"line":5879},[208,7710,7711],{}," articles.forEach(articleUrl => {\n",[208,7713,7714],{"class":210,"line":5890},[208,7715,7716],{}," \u002F\u002F Skip articles user has already seen\n",[208,7718,7719],{"class":210,"line":5896},[208,7720,7721],{}," if (userArticles.has(articleUrl)) return;\n",[208,7723,7724],{"class":210,"line":5921},[208,7725,6007],{},[208,7727,7728],{"class":210,"line":5927},[208,7729,7730],{}," const currentScore = articleScores.get(articleUrl) || 0;\n",[208,7732,7733],{"class":210,"line":5936},[208,7734,7735],{}," articleScores.set(articleUrl, currentScore + similarity);\n",[208,7737,7738],{"class":210,"line":5945},[208,7739,6959],{},[208,7741,7742],{"class":210,"line":5954},[208,7743,3603],{},[208,7745,7746],{"class":210,"line":5959},[208,7747,3543],{},[208,7749,7750],{"class":210,"line":5976},[208,7751,7752],{}," \u002F\u002F Get top scored articles\n",[208,7754,7755],{"class":210,"line":6004},[208,7756,7757],{}," const recommendations = Array.from(articleScores.entries())\n",[208,7759,7760],{"class":210,"line":6010},[208,7761,6896],{},[208,7763,7764],{"class":210,"line":6036},[208,7765,7282],{},[208,7767,7768],{"class":210,"line":6041},[208,7769,7770],{}," .map(([url]) => url);\n",[208,7772,7773],{"class":210,"line":6074},[208,7774,3543],{},[208,7776,7777],{"class":210,"line":6095},[208,7778,7779],{}," \u002F\u002F Map URLs back to article objects\n",[208,7781,7782],{"class":210,"line":6101},[208,7783,7784],{}," return allArticles.filter(article => \n",[208,7786,7787],{"class":210,"line":6106},[208,7788,7789],{}," recommendations.includes(article.url)\n",[208,7791,7792],{"class":210,"line":6136},[208,7793,7193],{},[208,7795,7796],{"class":210,"line":6152},[208,7797,298],{},[208,7799,7800],{"class":210,"line":6176},[208,7801,1042],{},[208,7803,7804],{"class":210,"line":6199},[208,7805,7806],{}," getPopularArticles(articles, limit) {\n",[208,7808,7809],{"class":210,"line":6205},[208,7810,7811],{}," \u002F\u002F Return most read articles\n",[208,7813,7814],{"class":210,"line":6214},[208,7815,7816],{}," const popularity = new Map();\n",[208,7818,7819],{"class":210,"line":6219},[208,7820,3543],{},[208,7822,7823],{"class":210,"line":6228},[208,7824,7825],{}," for (const [articleUrl, users] of this.articleUserMatrix) {\n",[208,7827,7828],{"class":210,"line":6237},[208,7829,7830],{}," popularity.set(articleUrl, users.size);\n",[208,7832,7833],{"class":210,"line":6242},[208,7834,292],{},[208,7836,7837],{"class":210,"line":6247},[208,7838,3543],{},[208,7840,7841],{"class":210,"line":6252},[208,7842,7843],{}," return articles\n",[208,7845,7846],{"class":210,"line":7238},[208,7847,7848],{}," .sort((a, b) => {\n",[208,7850,7851],{"class":210,"line":7244},[208,7852,7853],{}," const popA = popularity.get(a.url) || 0;\n",[208,7855,7856],{"class":210,"line":7250},[208,7857,7858],{}," const popB = popularity.get(b.url) || 0;\n",[208,7860,7861],{"class":210,"line":7256},[208,7862,7863],{}," return popB - popA;\n",[208,7865,7866],{"class":210,"line":7262},[208,7867,7868],{}," })\n",[208,7870,7871],{"class":210,"line":7267},[208,7872,7623],{},[208,7874,7875],{"class":210,"line":7273},[208,7876,298],{},[208,7878,7879],{"class":210,"line":7279},[208,7880,304],{},[208,7882,7883],{"class":210,"line":7285},[208,7884,1092],{"emptyLinePlaceholder":866},[208,7886,7887],{"class":210,"line":7291},[208,7888,2912],{},[208,7890,7891],{"class":210,"line":7296},[208,7892,7893],{},"const cfRecommender = new CollaborativeFilteringRecommender();\n",[208,7895,7896],{"class":210,"line":7301},[208,7897,1092],{"emptyLinePlaceholder":866},[208,7899,7900],{"class":210,"line":7306},[208,7901,7902],{},"\u002F\u002F Record interactions\n",[208,7904,7905],{"class":210,"line":7311},[208,7906,7907],{},"cfRecommender.recordInteraction('user1', 'article-url-1');\n",[208,7909,7910],{"class":210,"line":7317},[208,7911,7912],{},"cfRecommender.recordInteraction('user1', 'article-url-2');\n",[208,7914,7915],{"class":210,"line":7322},[208,7916,7917],{},"cfRecommender.recordInteraction('user2', 'article-url-1');\n",[208,7919,7920],{"class":210,"line":7328},[208,7921,7922],{},"cfRecommender.recordInteraction('user2', 'article-url-3');\n",[208,7924,7925],{"class":210,"line":7334},[208,7926,1092],{"emptyLinePlaceholder":866},[208,7928,7929],{"class":210,"line":7340},[208,7930,7348],{},[208,7932,7933],{"class":210,"line":7345},[208,7934,7935],{},"const recommendations = cfRecommender.recommend('user1', allArticles, 10);\n",[94,7937,7939],{"id":7938},"_3-hybrid-approach","3. Hybrid Approach",[12,7941,7942],{},"Combine multiple recommendation strategies:",[198,7944,7946],{"className":1013,"code":7945,"language":1015,"meta":203,"style":203},"class HybridRecommender {\n constructor() {\n this.contentBased = new ContentBasedRecommender();\n this.collaborative = new CollaborativeFilteringRecommender();\n }\n \n recordInteraction(userId, article, interactionType) {\n \u002F\u002F Update both recommenders\n this.contentBased.updateUserProfile(userId, article, interactionType);\n this.collaborative.recordInteraction(userId, article.url);\n }\n \n recommend(userId, articles, limit = 10) {\n \u002F\u002F Get recommendations from both systems\n const contentRecs = this.contentBased.recommend(userId, articles, limit * 2);\n const collabRecs = this.collaborative.recommend(userId, articles, limit * 2);\n \n \u002F\u002F Combine and deduplicate\n const combined = new Map();\n \n \u002F\u002F Add content-based recommendations (weight: 0.6)\n contentRecs.forEach((article, index) => {\n const score = (contentRecs.length - index) * 0.6;\n combined.set(article.url, { article, score });\n });\n \n \u002F\u002F Add collaborative recommendations (weight: 0.4)\n collabRecs.forEach((article, index) => {\n const score = (collabRecs.length - index) * 0.4;\n const existing = combined.get(article.url);\n \n if (existing) {\n existing.score += score;\n } else {\n combined.set(article.url, { article, score });\n }\n });\n \n \u002F\u002F Sort by combined score and return top N\n return Array.from(combined.values())\n .sort((a, b) => b.score - a.score)\n .slice(0, limit)\n .map(item => item.article);\n }\n}\n\n\u002F\u002F Usage\nconst recommender = new HybridRecommender();\n\n\u002F\u002F Track interactions\nrecommender.recordInteraction('user123', article, 'read');\n\n\u002F\u002F Get personalized feed\nconst personalizedFeed = recommender.recommend('user123', allArticles, 20);\n",[205,7947,7948,7953,7957,7962,7967,7971,7975,7980,7985,7990,7995,7999,8003,8007,8012,8017,8022,8026,8031,8036,8040,8045,8050,8055,8060,8064,8068,8073,8078,8083,8088,8092,8097,8102,8107,8112,8116,8120,8124,8129,8134,8138,8142,8146,8150,8154,8158,8162,8167,8171,8176,8181,8185,8190],{"__ignoreMap":203},[208,7949,7950],{"class":210,"line":211},[208,7951,7952],{},"class HybridRecommender {\n",[208,7954,7955],{"class":210,"line":218},[208,7956,3487],{},[208,7958,7959],{"class":210,"line":228},[208,7960,7961],{}," this.contentBased = new ContentBasedRecommender();\n",[208,7963,7964],{"class":210,"line":236},[208,7965,7966],{}," this.collaborative = new CollaborativeFilteringRecommender();\n",[208,7968,7969],{"class":210,"line":252},[208,7970,298],{},[208,7972,7973],{"class":210,"line":261},[208,7974,1042],{},[208,7976,7977],{"class":210,"line":269},[208,7978,7979],{}," recordInteraction(userId, article, interactionType) {\n",[208,7981,7982],{"class":210,"line":277},[208,7983,7984],{}," \u002F\u002F Update both recommenders\n",[208,7986,7987],{"class":210,"line":283},[208,7988,7989],{}," this.contentBased.updateUserProfile(userId, article, interactionType);\n",[208,7991,7992],{"class":210,"line":289},[208,7993,7994],{}," this.collaborative.recordInteraction(userId, article.url);\n",[208,7996,7997],{"class":210,"line":295},[208,7998,298],{},[208,8000,8001],{"class":210,"line":301},[208,8002,1042],{},[208,8004,8005],{"class":210,"line":1078},[208,8006,7235],{},[208,8008,8009],{"class":210,"line":1084},[208,8010,8011],{}," \u002F\u002F Get recommendations from both systems\n",[208,8013,8014],{"class":210,"line":1089},[208,8015,8016],{}," const contentRecs = this.contentBased.recommend(userId, articles, limit * 2);\n",[208,8018,8019],{"class":210,"line":1095},[208,8020,8021],{}," const collabRecs = this.collaborative.recommend(userId, articles, limit * 2);\n",[208,8023,8024],{"class":210,"line":1481},[208,8025,3543],{},[208,8027,8028],{"class":210,"line":1501},[208,8029,8030],{}," \u002F\u002F Combine and deduplicate\n",[208,8032,8033],{"class":210,"line":1521},[208,8034,8035],{}," const combined = new Map();\n",[208,8037,8038],{"class":210,"line":1541},[208,8039,3543],{},[208,8041,8042],{"class":210,"line":1561},[208,8043,8044],{}," \u002F\u002F Add content-based recommendations (weight: 0.6)\n",[208,8046,8047],{"class":210,"line":1581},[208,8048,8049],{}," contentRecs.forEach((article, index) => {\n",[208,8051,8052],{"class":210,"line":1601},[208,8053,8054],{}," const score = (contentRecs.length - index) * 0.6;\n",[208,8056,8057],{"class":210,"line":1621},[208,8058,8059],{}," combined.set(article.url, { article, score });\n",[208,8061,8062],{"class":210,"line":1641},[208,8063,3603],{},[208,8065,8066],{"class":210,"line":1661},[208,8067,3543],{},[208,8069,8070],{"class":210,"line":1682},[208,8071,8072],{}," \u002F\u002F Add collaborative recommendations (weight: 0.4)\n",[208,8074,8075],{"class":210,"line":1688},[208,8076,8077],{}," collabRecs.forEach((article, index) => {\n",[208,8079,8080],{"class":210,"line":1693},[208,8081,8082],{}," const score = (collabRecs.length - index) * 0.4;\n",[208,8084,8085],{"class":210,"line":1718},[208,8086,8087],{}," const existing = combined.get(article.url);\n",[208,8089,8090],{"class":210,"line":1736},[208,8091,7580],{},[208,8093,8094],{"class":210,"line":1745},[208,8095,8096],{}," if (existing) {\n",[208,8098,8099],{"class":210,"line":1751},[208,8100,8101],{}," existing.score += score;\n",[208,8103,8104],{"class":210,"line":1756},[208,8105,8106],{}," } else {\n",[208,8108,8109],{"class":210,"line":1765},[208,8110,8111],{}," combined.set(article.url, { article, score });\n",[208,8113,8114],{"class":210,"line":1787},[208,8115,7600],{},[208,8117,8118],{"class":210,"line":1799},[208,8119,3603],{},[208,8121,8122],{"class":210,"line":1810},[208,8123,3543],{},[208,8125,8126],{"class":210,"line":1833},[208,8127,8128],{}," \u002F\u002F Sort by combined score and return top N\n",[208,8130,8131],{"class":210,"line":1839},[208,8132,8133],{}," return Array.from(combined.values())\n",[208,8135,8136],{"class":210,"line":1858},[208,8137,7276],{},[208,8139,8140],{"class":210,"line":1883},[208,8141,7282],{},[208,8143,8144],{"class":210,"line":1889},[208,8145,7288],{},[208,8147,8148],{"class":210,"line":1899},[208,8149,298],{},[208,8151,8152],{"class":210,"line":1905},[208,8153,304],{},[208,8155,8156],{"class":210,"line":1915},[208,8157,1092],{"emptyLinePlaceholder":866},[208,8159,8160],{"class":210,"line":1925},[208,8161,2912],{},[208,8163,8164],{"class":210,"line":1930},[208,8165,8166],{},"const recommender = new HybridRecommender();\n",[208,8168,8169],{"class":210,"line":1935},[208,8170,1092],{"emptyLinePlaceholder":866},[208,8172,8173],{"class":210,"line":1940},[208,8174,8175],{},"\u002F\u002F Track interactions\n",[208,8177,8178],{"class":210,"line":2230},[208,8179,8180],{},"recommender.recordInteraction('user123', article, 'read');\n",[208,8182,8183],{"class":210,"line":2236},[208,8184,1092],{"emptyLinePlaceholder":866},[208,8186,8187],{"class":210,"line":2242},[208,8188,8189],{},"\u002F\u002F Get personalized feed\n",[208,8191,8192],{"class":210,"line":2247},[208,8193,8194],{},"const personalizedFeed = recommender.recommend('user123', allArticles, 20);\n",[21,8196,8198],{"id":8197},"building-a-complete-personalization-system","Building a Complete Personalization System",[94,8200,8202],{"id":8201},"backend-service","Backend Service",[198,8204,8206],{"className":1013,"code":8205,"language":1015,"meta":203,"style":203},"\u002F\u002F personalization-service.js\nconst express = require('express');\nconst app = express();\nconst HybridRecommender = require('.\u002Frecommender');\nconst newsApi = require('.\u002Fnews-api');\n\nconst recommender = new HybridRecommender();\n\n\u002F\u002F Track article view\napp.post('\u002Fapi\u002Ftrack\u002Fview', async (req, res) => {\n const { userId, articleUrl } = req.body;\n \n try {\n const article = await getArticleByUrl(articleUrl);\n recommender.recordInteraction(userId, article, 'read');\n res.json({ success: true });\n } catch (error) {\n res.status(500).json({ error: error.message });\n }\n});\n\n\u002F\u002F Track article interaction\napp.post('\u002Fapi\u002Ftrack\u002Finteraction', async (req, res) => {\n const { userId, articleUrl, type } = req.body;\n \n try {\n const article = await getArticleByUrl(articleUrl);\n recommender.recordInteraction(userId, article, type);\n res.json({ success: true });\n } catch (error) {\n res.status(500).json({ error: error.message });\n }\n});\n\n\u002F\u002F Get personalized feed\napp.get('\u002Fapi\u002Ffeed\u002Fpersonalized', async (req, res) => {\n const { userId, limit = 20 } = req.query;\n \n try {\n \u002F\u002F Fetch latest articles\n const articles = await newsApi.getHeadlines('us');\n \n \u002F\u002F Get personalized recommendations\n const recommendations = recommender.recommend(\n userId, \n articles.articles, \n parseInt(limit)\n );\n \n res.json({ articles: recommendations });\n } catch (error) {\n res.status(500).json({ error: error.message });\n }\n});\n\napp.listen(3000, () => {\n console.log('Personalization service running on port 3000');\n});\n",[205,8207,8208,8213,8218,8223,8228,8233,8237,8241,8245,8250,8255,8260,8264,8268,8273,8278,8283,8287,8292,8296,8300,8304,8309,8314,8319,8323,8327,8331,8336,8340,8344,8348,8352,8356,8360,8364,8369,8374,8378,8382,8387,8392,8396,8401,8406,8411,8416,8421,8425,8429,8434,8438,8442,8446,8450,8454,8459,8464],{"__ignoreMap":203},[208,8209,8210],{"class":210,"line":211},[208,8211,8212],{},"\u002F\u002F personalization-service.js\n",[208,8214,8215],{"class":210,"line":218},[208,8216,8217],{},"const express = require('express');\n",[208,8219,8220],{"class":210,"line":228},[208,8221,8222],{},"const app = express();\n",[208,8224,8225],{"class":210,"line":236},[208,8226,8227],{},"const HybridRecommender = require('.\u002Frecommender');\n",[208,8229,8230],{"class":210,"line":252},[208,8231,8232],{},"const newsApi = require('.\u002Fnews-api');\n",[208,8234,8235],{"class":210,"line":261},[208,8236,1092],{"emptyLinePlaceholder":866},[208,8238,8239],{"class":210,"line":269},[208,8240,8166],{},[208,8242,8243],{"class":210,"line":277},[208,8244,1092],{"emptyLinePlaceholder":866},[208,8246,8247],{"class":210,"line":283},[208,8248,8249],{},"\u002F\u002F Track article view\n",[208,8251,8252],{"class":210,"line":289},[208,8253,8254],{},"app.post('\u002Fapi\u002Ftrack\u002Fview', async (req, res) => {\n",[208,8256,8257],{"class":210,"line":295},[208,8258,8259],{}," const { userId, articleUrl } = req.body;\n",[208,8261,8262],{"class":210,"line":301},[208,8263,1042],{},[208,8265,8266],{"class":210,"line":1078},[208,8267,3882],{},[208,8269,8270],{"class":210,"line":1084},[208,8271,8272],{}," const article = await getArticleByUrl(articleUrl);\n",[208,8274,8275],{"class":210,"line":1089},[208,8276,8277],{}," recommender.recordInteraction(userId, article, 'read');\n",[208,8279,8280],{"class":210,"line":1095},[208,8281,8282],{}," res.json({ success: true });\n",[208,8284,8285],{"class":210,"line":1481},[208,8286,3911],{},[208,8288,8289],{"class":210,"line":1501},[208,8290,8291],{}," res.status(500).json({ error: error.message });\n",[208,8293,8294],{"class":210,"line":1521},[208,8295,298],{},[208,8297,8298],{"class":210,"line":1541},[208,8299,3868],{},[208,8301,8302],{"class":210,"line":1561},[208,8303,1092],{"emptyLinePlaceholder":866},[208,8305,8306],{"class":210,"line":1581},[208,8307,8308],{},"\u002F\u002F Track article interaction\n",[208,8310,8311],{"class":210,"line":1601},[208,8312,8313],{},"app.post('\u002Fapi\u002Ftrack\u002Finteraction', async (req, res) => {\n",[208,8315,8316],{"class":210,"line":1621},[208,8317,8318],{}," const { userId, articleUrl, type } = req.body;\n",[208,8320,8321],{"class":210,"line":1641},[208,8322,1042],{},[208,8324,8325],{"class":210,"line":1661},[208,8326,3882],{},[208,8328,8329],{"class":210,"line":1682},[208,8330,8272],{},[208,8332,8333],{"class":210,"line":1688},[208,8334,8335],{}," recommender.recordInteraction(userId, article, type);\n",[208,8337,8338],{"class":210,"line":1693},[208,8339,8282],{},[208,8341,8342],{"class":210,"line":1718},[208,8343,3911],{},[208,8345,8346],{"class":210,"line":1736},[208,8347,8291],{},[208,8349,8350],{"class":210,"line":1745},[208,8351,298],{},[208,8353,8354],{"class":210,"line":1751},[208,8355,3868],{},[208,8357,8358],{"class":210,"line":1756},[208,8359,1092],{"emptyLinePlaceholder":866},[208,8361,8362],{"class":210,"line":1765},[208,8363,8189],{},[208,8365,8366],{"class":210,"line":1787},[208,8367,8368],{},"app.get('\u002Fapi\u002Ffeed\u002Fpersonalized', async (req, res) => {\n",[208,8370,8371],{"class":210,"line":1799},[208,8372,8373],{}," const { userId, limit = 20 } = req.query;\n",[208,8375,8376],{"class":210,"line":1810},[208,8377,1042],{},[208,8379,8380],{"class":210,"line":1833},[208,8381,3882],{},[208,8383,8384],{"class":210,"line":1839},[208,8385,8386],{}," \u002F\u002F Fetch latest articles\n",[208,8388,8389],{"class":210,"line":1858},[208,8390,8391],{}," const articles = await newsApi.getHeadlines('us');\n",[208,8393,8394],{"class":210,"line":1883},[208,8395,3543],{},[208,8397,8398],{"class":210,"line":1889},[208,8399,8400],{}," \u002F\u002F Get personalized recommendations\n",[208,8402,8403],{"class":210,"line":1899},[208,8404,8405],{}," const recommendations = recommender.recommend(\n",[208,8407,8408],{"class":210,"line":1905},[208,8409,8410],{}," userId, \n",[208,8412,8413],{"class":210,"line":1915},[208,8414,8415],{}," articles.articles, \n",[208,8417,8418],{"class":210,"line":1925},[208,8419,8420],{}," parseInt(limit)\n",[208,8422,8423],{"class":210,"line":1930},[208,8424,7193],{},[208,8426,8427],{"class":210,"line":1935},[208,8428,3543],{},[208,8430,8431],{"class":210,"line":1940},[208,8432,8433],{}," res.json({ articles: recommendations });\n",[208,8435,8436],{"class":210,"line":2230},[208,8437,3911],{},[208,8439,8440],{"class":210,"line":2236},[208,8441,8291],{},[208,8443,8444],{"class":210,"line":2242},[208,8445,298],{},[208,8447,8448],{"class":210,"line":2247},[208,8449,3868],{},[208,8451,8452],{"class":210,"line":2253},[208,8453,1092],{"emptyLinePlaceholder":866},[208,8455,8456],{"class":210,"line":2258},[208,8457,8458],{},"app.listen(3000, () => {\n",[208,8460,8461],{"class":210,"line":3213},[208,8462,8463],{}," console.log('Personalization service running on port 3000');\n",[208,8465,8466],{"class":210,"line":3219},[208,8467,3868],{},[94,8469,8471],{"id":8470},"frontend-integration","Frontend Integration",[198,8473,8475],{"className":1013,"code":8474,"language":1015,"meta":203,"style":203},"\u002F\u002F PersonalizedFeed.jsx\nimport React, { useState, useEffect } from 'react';\nimport ArticleCard from '.\u002FArticleCard';\n\nfunction PersonalizedFeed({ userId }) {\n const [articles, setArticles] = useState([]);\n const [loading, setLoading] = useState(true);\n \n useEffect(() => {\n fetchPersonalizedFeed();\n }, [userId]);\n \n async function fetchPersonalizedFeed() {\n try {\n const response = await fetch(\n `\u002Fapi\u002Ffeed\u002Fpersonalized?userId=${userId}&limit=20`\n );\n const data = await response.json();\n setArticles(data.articles);\n } catch (error) {\n console.error('Error fetching feed:', error);\n } finally {\n setLoading(false);\n }\n }\n \n async function trackView(article) {\n await fetch('\u002Fapi\u002Ftrack\u002Fview', {\n method: 'POST',\n headers: { 'Content-Type': 'application\u002Fjson' },\n body: JSON.stringify({\n userId,\n articleUrl: article.url\n })\n });\n }\n \n async function trackInteraction(article, type) {\n await fetch('\u002Fapi\u002Ftrack\u002Finteraction', {\n method: 'POST',\n headers: { 'Content-Type': 'application\u002Fjson' },\n body: JSON.stringify({\n userId,\n articleUrl: article.url,\n type\n })\n });\n }\n \n function handleArticleClick(article) {\n trackView(article);\n window.open(article.url, '_blank');\n }\n \n function handleLike(article) {\n trackInteraction(article, 'like');\n }\n \n function handleShare(article) {\n trackInteraction(article, 'share');\n }\n \n if (loading) return \u003Cdiv>Loading your personalized feed...\u003C\u002Fdiv>;\n \n return (\n \u003Cdiv className=\"personalized-feed\">\n \u003Ch2>Your Personalized News Feed\u003C\u002Fh2>\n \u003Cdiv className=\"articles\">\n {articles.map(article => (\n \u003CArticleCard\n key={article.url}\n article={article}\n onClick={() => handleArticleClick(article)}\n onLike={() => handleLike(article)}\n onShare={() => handleShare(article)}\n \u002F>\n ))}\n \u003C\u002Fdiv>\n \u003C\u002Fdiv>\n );\n}\n\nexport default PersonalizedFeed;\n",[205,8476,8477,8482,8487,8492,8496,8501,8506,8511,8515,8520,8525,8530,8534,8539,8544,8549,8554,8559,8564,8569,8574,8579,8584,8589,8593,8597,8601,8606,8611,8616,8621,8626,8631,8636,8640,8644,8648,8652,8657,8662,8666,8670,8674,8678,8683,8688,8692,8696,8700,8704,8709,8714,8719,8723,8727,8732,8737,8741,8745,8750,8755,8759,8763,8768,8772,8777,8782,8787,8792,8797,8802,8807,8812,8817,8822,8827,8831,8835,8840,8845,8849,8853,8857],{"__ignoreMap":203},[208,8478,8479],{"class":210,"line":211},[208,8480,8481],{},"\u002F\u002F PersonalizedFeed.jsx\n",[208,8483,8484],{"class":210,"line":218},[208,8485,8486],{},"import React, { useState, useEffect } from 'react';\n",[208,8488,8489],{"class":210,"line":228},[208,8490,8491],{},"import ArticleCard from '.\u002FArticleCard';\n",[208,8493,8494],{"class":210,"line":236},[208,8495,1092],{"emptyLinePlaceholder":866},[208,8497,8498],{"class":210,"line":252},[208,8499,8500],{},"function PersonalizedFeed({ userId }) {\n",[208,8502,8503],{"class":210,"line":261},[208,8504,8505],{}," const [articles, setArticles] = useState([]);\n",[208,8507,8508],{"class":210,"line":269},[208,8509,8510],{}," const [loading, setLoading] = useState(true);\n",[208,8512,8513],{"class":210,"line":277},[208,8514,1042],{},[208,8516,8517],{"class":210,"line":283},[208,8518,8519],{}," useEffect(() => {\n",[208,8521,8522],{"class":210,"line":289},[208,8523,8524],{}," fetchPersonalizedFeed();\n",[208,8526,8527],{"class":210,"line":295},[208,8528,8529],{}," }, [userId]);\n",[208,8531,8532],{"class":210,"line":301},[208,8533,1042],{},[208,8535,8536],{"class":210,"line":1078},[208,8537,8538],{}," async function fetchPersonalizedFeed() {\n",[208,8540,8541],{"class":210,"line":1084},[208,8542,8543],{}," try {\n",[208,8545,8546],{"class":210,"line":1089},[208,8547,8548],{}," const response = await fetch(\n",[208,8550,8551],{"class":210,"line":1095},[208,8552,8553],{}," `\u002Fapi\u002Ffeed\u002Fpersonalized?userId=${userId}&limit=20`\n",[208,8555,8556],{"class":210,"line":1481},[208,8557,8558],{}," );\n",[208,8560,8561],{"class":210,"line":1501},[208,8562,8563],{}," const data = await response.json();\n",[208,8565,8566],{"class":210,"line":1521},[208,8567,8568],{}," setArticles(data.articles);\n",[208,8570,8571],{"class":210,"line":1541},[208,8572,8573],{}," } catch (error) {\n",[208,8575,8576],{"class":210,"line":1561},[208,8577,8578],{}," console.error('Error fetching feed:', error);\n",[208,8580,8581],{"class":210,"line":1581},[208,8582,8583],{}," } finally {\n",[208,8585,8586],{"class":210,"line":1601},[208,8587,8588],{}," setLoading(false);\n",[208,8590,8591],{"class":210,"line":1621},[208,8592,292],{},[208,8594,8595],{"class":210,"line":1641},[208,8596,298],{},[208,8598,8599],{"class":210,"line":1661},[208,8600,1042],{},[208,8602,8603],{"class":210,"line":1682},[208,8604,8605],{}," async function trackView(article) {\n",[208,8607,8608],{"class":210,"line":1688},[208,8609,8610],{}," await fetch('\u002Fapi\u002Ftrack\u002Fview', {\n",[208,8612,8613],{"class":210,"line":1693},[208,8614,8615],{}," method: 'POST',\n",[208,8617,8618],{"class":210,"line":1718},[208,8619,8620],{}," headers: { 'Content-Type': 'application\u002Fjson' },\n",[208,8622,8623],{"class":210,"line":1736},[208,8624,8625],{}," body: JSON.stringify({\n",[208,8627,8628],{"class":210,"line":1745},[208,8629,8630],{}," userId,\n",[208,8632,8633],{"class":210,"line":1751},[208,8634,8635],{}," articleUrl: article.url\n",[208,8637,8638],{"class":210,"line":1756},[208,8639,7868],{},[208,8641,8642],{"class":210,"line":1765},[208,8643,3603],{},[208,8645,8646],{"class":210,"line":1787},[208,8647,298],{},[208,8649,8650],{"class":210,"line":1799},[208,8651,1042],{},[208,8653,8654],{"class":210,"line":1810},[208,8655,8656],{}," async function trackInteraction(article, type) {\n",[208,8658,8659],{"class":210,"line":1833},[208,8660,8661],{}," await fetch('\u002Fapi\u002Ftrack\u002Finteraction', {\n",[208,8663,8664],{"class":210,"line":1839},[208,8665,8615],{},[208,8667,8668],{"class":210,"line":1858},[208,8669,8620],{},[208,8671,8672],{"class":210,"line":1883},[208,8673,8625],{},[208,8675,8676],{"class":210,"line":1889},[208,8677,8630],{},[208,8679,8680],{"class":210,"line":1899},[208,8681,8682],{}," articleUrl: article.url,\n",[208,8684,8685],{"class":210,"line":1905},[208,8686,8687],{}," type\n",[208,8689,8690],{"class":210,"line":1915},[208,8691,7868],{},[208,8693,8694],{"class":210,"line":1925},[208,8695,3603],{},[208,8697,8698],{"class":210,"line":1930},[208,8699,298],{},[208,8701,8702],{"class":210,"line":1935},[208,8703,1042],{},[208,8705,8706],{"class":210,"line":1940},[208,8707,8708],{}," function handleArticleClick(article) {\n",[208,8710,8711],{"class":210,"line":2230},[208,8712,8713],{}," trackView(article);\n",[208,8715,8716],{"class":210,"line":2236},[208,8717,8718],{}," window.open(article.url, '_blank');\n",[208,8720,8721],{"class":210,"line":2242},[208,8722,298],{},[208,8724,8725],{"class":210,"line":2247},[208,8726,1042],{},[208,8728,8729],{"class":210,"line":2253},[208,8730,8731],{}," function handleLike(article) {\n",[208,8733,8734],{"class":210,"line":2258},[208,8735,8736],{}," trackInteraction(article, 'like');\n",[208,8738,8739],{"class":210,"line":3213},[208,8740,298],{},[208,8742,8743],{"class":210,"line":3219},[208,8744,1042],{},[208,8746,8747],{"class":210,"line":5034},[208,8748,8749],{}," function handleShare(article) {\n",[208,8751,8752],{"class":210,"line":5713},[208,8753,8754],{}," trackInteraction(article, 'share');\n",[208,8756,8757],{"class":210,"line":5729},[208,8758,298],{},[208,8760,8761],{"class":210,"line":5737},[208,8762,1042],{},[208,8764,8765],{"class":210,"line":5748},[208,8766,8767],{}," if (loading) return \u003Cdiv>Loading your personalized feed...\u003C\u002Fdiv>;\n",[208,8769,8770],{"class":210,"line":5759},[208,8771,1042],{},[208,8773,8774],{"class":210,"line":5770},[208,8775,8776],{}," return (\n",[208,8778,8779],{"class":210,"line":5781},[208,8780,8781],{}," \u003Cdiv className=\"personalized-feed\">\n",[208,8783,8784],{"class":210,"line":5786},[208,8785,8786],{}," \u003Ch2>Your Personalized News Feed\u003C\u002Fh2>\n",[208,8788,8789],{"class":210,"line":5791},[208,8790,8791],{}," \u003Cdiv className=\"articles\">\n",[208,8793,8794],{"class":210,"line":5817},[208,8795,8796],{}," {articles.map(article => (\n",[208,8798,8799],{"class":210,"line":5825},[208,8800,8801],{}," \u003CArticleCard\n",[208,8803,8804],{"class":210,"line":5836},[208,8805,8806],{}," key={article.url}\n",[208,8808,8809],{"class":210,"line":5847},[208,8810,8811],{}," article={article}\n",[208,8813,8814],{"class":210,"line":5858},[208,8815,8816],{}," onClick={() => handleArticleClick(article)}\n",[208,8818,8819],{"class":210,"line":5879},[208,8820,8821],{}," onLike={() => handleLike(article)}\n",[208,8823,8824],{"class":210,"line":5890},[208,8825,8826],{}," onShare={() => handleShare(article)}\n",[208,8828,8829],{"class":210,"line":5896},[208,8830,5893],{},[208,8832,8833],{"class":210,"line":5921},[208,8834,1902],{},[208,8836,8837],{"class":210,"line":5927},[208,8838,8839],{}," \u003C\u002Fdiv>\n",[208,8841,8842],{"class":210,"line":5936},[208,8843,8844],{}," \u003C\u002Fdiv>\n",[208,8846,8847],{"class":210,"line":5945},[208,8848,1130],{},[208,8850,8851],{"class":210,"line":5954},[208,8852,304],{},[208,8854,8855],{"class":210,"line":5959},[208,8856,1092],{"emptyLinePlaceholder":866},[208,8858,8859],{"class":210,"line":5976},[208,8860,8861],{},"export default PersonalizedFeed;\n",[21,8863,8865],{"id":8864},"advanced-features","Advanced Features",[94,8867,8869],{"id":8868},"_1-diversity-in-recommendations","1. Diversity in Recommendations",[12,8871,8872],{},"Avoid filter bubbles by ensuring diversity:",[198,8874,8876],{"className":1013,"code":8875,"language":1015,"meta":203,"style":203},"function diversifyRecommendations(articles, limit) {\n const diverse = [];\n const usedCategories = new Set();\n const usedSources = new Set();\n \n for (const article of articles) {\n if (diverse.length >= limit) break;\n \n \u002F\u002F Ensure category diversity\n if (usedCategories.size \u003C 3 || !usedCategories.has(article.category)) {\n diverse.push(article);\n usedCategories.add(article.category);\n usedSources.add(article.source.name);\n }\n }\n \n \u002F\u002F Fill remaining slots\n for (const article of articles) {\n if (diverse.length >= limit) break;\n if (!diverse.includes(article)) {\n diverse.push(article);\n }\n }\n \n return diverse;\n}\n",[205,8877,8878,8883,8888,8893,8898,8902,8907,8912,8916,8921,8926,8931,8936,8941,8945,8949,8953,8958,8962,8966,8971,8975,8979,8983,8987,8992],{"__ignoreMap":203},[208,8879,8880],{"class":210,"line":211},[208,8881,8882],{},"function diversifyRecommendations(articles, limit) {\n",[208,8884,8885],{"class":210,"line":218},[208,8886,8887],{}," const diverse = [];\n",[208,8889,8890],{"class":210,"line":228},[208,8891,8892],{}," const usedCategories = new Set();\n",[208,8894,8895],{"class":210,"line":236},[208,8896,8897],{}," const usedSources = new Set();\n",[208,8899,8900],{"class":210,"line":252},[208,8901,1042],{},[208,8903,8904],{"class":210,"line":261},[208,8905,8906],{}," for (const article of articles) {\n",[208,8908,8909],{"class":210,"line":269},[208,8910,8911],{}," if (diverse.length >= limit) break;\n",[208,8913,8914],{"class":210,"line":277},[208,8915,3543],{},[208,8917,8918],{"class":210,"line":283},[208,8919,8920],{}," \u002F\u002F Ensure category diversity\n",[208,8922,8923],{"class":210,"line":289},[208,8924,8925],{}," if (usedCategories.size \u003C 3 || !usedCategories.has(article.category)) {\n",[208,8927,8928],{"class":210,"line":295},[208,8929,8930],{}," diverse.push(article);\n",[208,8932,8933],{"class":210,"line":301},[208,8934,8935],{}," usedCategories.add(article.category);\n",[208,8937,8938],{"class":210,"line":1078},[208,8939,8940],{}," usedSources.add(article.source.name);\n",[208,8942,8943],{"class":210,"line":1084},[208,8944,292],{},[208,8946,8947],{"class":210,"line":1089},[208,8948,298],{},[208,8950,8951],{"class":210,"line":1095},[208,8952,1042],{},[208,8954,8955],{"class":210,"line":1481},[208,8956,8957],{}," \u002F\u002F Fill remaining slots\n",[208,8959,8960],{"class":210,"line":1501},[208,8961,8906],{},[208,8963,8964],{"class":210,"line":1521},[208,8965,8911],{},[208,8967,8968],{"class":210,"line":1541},[208,8969,8970],{}," if (!diverse.includes(article)) {\n",[208,8972,8973],{"class":210,"line":1561},[208,8974,8930],{},[208,8976,8977],{"class":210,"line":1581},[208,8978,292],{},[208,8980,8981],{"class":210,"line":1601},[208,8982,298],{},[208,8984,8985],{"class":210,"line":1621},[208,8986,1042],{},[208,8988,8989],{"class":210,"line":1641},[208,8990,8991],{}," return diverse;\n",[208,8993,8994],{"class":210,"line":1661},[208,8995,304],{},[94,8997,8999],{"id":8998},"_2-time-decay","2. Time Decay",[12,9001,9002],{},"Give more weight to recent interactions:",[198,9004,9006],{"className":1013,"code":9005,"language":1015,"meta":203,"style":203},"function applyTimeDecay(score, timestamp, decayRate = 0.1) {\n const daysSince = (Date.now() - timestamp) \u002F (1000 * 60 * 60 * 24);\n return score * Math.exp(-decayRate * daysSince);\n}\n",[205,9007,9008,9013,9018,9023],{"__ignoreMap":203},[208,9009,9010],{"class":210,"line":211},[208,9011,9012],{},"function applyTimeDecay(score, timestamp, decayRate = 0.1) {\n",[208,9014,9015],{"class":210,"line":218},[208,9016,9017],{}," const daysSince = (Date.now() - timestamp) \u002F (1000 * 60 * 60 * 24);\n",[208,9019,9020],{"class":210,"line":228},[208,9021,9022],{}," return score * Math.exp(-decayRate * daysSince);\n",[208,9024,9025],{"class":210,"line":236},[208,9026,304],{},[94,9028,9030],{"id":9029},"_3-cold-start-problem","3. Cold Start Problem",[12,9032,9033],{},"Handle new users with no history:",[198,9035,9037],{"className":1013,"code":9036,"language":1015,"meta":203,"style":203},"function handleColdStart(userId, articles) {\n \u002F\u002F Show popular articles from diverse categories\n const categories = ['technology', 'business', 'sports', 'entertainment'];\n const recommendations = [];\n \n categories.forEach(category => {\n const categoryArticles = articles\n .filter(a => a.category === category)\n .slice(0, 3);\n recommendations.push(...categoryArticles);\n });\n \n return recommendations;\n}\n",[205,9038,9039,9044,9049,9054,9059,9063,9068,9073,9078,9083,9088,9092,9096,9101],{"__ignoreMap":203},[208,9040,9041],{"class":210,"line":211},[208,9042,9043],{},"function handleColdStart(userId, articles) {\n",[208,9045,9046],{"class":210,"line":218},[208,9047,9048],{}," \u002F\u002F Show popular articles from diverse categories\n",[208,9050,9051],{"class":210,"line":228},[208,9052,9053],{}," const categories = ['technology', 'business', 'sports', 'entertainment'];\n",[208,9055,9056],{"class":210,"line":236},[208,9057,9058],{}," const recommendations = [];\n",[208,9060,9061],{"class":210,"line":252},[208,9062,1042],{},[208,9064,9065],{"class":210,"line":261},[208,9066,9067],{}," categories.forEach(category => {\n",[208,9069,9070],{"class":210,"line":269},[208,9071,9072],{}," const categoryArticles = articles\n",[208,9074,9075],{"class":210,"line":277},[208,9076,9077],{}," .filter(a => a.category === category)\n",[208,9079,9080],{"class":210,"line":283},[208,9081,9082],{}," .slice(0, 3);\n",[208,9084,9085],{"class":210,"line":289},[208,9086,9087],{}," recommendations.push(...categoryArticles);\n",[208,9089,9090],{"class":210,"line":295},[208,9091,2250],{},[208,9093,9094],{"class":210,"line":301},[208,9095,1042],{},[208,9097,9098],{"class":210,"line":1078},[208,9099,9100],{}," return recommendations;\n",[208,9102,9103],{"class":210,"line":1084},[208,9104,304],{},[21,9106,3421],{"id":3420},[693,9108,9109,9115,9121,9127,9133,9139,9145,9151],{},[35,9110,9111,9114],{},[16,9112,9113],{},"Start simple"," - Begin with content-based filtering",[35,9116,9117,9120],{},[16,9118,9119],{},"Track everything"," - More data = better recommendations",[35,9122,9123,9126],{},[16,9124,9125],{},"Ensure diversity"," - Avoid filter bubbles",[35,9128,9129,9132],{},[16,9130,9131],{},"Handle cold start"," - Have fallbacks for new users",[35,9134,9135,9138],{},[16,9136,9137],{},"A\u002FB test"," - Measure impact on engagement",[35,9140,9141,9144],{},[16,9142,9143],{},"Respect privacy"," - Be transparent about data usage",[35,9146,9147,9150],{},[16,9148,9149],{},"Allow feedback"," - Let users refine recommendations",[35,9152,9153,9156],{},[16,9154,9155],{},"Monitor performance"," - Track recommendation quality",[21,9158,779],{"id":778},[12,9160,9161],{},"Personalized news feeds significantly improve user engagement and satisfaction. Start with simple content-based filtering and progressively add collaborative filtering and hybrid approaches as you gather more data.",[12,9163,9164,9165,3632],{},"Ready to build personalized experiences? ",[182,9166,9167],{"href":184},"Get started with AllNewsAPI",[21,9169,719],{"id":718},[32,9171,9172,9179,9183],{},[35,9173,9174],{},[182,9175,9178],{"href":9176,"rel":9177},"https:\u002F\u002Fwww.springer.com\u002Fgp\u002Fbook\u002F9780387858203",[732],"Recommendation Systems Handbook",[35,9180,9181],{},[182,9182,3641],{"href":741},[35,9184,9185],{},[182,9186,9189],{"href":9187,"rel":9188},"https:\u002F\u002Fdevelopers.google.com\u002Fmachine-learning\u002Frecommendation",[732],"Collaborative Filtering Tutorial",[825,9191,9192],{},"html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":203,"searchDepth":218,"depth":218,"links":9194},[9195,9196,9201,9205,9210,9211,9212],{"id":6712,"depth":218,"text":6713},{"id":6736,"depth":218,"text":6737,"children":9197},[9198,9199,9200],{"id":6740,"depth":228,"text":6741},{"id":7357,"depth":228,"text":7358},{"id":7938,"depth":228,"text":7939},{"id":8197,"depth":218,"text":8198,"children":9202},[9203,9204],{"id":8201,"depth":228,"text":8202},{"id":8470,"depth":228,"text":8471},{"id":8864,"depth":218,"text":8865,"children":9206},[9207,9208,9209],{"id":8868,"depth":228,"text":8869},{"id":8998,"depth":228,"text":8999},{"id":9029,"depth":228,"text":9030},{"id":3420,"depth":218,"text":3421},{"id":778,"depth":218,"text":779},{"id":718,"depth":218,"text":719},"2024-11-18","Learn how to create personalized news recommendations using collaborative filtering and content-based algorithms","\u002Fblog\u002Fbuilding-personalized-news-feeds-with-machine-learning.webp",{},"\u002Fblog\u002Fpersonalized-news-feeds",{"title":6704,"description":9214},{"loc":9217},"blog\u002Fpersonalized-news-feeds","machine-learning","UDqij_fvbWXynJM3YQ9Z33q5PbG-TgdOTpC0tvbQpw4",{"id":9224,"title":9225,"author":7,"body":9226,"date":9939,"description":9940,"draft":862,"extension":863,"image":9941,"meta":9942,"navigation":866,"path":9943,"seo":9944,"sitemap":9945,"stem":9946,"tags":4035,"__hash__":9947},"blog\u002Fblog\u002Fnews-api-vs-web-scraping.md","News APIs vs Web Scraping",{"type":9,"value":9227,"toc":9912},[9228,9231,9235,9238,9242,9315,9319,9322,9326,9346,9350,9354,9359,9370,9375,9386,9390,9394,9408,9412,9426,9430,9434,9454,9458,9477,9481,9485,9499,9503,9517,9521,9525,9539,9543,9557,9561,9565,9579,9583,9597,9601,9605,9616,9620,9634,9638,9642,9670,9674,9697,9701,9704,9721,9725,9728,9748,9752,9755,9759,9765,9769,9775,9780,9789,9793,9796,9859,9861,9864,9887,9893,9897,9910],[12,9229,9230],{},"When building a news aggregation application, developers face a crucial decision: should you use a news API or build a web scraper? Let's explore both approaches to help you make an informed choice.",[21,9232,9234],{"id":9233},"what-is-web-scraping","What is Web Scraping?",[12,9236,9237],{},"Web scraping involves writing code that visits news websites, parses their HTML, and extracts article data. It's like teaching a robot to read websites the way humans do.",[94,9239,9241],{"id":9240},"example-web-scraper","Example Web Scraper",[198,9243,9247],{"className":9244,"code":9245,"language":9246,"meta":203,"style":203},"language-python shiki shiki-themes github-light github-dark","import requests\nfrom bs4 import BeautifulSoup\n\ndef scrape_news(url):\n response = requests.get(url)\n soup = BeautifulSoup(response.content, 'html.parser')\n \n articles = []\n for article in soup.find_all('article'):\n title = article.find('h2').text\n link = article.find('a')['href']\n articles.append({'title': title, 'link': link})\n \n return articles\n","python",[205,9248,9249,9254,9259,9263,9268,9273,9278,9282,9287,9292,9297,9302,9307,9311],{"__ignoreMap":203},[208,9250,9251],{"class":210,"line":211},[208,9252,9253],{},"import requests\n",[208,9255,9256],{"class":210,"line":218},[208,9257,9258],{},"from bs4 import BeautifulSoup\n",[208,9260,9261],{"class":210,"line":228},[208,9262,1092],{"emptyLinePlaceholder":866},[208,9264,9265],{"class":210,"line":236},[208,9266,9267],{},"def scrape_news(url):\n",[208,9269,9270],{"class":210,"line":252},[208,9271,9272],{}," response = requests.get(url)\n",[208,9274,9275],{"class":210,"line":261},[208,9276,9277],{}," soup = BeautifulSoup(response.content, 'html.parser')\n",[208,9279,9280],{"class":210,"line":269},[208,9281,3543],{},[208,9283,9284],{"class":210,"line":277},[208,9285,9286],{}," articles = []\n",[208,9288,9289],{"class":210,"line":283},[208,9290,9291],{}," for article in soup.find_all('article'):\n",[208,9293,9294],{"class":210,"line":289},[208,9295,9296],{}," title = article.find('h2').text\n",[208,9298,9299],{"class":210,"line":295},[208,9300,9301],{}," link = article.find('a')['href']\n",[208,9303,9304],{"class":210,"line":301},[208,9305,9306],{}," articles.append({'title': title, 'link': link})\n",[208,9308,9309],{"class":210,"line":1078},[208,9310,3543],{},[208,9312,9313],{"class":210,"line":1084},[208,9314,7843],{},[21,9316,9318],{"id":9317},"what-is-a-news-api","What is a News API?",[12,9320,9321],{},"A news API provides structured access to news data through standardized endpoints. Instead of parsing HTML, you make HTTP requests and receive clean JSON responses.",[94,9323,9325],{"id":9324},"example-api-call","Example API Call",[198,9327,9329],{"className":1013,"code":9328,"language":1015,"meta":203,"style":203},"const response = await fetch('https:\u002F\u002Fapi.allnewsapi.com\u002Fv1\u002Fheadlines?apikey=YOUR_KEY');\nconst data = await response.json();\n\u002F\u002F Clean, structured data ready to use\n",[205,9330,9331,9336,9341],{"__ignoreMap":203},[208,9332,9333],{"class":210,"line":211},[208,9334,9335],{},"const response = await fetch('https:\u002F\u002Fapi.allnewsapi.com\u002Fv1\u002Fheadlines?apikey=YOUR_KEY');\n",[208,9337,9338],{"class":210,"line":218},[208,9339,9340],{},"const data = await response.json();\n",[208,9342,9343],{"class":210,"line":228},[208,9344,9345],{},"\u002F\u002F Clean, structured data ready to use\n",[21,9347,9349],{"id":9348},"comparison-web-scraping-vs-news-apis","Comparison: Web Scraping vs News APIs",[94,9351,9353],{"id":9352},"_1-reliability","1. Reliability",[12,9355,9356],{},[16,9357,9358],{},"Web Scraping:",[32,9360,9361,9364,9367],{},[35,9362,9363],{},"❌ Breaks when websites change their HTML structure",[35,9365,9366],{},"❌ Requires constant maintenance",[35,9368,9369],{},"❌ No guarantees of uptime or data availability",[12,9371,9372],{},[16,9373,9374],{},"News APIs:",[32,9376,9377,9380,9383],{},[35,9378,9379],{},"✅ Stable, versioned endpoints",[35,9381,9382],{},"✅ Maintained by the provider",[35,9384,9385],{},"✅ SLA guarantees for uptime",[94,9387,9389],{"id":9388},"_2-legal-and-ethical-considerations","2. Legal and Ethical Considerations",[12,9391,9392],{},[16,9393,9358],{},[32,9395,9396,9399,9402,9405],{},[35,9397,9398],{},"⚠️ May violate terms of service",[35,9400,9401],{},"⚠️ Can lead to IP bans",[35,9403,9404],{},"⚠️ Legal gray area in many jurisdictions",[35,9406,9407],{},"⚠️ Ethical concerns about server load",[12,9409,9410],{},[16,9411,9374],{},[32,9413,9414,9417,9420,9423],{},[35,9415,9416],{},"✅ Explicit permission to access data",[35,9418,9419],{},"✅ Clear terms of service",[35,9421,9422],{},"✅ Legal and ethical",[35,9424,9425],{},"✅ Supports content creators",[94,9427,9429],{"id":9428},"_3-development-time","3. Development Time",[12,9431,9432],{},[16,9433,9358],{},[32,9435,9436,9439,9442,9445,9448],{},[35,9437,9438],{},"❌ Write scrapers for each news source",[35,9440,9441],{},"❌ Handle different HTML structures",[35,9443,9444],{},"❌ Implement error handling for each site",[35,9446,9447],{},"❌ Build and maintain parsing logic",[35,9449,9450,9453],{},[16,9451,9452],{},"Estimated time:"," Weeks to months",[12,9455,9456],{},[16,9457,9374],{},[32,9459,9460,9463,9466,9469,9472],{},[35,9461,9462],{},"✅ Single integration point",[35,9464,9465],{},"✅ Consistent data format",[35,9467,9468],{},"✅ Built-in error handling",[35,9470,9471],{},"✅ Ready-to-use SDKs",[35,9473,9474,9476],{},[16,9475,9452],{}," Hours to days",[94,9478,9480],{"id":9479},"_4-data-quality","4. Data Quality",[12,9482,9483],{},[16,9484,9358],{},[32,9486,9487,9490,9493,9496],{},[35,9488,9489],{},"⚠️ Inconsistent data formats",[35,9491,9492],{},"⚠️ Missing metadata",[35,9494,9495],{},"⚠️ Requires extensive cleaning",[35,9497,9498],{},"⚠️ No standardization across sources",[12,9500,9501],{},[16,9502,9374],{},[32,9504,9505,9508,9511,9514],{},[35,9506,9507],{},"✅ Standardized data format",[35,9509,9510],{},"✅ Rich metadata (author, date, category)",[35,9512,9513],{},"✅ Clean, validated data",[35,9515,9516],{},"✅ Consistent across all sources",[94,9518,9520],{"id":9519},"_5-performance","5. Performance",[12,9522,9523],{},[16,9524,9358],{},[32,9526,9527,9530,9533,9536],{},[35,9528,9529],{},"❌ Slow (must download and parse HTML)",[35,9531,9532],{},"❌ High bandwidth usage",[35,9534,9535],{},"❌ Resource-intensive",[35,9537,9538],{},"❌ Difficult to scale",[12,9540,9541],{},[16,9542,9374],{},[32,9544,9545,9548,9551,9554],{},[35,9546,9547],{},"✅ Fast JSON responses",[35,9549,9550],{},"✅ Efficient data transfer",[35,9552,9553],{},"✅ Optimized for performance",[35,9555,9556],{},"✅ Easy to scale",[94,9558,9560],{"id":9559},"_6-maintenance","6. Maintenance",[12,9562,9563],{},[16,9564,9358],{},[32,9566,9567,9570,9573,9576],{},[35,9568,9569],{},"❌ Constant monitoring required",[35,9571,9572],{},"❌ Frequent updates needed",[35,9574,9575],{},"❌ Breaks without warning",[35,9577,9578],{},"❌ High ongoing costs",[12,9580,9581],{},[16,9582,9374],{},[32,9584,9585,9588,9591,9594],{},[35,9586,9587],{},"✅ Provider handles maintenance",[35,9589,9590],{},"✅ Backward compatibility",[35,9592,9593],{},"✅ Advance notice of changes",[35,9595,9596],{},"✅ Low maintenance overhead",[94,9598,9600],{"id":9599},"_7-coverage","7. Coverage",[12,9602,9603],{},[16,9604,9358],{},[32,9606,9607,9610,9613],{},[35,9608,9609],{},"⚠️ Limited to sites you scrape",[35,9611,9612],{},"⚠️ Time-consuming to add sources",[35,9614,9615],{},"⚠️ Difficult to maintain many sources",[12,9617,9618],{},[16,9619,9374],{},[32,9621,9622,9625,9628,9631],{},[35,9623,9624],{},"✅ Access to hundreds of sources",[35,9626,9627],{},"✅ Multiple countries and languages",[35,9629,9630],{},"✅ Instant access to new sources",[35,9632,9633],{},"✅ Comprehensive coverage",[94,9635,9637],{"id":9636},"_8-cost","8. Cost",[12,9639,9640],{},[16,9641,9358],{},[32,9643,9644,9647,9664],{},[35,9645,9646],{},"Initial cost: Low (just development time)",[35,9648,9649,9650],{},"Ongoing costs:\n",[32,9651,9652,9655,9658,9661],{},[35,9653,9654],{},"Developer time for maintenance",[35,9656,9657],{},"Server costs for running scrapers",[35,9659,9660],{},"Proxy services to avoid bans",[35,9662,9663],{},"Legal risks",[35,9665,9666,9669],{},[16,9667,9668],{},"Total:"," Often higher than expected",[12,9671,9672],{},[16,9673,9374],{},[32,9675,9676,9679,9692],{},[35,9677,9678],{},"Initial cost: Low (quick integration)",[35,9680,9649,9681],{},[32,9682,9683,9686,9689],{},[35,9684,9685],{},"Subscription fee (predictable)",[35,9687,9688],{},"Minimal maintenance",[35,9690,9691],{},"No infrastructure needed",[35,9693,9694,9696],{},[16,9695,9668],{}," Predictable and often lower",[21,9698,9700],{"id":9699},"when-to-use-web-scraping","When to Use Web Scraping",[12,9702,9703],{},"Web scraping might be appropriate when:",[693,9705,9706,9709,9712,9715,9718],{},[35,9707,9708],{},"You need data from a single, specific source",[35,9710,9711],{},"No API is available for that source",[35,9713,9714],{},"You have explicit permission from the website",[35,9716,9717],{},"You have resources for ongoing maintenance",[35,9719,9720],{},"You're doing academic research with proper authorization",[21,9722,9724],{"id":9723},"when-to-use-a-news-api","When to Use a News API",[12,9726,9727],{},"A news API is the better choice when:",[693,9729,9730,9733,9736,9739,9742,9745],{},[35,9731,9732],{},"You need data from multiple sources ✅",[35,9734,9735],{},"You want reliable, maintained access ✅",[35,9737,9738],{},"You need to launch quickly ✅",[35,9740,9741],{},"You want to focus on your app, not data collection ✅",[35,9743,9744],{},"You need legal, ethical data access ✅",[35,9746,9747],{},"You want predictable costs ✅",[21,9749,9751],{"id":9750},"real-world-example-cost-comparison","Real-World Example: Cost Comparison",[12,9753,9754],{},"Let's compare building a news aggregator for 10 sources:",[94,9756,9758],{"id":9757},"web-scraping-approach","Web Scraping Approach",[198,9760,9763],{"className":9761,"code":9762,"language":381},[379],"Development: 2 weeks × $100\u002Fhour = $8,000\nMonthly maintenance: 20 hours × $100\u002Fhour = $2,000\nServer costs: $200\u002Fmonth\nProxy service: $100\u002Fmonth\nTotal first year: $8,000 + ($2,300 × 12) = $35,600\n",[205,9764,9762],{"__ignoreMap":203},[94,9766,9768],{"id":9767},"api-approach","API Approach",[198,9770,9773],{"className":9771,"code":9772,"language":381},[379],"Development: 2 days × $100\u002Fhour × 8 hours = $1,600\nAllNewsAPI subscription: Starting from $9\u002Fmonth\nMonthly maintenance: 2 hours × $100\u002Fhour = $200\nTotal first year: $1,600 + (subscription × 12) + ($200 × 12) = significantly lower\n",[205,9774,9772],{"__ignoreMap":203},[12,9776,9777],{},[16,9778,9779],{},"Savings with API: Tens of thousands in the first year",[12,9781,9782],{},[813,9783,9784,9785,9788],{},"Note: Check ",[182,9786,9787],{"href":686},"current pricing"," for the plan that fits your needs.",[21,9790,9792],{"id":9791},"making-the-switch","Making the Switch",[12,9794,9795],{},"If you're currently using web scraping, migrating to AllNewsAPI is straightforward:",[198,9797,9799],{"className":1013,"code":9798,"language":1015,"meta":203,"style":203},"\u002F\u002F Old scraping approach\nconst articles = await scrapeMultipleSites([\n 'site1.com',\n 'site2.com',\n 'site3.com'\n]);\n\n\u002F\u002F New API approach\nconst response = await fetch(\n 'https:\u002F\u002Fapi.allnewsapi.com\u002Fv1\u002Fheadlines?apikey=YOUR_KEY&country=us'\n);\nconst { articles } = await response.json();\n",[205,9800,9801,9806,9811,9816,9821,9826,9831,9835,9840,9845,9850,9854],{"__ignoreMap":203},[208,9802,9803],{"class":210,"line":211},[208,9804,9805],{},"\u002F\u002F Old scraping approach\n",[208,9807,9808],{"class":210,"line":218},[208,9809,9810],{},"const articles = await scrapeMultipleSites([\n",[208,9812,9813],{"class":210,"line":228},[208,9814,9815],{}," 'site1.com',\n",[208,9817,9818],{"class":210,"line":236},[208,9819,9820],{}," 'site2.com',\n",[208,9822,9823],{"class":210,"line":252},[208,9824,9825],{}," 'site3.com'\n",[208,9827,9828],{"class":210,"line":261},[208,9829,9830],{},"]);\n",[208,9832,9833],{"class":210,"line":269},[208,9834,1092],{"emptyLinePlaceholder":866},[208,9836,9837],{"class":210,"line":277},[208,9838,9839],{},"\u002F\u002F New API approach\n",[208,9841,9842],{"class":210,"line":283},[208,9843,9844],{},"const response = await fetch(\n",[208,9846,9847],{"class":210,"line":289},[208,9848,9849],{}," 'https:\u002F\u002Fapi.allnewsapi.com\u002Fv1\u002Fheadlines?apikey=YOUR_KEY&country=us'\n",[208,9851,9852],{"class":210,"line":295},[208,9853,2377],{},[208,9855,9856],{"class":210,"line":301},[208,9857,9858],{},"const { articles } = await response.json();\n",[21,9860,779],{"id":778},[12,9862,9863],{},"While web scraping might seem appealing initially, news APIs provide a more reliable, legal, and cost-effective solution for most use cases. AllNewsAPI offers:",[32,9865,9866,9869,9872,9875,9878,9881,9884],{},[35,9867,9868],{},"Access to 244 countries",[35,9870,9871],{},"22 languages supported",[35,9873,9874],{},"10 years of historical data",[35,9876,9877],{},"Reliable, maintained infrastructure",[35,9879,9880],{},"Legal, ethical data access",[35,9882,9883],{},"Predictable costs",[35,9885,9886],{},"Fast integration",[12,9888,9889,9890,9892],{},"Ready to make the switch? ",[182,9891,794],{"href":184}," and get started in minutes.",[21,9894,9896],{"id":9895},"further-reading","Further Reading",[32,9898,9899,9905],{},[35,9900,9901],{},[182,9902,9904],{"href":9903},"\u002Fblog\u002Fgetting-started-with-allnewsapi","Getting Started with AllNewsAPI",[35,9906,9907],{},[182,9908,9909],{"href":686},"View our pricing plans",[825,9911,9192],{},{"title":203,"searchDepth":218,"depth":218,"links":9913},[9914,9917,9920,9930,9931,9932,9936,9937,9938],{"id":9233,"depth":218,"text":9234,"children":9915},[9916],{"id":9240,"depth":228,"text":9241},{"id":9317,"depth":218,"text":9318,"children":9918},[9919],{"id":9324,"depth":228,"text":9325},{"id":9348,"depth":218,"text":9349,"children":9921},[9922,9923,9924,9925,9926,9927,9928,9929],{"id":9352,"depth":228,"text":9353},{"id":9388,"depth":228,"text":9389},{"id":9428,"depth":228,"text":9429},{"id":9479,"depth":228,"text":9480},{"id":9519,"depth":228,"text":9520},{"id":9559,"depth":228,"text":9560},{"id":9599,"depth":228,"text":9600},{"id":9636,"depth":228,"text":9637},{"id":9699,"depth":218,"text":9700},{"id":9723,"depth":218,"text":9724},{"id":9750,"depth":218,"text":9751,"children":9933},[9934,9935],{"id":9757,"depth":228,"text":9758},{"id":9767,"depth":228,"text":9768},{"id":9791,"depth":218,"text":9792},{"id":778,"depth":218,"text":779},{"id":9895,"depth":218,"text":9896},"2024-10-20","Explore the pros and cons of using news APIs versus web scraping for your news aggregation project","\u002Fblog\u002Fnews-apis-vs-web-scraping.webp",{},"\u002Fblog\u002Fnews-api-vs-web-scraping",{"title":9225,"description":9940},{"loc":9943},"blog\u002Fnews-api-vs-web-scraping","3HNNBXJKu6AJlpqW00Jxruy9ZxcASqKbyPxnsTwTWmA",{"id":9949,"title":9950,"author":7,"body":9951,"date":13718,"description":13719,"draft":862,"extension":863,"image":13720,"meta":13721,"navigation":866,"path":13722,"seo":13723,"sitemap":13724,"stem":13725,"tags":13726,"__hash__":13727},"blog\u002Fblog\u002Fnews-sentiment-analysis.md","Using Built-in Sentiment Analysis with AllNewsAPI",{"type":9,"value":9952,"toc":13697},[9953,9956,9960,9963,9977,9981,9984,9998,10080,10083,10087,10090,10195,10199,10202,10282,10286,10289,10365,10369,10372,10711,10715,10718,12694,12698,12701,13038,13042,13046,13049,13156,13159,13163,13166,13363,13367,13370,13558,13560,13604,13608,13611,13636,13639,13664,13666,13669,13674,13676,13694],[12,9954,9955],{},"Great news! AllNewsAPI includes built-in AI-powered sentiment analysis for every article. This tutorial shows you how to leverage this feature to build sentiment-aware news applications without any additional machine learning setup.",[21,9957,9959],{"id":9958},"what-is-sentiment-analysis","What is Sentiment Analysis?",[12,9961,9962],{},"Sentiment analysis (also called opinion mining) uses machine learning to determine whether text expresses positive, negative, or neutral sentiment. For news applications, this helps users:",[32,9964,9965,9968,9971,9974],{},[35,9966,9967],{},"Quickly gauge article tone",[35,9969,9970],{},"Filter news by sentiment",[35,9972,9973],{},"Track sentiment trends over time",[35,9975,9976],{},"Identify controversial topics",[21,9978,9980],{"id":9979},"allnewsapis-built-in-sentiment-feature","AllNewsAPI's Built-in Sentiment Feature",[12,9982,9983],{},"Every article returned by AllNewsAPI includes two sentiment fields:",[693,9985,9986,9992],{},[35,9987,9988,9991],{},[16,9989,9990],{},"sentiment",": A simple classification (positive, negative, or neutral)",[35,9993,9994,9997],{},[16,9995,9996],{},"sentimentScores",": Detailed confidence scores for each sentiment category",[198,9999,10001],{"className":200,"code":10000,"language":202,"meta":203,"style":203},"{\n \"title\": \"Tech Company Announces Breakthrough Innovation\",\n \"sentiment\": \"positive\",\n \"sentimentScores\": {\n \"positive\": 0.85,\n \"neutral\": 0.12,\n \"negative\": 0.03\n }\n}\n",[205,10002,10003,10007,10019,10031,10038,10050,10062,10072,10076],{"__ignoreMap":203},[208,10004,10005],{"class":210,"line":211},[208,10006,215],{"class":214},[208,10008,10009,10012,10014,10017],{"class":210,"line":218},[208,10010,10011],{"class":221}," \"title\"",[208,10013,242],{"class":214},[208,10015,10016],{"class":245},"\"Tech Company Announces Breakthrough Innovation\"",[208,10018,249],{"class":214},[208,10020,10021,10024,10026,10029],{"class":210,"line":228},[208,10022,10023],{"class":221}," \"sentiment\"",[208,10025,242],{"class":214},[208,10027,10028],{"class":245},"\"positive\"",[208,10030,249],{"class":214},[208,10032,10033,10036],{"class":210,"line":236},[208,10034,10035],{"class":221}," \"sentimentScores\"",[208,10037,225],{"class":214},[208,10039,10040,10043,10045,10048],{"class":210,"line":252},[208,10041,10042],{"class":221}," \"positive\"",[208,10044,242],{"class":214},[208,10046,10047],{"class":221},"0.85",[208,10049,249],{"class":214},[208,10051,10052,10055,10057,10060],{"class":210,"line":261},[208,10053,10054],{"class":221}," \"neutral\"",[208,10056,242],{"class":214},[208,10058,10059],{"class":221},"0.12",[208,10061,249],{"class":214},[208,10063,10064,10067,10069],{"class":210,"line":269},[208,10065,10066],{"class":221}," \"negative\"",[208,10068,242],{"class":214},[208,10070,10071],{"class":221},"0.03\n",[208,10073,10074],{"class":210,"line":277},[208,10075,298],{"class":214},[208,10077,10078],{"class":210,"line":283},[208,10079,304],{"class":214},[12,10081,10082],{},"This means you can start building sentiment-aware features immediately without any ML setup!",[21,10084,10086],{"id":10085},"step-1-fetching-news-with-sentiment-data","Step 1: Fetching News with Sentiment Data",[12,10088,10089],{},"Simply fetch news from AllNewsAPI - sentiment data is included automatically:",[198,10091,10093],{"className":1013,"code":10092,"language":1015,"meta":203,"style":203},"const API_KEY = 'your_api_key_here';\n\nasync function fetchNewsWithSentiment(country = 'us') {\n const response = await fetch(\n `https:\u002F\u002Fapi.allnewsapi.com\u002Fheadlines?apikey=${API_KEY}&country=${country}`\n );\n \n const data = await response.json();\n \n \u002F\u002F Each article already includes sentiment and sentimentScores!\n return data.articles;\n}\n\n\u002F\u002F Usage\nconst articles = await fetchNewsWithSentiment('us');\n\narticles.forEach(article => {\n console.log(`Title: ${article.title}`);\n console.log(`Sentiment: ${article.sentiment}`);\n console.log(`Scores:`, article.sentimentScores);\n console.log('---');\n});\n",[205,10094,10095,10100,10104,10109,10113,10118,10122,10126,10131,10135,10140,10145,10149,10153,10157,10162,10166,10171,10176,10181,10186,10191],{"__ignoreMap":203},[208,10096,10097],{"class":210,"line":211},[208,10098,10099],{},"const API_KEY = 'your_api_key_here';\n",[208,10101,10102],{"class":210,"line":218},[208,10103,1092],{"emptyLinePlaceholder":866},[208,10105,10106],{"class":210,"line":228},[208,10107,10108],{},"async function fetchNewsWithSentiment(country = 'us') {\n",[208,10110,10111],{"class":210,"line":236},[208,10112,1120],{},[208,10114,10115],{"class":210,"line":252},[208,10116,10117],{}," `https:\u002F\u002Fapi.allnewsapi.com\u002Fheadlines?apikey=${API_KEY}&country=${country}`\n",[208,10119,10120],{"class":210,"line":261},[208,10121,1130],{},[208,10123,10124],{"class":210,"line":269},[208,10125,1042],{},[208,10127,10128],{"class":210,"line":277},[208,10129,10130],{}," const data = await response.json();\n",[208,10132,10133],{"class":210,"line":283},[208,10134,1042],{},[208,10136,10137],{"class":210,"line":289},[208,10138,10139],{}," \u002F\u002F Each article already includes sentiment and sentimentScores!\n",[208,10141,10142],{"class":210,"line":295},[208,10143,10144],{}," return data.articles;\n",[208,10146,10147],{"class":210,"line":301},[208,10148,304],{},[208,10150,10151],{"class":210,"line":1078},[208,10152,1092],{"emptyLinePlaceholder":866},[208,10154,10155],{"class":210,"line":1084},[208,10156,2912],{},[208,10158,10159],{"class":210,"line":1089},[208,10160,10161],{},"const articles = await fetchNewsWithSentiment('us');\n",[208,10163,10164],{"class":210,"line":1095},[208,10165,1092],{"emptyLinePlaceholder":866},[208,10167,10168],{"class":210,"line":1481},[208,10169,10170],{},"articles.forEach(article => {\n",[208,10172,10173],{"class":210,"line":1501},[208,10174,10175],{}," console.log(`Title: ${article.title}`);\n",[208,10177,10178],{"class":210,"line":1521},[208,10179,10180],{}," console.log(`Sentiment: ${article.sentiment}`);\n",[208,10182,10183],{"class":210,"line":1541},[208,10184,10185],{}," console.log(`Scores:`, article.sentimentScores);\n",[208,10187,10188],{"class":210,"line":1561},[208,10189,10190],{}," console.log('---');\n",[208,10192,10193],{"class":210,"line":1581},[208,10194,3868],{},[21,10196,10198],{"id":10197},"step-2-filtering-by-sentiment","Step 2: Filtering by Sentiment",[12,10200,10201],{},"Filter articles based on their sentiment classification:",[198,10203,10205],{"className":1013,"code":10204,"language":1015,"meta":203,"style":203},"function filterBySentiment(articles, sentimentType) {\n return articles.filter(article => article.sentiment === sentimentType);\n}\n\n\u002F\u002F Get only positive news\nconst positiveNews = filterBySentiment(articles, 'positive');\n\n\u002F\u002F Get only negative news\nconst negativeNews = filterBySentiment(articles, 'negative');\n\n\u002F\u002F Get neutral news\nconst neutralNews = filterBySentiment(articles, 'neutral');\n\nconsole.log(`Positive articles: ${positiveNews.length}`);\nconsole.log(`Negative articles: ${negativeNews.length}`);\nconsole.log(`Neutral articles: ${neutralNews.length}`);\n",[205,10206,10207,10212,10217,10221,10225,10230,10235,10239,10244,10249,10253,10258,10263,10267,10272,10277],{"__ignoreMap":203},[208,10208,10209],{"class":210,"line":211},[208,10210,10211],{},"function filterBySentiment(articles, sentimentType) {\n",[208,10213,10214],{"class":210,"line":218},[208,10215,10216],{}," return articles.filter(article => article.sentiment === sentimentType);\n",[208,10218,10219],{"class":210,"line":228},[208,10220,304],{},[208,10222,10223],{"class":210,"line":236},[208,10224,1092],{"emptyLinePlaceholder":866},[208,10226,10227],{"class":210,"line":252},[208,10228,10229],{},"\u002F\u002F Get only positive news\n",[208,10231,10232],{"class":210,"line":261},[208,10233,10234],{},"const positiveNews = filterBySentiment(articles, 'positive');\n",[208,10236,10237],{"class":210,"line":269},[208,10238,1092],{"emptyLinePlaceholder":866},[208,10240,10241],{"class":210,"line":277},[208,10242,10243],{},"\u002F\u002F Get only negative news\n",[208,10245,10246],{"class":210,"line":283},[208,10247,10248],{},"const negativeNews = filterBySentiment(articles, 'negative');\n",[208,10250,10251],{"class":210,"line":289},[208,10252,1092],{"emptyLinePlaceholder":866},[208,10254,10255],{"class":210,"line":295},[208,10256,10257],{},"\u002F\u002F Get neutral news\n",[208,10259,10260],{"class":210,"line":301},[208,10261,10262],{},"const neutralNews = filterBySentiment(articles, 'neutral');\n",[208,10264,10265],{"class":210,"line":1078},[208,10266,1092],{"emptyLinePlaceholder":866},[208,10268,10269],{"class":210,"line":1084},[208,10270,10271],{},"console.log(`Positive articles: ${positiveNews.length}`);\n",[208,10273,10274],{"class":210,"line":1089},[208,10275,10276],{},"console.log(`Negative articles: ${negativeNews.length}`);\n",[208,10278,10279],{"class":210,"line":1095},[208,10280,10281],{},"console.log(`Neutral articles: ${neutralNews.length}`);\n",[21,10283,10285],{"id":10284},"step-3-sorting-by-sentiment-confidence","Step 3: Sorting by Sentiment Confidence",[12,10287,10288],{},"Sort articles by how confident the sentiment analysis is:",[198,10290,10292],{"className":1013,"code":10291,"language":1015,"meta":203,"style":203},"function sortBySentimentConfidence(articles, sentimentType) {\n return articles\n .filter(article => article.sentiment === sentimentType)\n .sort((a, b) => {\n const scoreA = a.sentimentScores[sentimentType];\n const scoreB = b.sentimentScores[sentimentType];\n return scoreB - scoreA;\n });\n}\n\n\u002F\u002F Get most confidently positive articles\nconst mostPositive = sortBySentimentConfidence(articles, 'positive');\n\nconsole.log('Most positive article:', mostPositive[0].title);\nconsole.log('Positive score:', mostPositive[0].sentimentScores.positive);\n",[205,10293,10294,10299,10304,10309,10314,10319,10324,10329,10333,10337,10341,10346,10351,10355,10360],{"__ignoreMap":203},[208,10295,10296],{"class":210,"line":211},[208,10297,10298],{},"function sortBySentimentConfidence(articles, sentimentType) {\n",[208,10300,10301],{"class":210,"line":218},[208,10302,10303],{}," return articles\n",[208,10305,10306],{"class":210,"line":228},[208,10307,10308],{}," .filter(article => article.sentiment === sentimentType)\n",[208,10310,10311],{"class":210,"line":236},[208,10312,10313],{}," .sort((a, b) => {\n",[208,10315,10316],{"class":210,"line":252},[208,10317,10318],{}," const scoreA = a.sentimentScores[sentimentType];\n",[208,10320,10321],{"class":210,"line":261},[208,10322,10323],{}," const scoreB = b.sentimentScores[sentimentType];\n",[208,10325,10326],{"class":210,"line":269},[208,10327,10328],{}," return scoreB - scoreA;\n",[208,10330,10331],{"class":210,"line":277},[208,10332,3603],{},[208,10334,10335],{"class":210,"line":283},[208,10336,304],{},[208,10338,10339],{"class":210,"line":289},[208,10340,1092],{"emptyLinePlaceholder":866},[208,10342,10343],{"class":210,"line":295},[208,10344,10345],{},"\u002F\u002F Get most confidently positive articles\n",[208,10347,10348],{"class":210,"line":301},[208,10349,10350],{},"const mostPositive = sortBySentimentConfidence(articles, 'positive');\n",[208,10352,10353],{"class":210,"line":1078},[208,10354,1092],{"emptyLinePlaceholder":866},[208,10356,10357],{"class":210,"line":1084},[208,10358,10359],{},"console.log('Most positive article:', mostPositive[0].title);\n",[208,10361,10362],{"class":210,"line":1089},[208,10363,10364],{},"console.log('Positive score:', mostPositive[0].sentimentScores.positive);\n",[21,10366,10368],{"id":10367},"step-4-building-a-complete-news-sentiment-dashboard","Step 4: Building a Complete News Sentiment Dashboard",[12,10370,10371],{},"Create a full-featured sentiment analysis dashboard using AllNewsAPI's built-in sentiment data:",[198,10373,10375],{"className":1013,"code":10374,"language":1015,"meta":203,"style":203},"\u002F\u002F sentiment-service.js\nclass NewsSentimentService {\n constructor(apiKey) {\n this.apiKey = apiKey;\n this.apiUrl = 'https:\u002F\u002Fapi.allnewsapi.com\u002Fheadlines';\n }\n \n async fetchNews(country = 'us', category = null) {\n let url = `${this.apiUrl}?apikey=${this.apiKey}&country=${country}`;\n if (category) url += `&category=${category}`;\n \n const response = await fetch(url);\n const data = await response.json();\n \n \u002F\u002F Articles already include sentiment and sentimentScores from API\n return data.articles || [];\n }\n \n getSentimentStats(articles) {\n const stats = {\n total: articles.length,\n positive: 0,\n negative: 0,\n neutral: 0,\n averagePositiveScore: 0,\n averageNegativeScore: 0,\n averageNeutralScore: 0\n };\n \n let totalPositive = 0;\n let totalNegative = 0;\n let totalNeutral = 0;\n \n articles.forEach(article => {\n \u002F\u002F Use the built-in sentiment classification\n stats[article.sentiment]++;\n \n \u002F\u002F Accumulate scores for averages\n totalPositive += article.sentimentScores.positive;\n totalNegative += article.sentimentScores.negative;\n totalNeutral += article.sentimentScores.neutral;\n });\n \n \u002F\u002F Calculate average scores\n stats.averagePositiveScore = totalPositive \u002F articles.length;\n stats.averageNegativeScore = totalNegative \u002F articles.length;\n stats.averageNeutralScore = totalNeutral \u002F articles.length;\n \n return stats;\n }\n \n filterBySentiment(articles, sentimentType) {\n return articles.filter(article => article.sentiment === sentimentType);\n }\n \n sortBySentimentScore(articles, sentimentType, order = 'desc') {\n return [...articles].sort((a, b) => {\n const scoreA = a.sentimentScores[sentimentType];\n const scoreB = b.sentimentScores[sentimentType];\n return order === 'desc' ? scoreB - scoreA : scoreA - scoreB;\n });\n }\n \n getHighConfidenceArticles(articles, sentimentType, threshold = 0.7) {\n return articles.filter(article => \n article.sentiment === sentimentType && \n article.sentimentScores[sentimentType] >= threshold\n );\n }\n}\n\nmodule.exports = NewsSentimentService;\n",[205,10376,10377,10382,10387,10392,10397,10402,10406,10410,10415,10420,10425,10429,10434,10439,10443,10448,10453,10457,10461,10466,10471,10476,10481,10486,10491,10496,10501,10506,10510,10514,10519,10524,10529,10533,10538,10543,10548,10552,10557,10562,10567,10572,10576,10580,10585,10590,10595,10600,10604,10609,10613,10617,10622,10627,10631,10635,10640,10645,10649,10653,10658,10662,10666,10670,10675,10680,10685,10690,10694,10698,10702,10706],{"__ignoreMap":203},[208,10378,10379],{"class":210,"line":211},[208,10380,10381],{},"\u002F\u002F sentiment-service.js\n",[208,10383,10384],{"class":210,"line":218},[208,10385,10386],{},"class NewsSentimentService {\n",[208,10388,10389],{"class":210,"line":228},[208,10390,10391],{}," constructor(apiKey) {\n",[208,10393,10394],{"class":210,"line":236},[208,10395,10396],{}," this.apiKey = apiKey;\n",[208,10398,10399],{"class":210,"line":252},[208,10400,10401],{}," this.apiUrl = 'https:\u002F\u002Fapi.allnewsapi.com\u002Fheadlines';\n",[208,10403,10404],{"class":210,"line":261},[208,10405,298],{},[208,10407,10408],{"class":210,"line":269},[208,10409,1042],{},[208,10411,10412],{"class":210,"line":277},[208,10413,10414],{}," async fetchNews(country = 'us', category = null) {\n",[208,10416,10417],{"class":210,"line":283},[208,10418,10419],{}," let url = `${this.apiUrl}?apikey=${this.apiKey}&country=${country}`;\n",[208,10421,10422],{"class":210,"line":289},[208,10423,10424],{}," if (category) url += `&category=${category}`;\n",[208,10426,10427],{"class":210,"line":295},[208,10428,3543],{},[208,10430,10431],{"class":210,"line":301},[208,10432,10433],{}," const response = await fetch(url);\n",[208,10435,10436],{"class":210,"line":1078},[208,10437,10438],{}," const data = await response.json();\n",[208,10440,10441],{"class":210,"line":1084},[208,10442,3543],{},[208,10444,10445],{"class":210,"line":1089},[208,10446,10447],{}," \u002F\u002F Articles already include sentiment and sentimentScores from API\n",[208,10449,10450],{"class":210,"line":1095},[208,10451,10452],{}," return data.articles || [];\n",[208,10454,10455],{"class":210,"line":1481},[208,10456,298],{},[208,10458,10459],{"class":210,"line":1501},[208,10460,1042],{},[208,10462,10463],{"class":210,"line":1521},[208,10464,10465],{}," getSentimentStats(articles) {\n",[208,10467,10468],{"class":210,"line":1541},[208,10469,10470],{}," const stats = {\n",[208,10472,10473],{"class":210,"line":1561},[208,10474,10475],{}," total: articles.length,\n",[208,10477,10478],{"class":210,"line":1581},[208,10479,10480],{}," positive: 0,\n",[208,10482,10483],{"class":210,"line":1601},[208,10484,10485],{}," negative: 0,\n",[208,10487,10488],{"class":210,"line":1621},[208,10489,10490],{}," neutral: 0,\n",[208,10492,10493],{"class":210,"line":1641},[208,10494,10495],{}," averagePositiveScore: 0,\n",[208,10497,10498],{"class":210,"line":1661},[208,10499,10500],{}," averageNegativeScore: 0,\n",[208,10502,10503],{"class":210,"line":1682},[208,10504,10505],{}," averageNeutralScore: 0\n",[208,10507,10508],{"class":210,"line":1688},[208,10509,6811],{},[208,10511,10512],{"class":210,"line":1693},[208,10513,3543],{},[208,10515,10516],{"class":210,"line":1718},[208,10517,10518],{}," let totalPositive = 0;\n",[208,10520,10521],{"class":210,"line":1736},[208,10522,10523],{}," let totalNegative = 0;\n",[208,10525,10526],{"class":210,"line":1745},[208,10527,10528],{}," let totalNeutral = 0;\n",[208,10530,10531],{"class":210,"line":1751},[208,10532,3543],{},[208,10534,10535],{"class":210,"line":1756},[208,10536,10537],{}," articles.forEach(article => {\n",[208,10539,10540],{"class":210,"line":1765},[208,10541,10542],{}," \u002F\u002F Use the built-in sentiment classification\n",[208,10544,10545],{"class":210,"line":1787},[208,10546,10547],{}," stats[article.sentiment]++;\n",[208,10549,10550],{"class":210,"line":1799},[208,10551,7580],{},[208,10553,10554],{"class":210,"line":1810},[208,10555,10556],{}," \u002F\u002F Accumulate scores for averages\n",[208,10558,10559],{"class":210,"line":1833},[208,10560,10561],{}," totalPositive += article.sentimentScores.positive;\n",[208,10563,10564],{"class":210,"line":1839},[208,10565,10566],{}," totalNegative += article.sentimentScores.negative;\n",[208,10568,10569],{"class":210,"line":1858},[208,10570,10571],{}," totalNeutral += article.sentimentScores.neutral;\n",[208,10573,10574],{"class":210,"line":1883},[208,10575,3603],{},[208,10577,10578],{"class":210,"line":1889},[208,10579,3543],{},[208,10581,10582],{"class":210,"line":1899},[208,10583,10584],{}," \u002F\u002F Calculate average scores\n",[208,10586,10587],{"class":210,"line":1905},[208,10588,10589],{}," stats.averagePositiveScore = totalPositive \u002F articles.length;\n",[208,10591,10592],{"class":210,"line":1915},[208,10593,10594],{}," stats.averageNegativeScore = totalNegative \u002F articles.length;\n",[208,10596,10597],{"class":210,"line":1925},[208,10598,10599],{}," stats.averageNeutralScore = totalNeutral \u002F articles.length;\n",[208,10601,10602],{"class":210,"line":1930},[208,10603,3543],{},[208,10605,10606],{"class":210,"line":1935},[208,10607,10608],{}," return stats;\n",[208,10610,10611],{"class":210,"line":1940},[208,10612,298],{},[208,10614,10615],{"class":210,"line":2230},[208,10616,1042],{},[208,10618,10619],{"class":210,"line":2236},[208,10620,10621],{}," filterBySentiment(articles, sentimentType) {\n",[208,10623,10624],{"class":210,"line":2242},[208,10625,10626],{}," return articles.filter(article => article.sentiment === sentimentType);\n",[208,10628,10629],{"class":210,"line":2247},[208,10630,298],{},[208,10632,10633],{"class":210,"line":2253},[208,10634,1042],{},[208,10636,10637],{"class":210,"line":2258},[208,10638,10639],{}," sortBySentimentScore(articles, sentimentType, order = 'desc') {\n",[208,10641,10642],{"class":210,"line":3213},[208,10643,10644],{}," return [...articles].sort((a, b) => {\n",[208,10646,10647],{"class":210,"line":3219},[208,10648,10318],{},[208,10650,10651],{"class":210,"line":5034},[208,10652,10323],{},[208,10654,10655],{"class":210,"line":5713},[208,10656,10657],{}," return order === 'desc' ? scoreB - scoreA : scoreA - scoreB;\n",[208,10659,10660],{"class":210,"line":5729},[208,10661,3603],{},[208,10663,10664],{"class":210,"line":5737},[208,10665,298],{},[208,10667,10668],{"class":210,"line":5748},[208,10669,1042],{},[208,10671,10672],{"class":210,"line":5759},[208,10673,10674],{}," getHighConfidenceArticles(articles, sentimentType, threshold = 0.7) {\n",[208,10676,10677],{"class":210,"line":5770},[208,10678,10679],{}," return articles.filter(article => \n",[208,10681,10682],{"class":210,"line":5781},[208,10683,10684],{}," article.sentiment === sentimentType && \n",[208,10686,10687],{"class":210,"line":5786},[208,10688,10689],{}," article.sentimentScores[sentimentType] >= threshold\n",[208,10691,10692],{"class":210,"line":5791},[208,10693,7193],{},[208,10695,10696],{"class":210,"line":5817},[208,10697,298],{},[208,10699,10700],{"class":210,"line":5825},[208,10701,304],{},[208,10703,10704],{"class":210,"line":5836},[208,10705,1092],{"emptyLinePlaceholder":866},[208,10707,10708],{"class":210,"line":5847},[208,10709,10710],{},"module.exports = NewsSentimentService;\n",[21,10712,10714],{"id":10713},"step-5-creating-the-frontend","Step 5: Creating the Frontend",[12,10716,10717],{},"Build a React component to display sentiment using AllNewsAPI's built-in data:",[198,10719,10721],{"className":1181,"code":10720,"language":1183,"meta":203,"style":203},"import React, { useState, useEffect } from 'react';\nimport '.\u002FSentimentDashboard.css';\n\nfunction SentimentDashboard() {\n const [articles, setArticles] = useState([]);\n const [filter, setFilter] = useState('all');\n const [stats, setStats] = useState(null);\n const [loading, setLoading] = useState(true);\n \n useEffect(() => {\n fetchNewsWithSentiment();\n }, []);\n \n async function fetchNewsWithSentiment() {\n try {\n const API_KEY = process.env.REACT_APP_NEWS_API_KEY;\n const response = await fetch(\n `https:\u002F\u002Fapi.allnewsapi.com\u002Fheadlines?apikey=${API_KEY}&country=us`\n );\n const data = await response.json();\n \n \u002F\u002F Articles already include sentiment data!\n setArticles(data.articles);\n setStats(calculateStats(data.articles));\n } catch (error) {\n console.error('Error fetching news:', error);\n } finally {\n setLoading(false);\n }\n }\n \n function calculateStats(articles) {\n const stats = { total: articles.length, positive: 0, negative: 0, neutral: 0 };\n articles.forEach(article => {\n stats[article.sentiment]++;\n });\n return stats;\n }\n \n const filteredArticles = filter === 'all'\n ? articles\n : articles.filter(a => a.sentiment === filter);\n \n function getSentimentColor(sentiment) {\n switch (sentiment) {\n case 'positive': return '#4caf50';\n case 'negative': return '#f44336';\n default: return '#9e9e9e';\n }\n }\n \n function getSentimentEmoji(sentiment) {\n switch (sentiment) {\n case 'positive': return '😊';\n case 'negative': return '😟';\n default: return '😐';\n }\n }\n \n if (loading) return \u003Cdiv>Loading...\u003C\u002Fdiv>;\n \n return (\n \u003Cdiv className=\"sentiment-dashboard\">\n \u003Ch1>News Sentiment Analysis\u003C\u002Fh1>\n \u003Cp className=\"subtitle\">Powered by AllNewsAPI's built-in AI sentiment analysis\u003C\u002Fp>\n \n {stats && (\n \u003Cdiv className=\"stats-panel\">\n \u003Cdiv className=\"stat\">\n \u003Cspan className=\"stat-label\">Total Articles\u003C\u002Fspan>\n \u003Cspan className=\"stat-value\">{stats.total}\u003C\u002Fspan>\n \u003C\u002Fdiv>\n \u003Cdiv className=\"stat positive\">\n \u003Cspan className=\"stat-label\">Positive\u003C\u002Fspan>\n \u003Cspan className=\"stat-value\">{stats.positive}\u003C\u002Fspan>\n \u003C\u002Fdiv>\n \u003Cdiv className=\"stat neutral\">\n \u003Cspan className=\"stat-label\">Neutral\u003C\u002Fspan>\n \u003Cspan className=\"stat-value\">{stats.neutral}\u003C\u002Fspan>\n \u003C\u002Fdiv>\n \u003Cdiv className=\"stat negative\">\n \u003Cspan className=\"stat-label\">Negative\u003C\u002Fspan>\n \u003Cspan className=\"stat-value\">{stats.negative}\u003C\u002Fspan>\n \u003C\u002Fdiv>\n \u003C\u002Fdiv>\n )}\n \n \u003Cdiv className=\"filters\">\n \u003Cbutton \n className={filter === 'all' ? 'active' : ''}\n onClick={() => setFilter('all')}\n >\n All\n \u003C\u002Fbutton>\n \u003Cbutton \n className={filter === 'positive' ? 'active' : ''}\n onClick={() => setFilter('positive')}\n >\n 😊 Positive\n \u003C\u002Fbutton>\n \u003Cbutton \n className={filter === 'neutral' ? 'active' : ''}\n onClick={() => setFilter('neutral')}\n >\n 😐 Neutral\n \u003C\u002Fbutton>\n \u003Cbutton \n className={filter === 'negative' ? 'active' : ''}\n onClick={() => setFilter('negative')}\n >\n 😟 Negative\n \u003C\u002Fbutton>\n \u003C\u002Fdiv>\n \n \u003Cdiv className=\"articles-grid\">\n {filteredArticles.map((article, index) => (\n \u003Cdiv key={index} className=\"article-card\">\n \u003Cdiv \n className=\"sentiment-badge\"\n style={{ backgroundColor: getSentimentColor(article.sentiment) }}\n >\n {getSentimentEmoji(article.sentiment)}\n {article.sentiment}\n \u003C\u002Fdiv>\n \n {\u002F* Show confidence scores *\u002F}\n \u003Cdiv className=\"sentiment-scores\">\n \u003Cdiv className=\"score-bar\">\n \u003Cspan>Positive: {(article.sentimentScores.positive * 100).toFixed(0)}%\u003C\u002Fspan>\n \u003Cdiv className=\"bar\" style={{ width: `${article.sentimentScores.positive * 100}%`, backgroundColor: '#4caf50' }} \u002F>\n \u003C\u002Fdiv>\n \u003Cdiv className=\"score-bar\">\n \u003Cspan>Neutral: {(article.sentimentScores.neutral * 100).toFixed(0)}%\u003C\u002Fspan>\n \u003Cdiv className=\"bar\" style={{ width: `${article.sentimentScores.neutral * 100}%`, backgroundColor: '#9e9e9e' }} \u002F>\n \u003C\u002Fdiv>\n \u003Cdiv className=\"score-bar\">\n \u003Cspan>Negative: {(article.sentimentScores.negative * 100).toFixed(0)}%\u003C\u002Fspan>\n \u003Cdiv className=\"bar\" style={{ width: `${article.sentimentScores.negative * 100}%`, backgroundColor: '#f44336' }} \u002F>\n \u003C\u002Fdiv>\n \u003C\u002Fdiv>\n \n \u003Ch3>{article.title}\u003C\u002Fh3>\n \u003Cp>{article.description}\u003C\u002Fp>\n \n \u003Cdiv className=\"article-meta\">\n \u003Cspan>{article.source.name}\u003C\u002Fspan>\n \u003Cspan>{new Date(article.publishedAt).toLocaleDateString()}\u003C\u002Fspan>\n \u003C\u002Fdiv>\n \n \u003Ca href={article.url} target=\"_blank\" rel=\"noopener noreferrer\">\n Read More →\n \u003C\u002Fa>\n \u003C\u002Fdiv>\n ))}\n \u003C\u002Fdiv>\n \u003C\u002Fdiv>\n );\n}\n\nexport default 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neutral\"",[208,11599,1784],{"class":214},[208,11601,11602,11604,11606,11608,11610,11612,11615,11617],{"class":210,"line":5927},[208,11603,4742],{"class":214},[208,11605,208],{"class":1771},[208,11607,1775],{"class":1215},[208,11609,1778],{"class":1190},[208,11611,11488],{"class":245},[208,11613,11614],{"class":214},">Neutral\u003C\u002F",[208,11616,208],{"class":1771},[208,11618,1784],{"class":214},[208,11620,11621,11623,11625,11627,11629,11631,11634,11636],{"class":210,"line":5936},[208,11622,4742],{"class":214},[208,11624,208],{"class":1771},[208,11626,1775],{"class":1215},[208,11628,1778],{"class":1190},[208,11630,11508],{"class":245},[208,11632,11633],{"class":214},">{stats.neutral}\u003C\u002F",[208,11635,208],{"class":1771},[208,11637,1784],{"class":214},[208,11639,11640,11642,11644],{"class":210,"line":5945},[208,11641,1892],{"class":214},[208,11643,1772],{"class":1771},[208,11645,1784],{"class":214},[208,11647,11648,11650,11652,11654,11656,11659],{"class":210,"line":5954},[208,11649,1861],{"class":214},[208,11651,1772],{"class":1771},[208,11653,1775],{"class":1215},[208,11655,1778],{"class":1190},[208,11657,11658],{"class":245},"\"stat negative\"",[208,11660,1784],{"class":214},[208,11662,11663,11665,11667,11669,11671,11673,11676,11678],{"class":210,"line":5959},[208,11664,4742],{"class":214},[208,11666,208],{"class":1771},[208,11668,1775],{"class":1215},[208,11670,1778],{"class":1190},[208,11672,11488],{"class":245},[208,11674,11675],{"class":214},">Negative\u003C\u002F",[208,11677,208],{"class":1771},[208,11679,1784],{"class":214},[208,11681,11682,11684,11686,11688,11690,11692,11695,11697],{"class":210,"line":5976},[208,11683,4742],{"class":214},[208,11685,208],{"class":1771},[208,11687,1775],{"class":1215},[208,11689,1778],{"class":1190},[208,11691,11508],{"class":245},[208,11693,11694],{"class":214},">{stats.negative}\u003C\u002F",[208,11696,208],{"class":1771},[208,11698,1784],{"class":214},[208,11700,11701,11703,11705],{"class":210,"line":6004},[208,11702,1892],{"class":214},[208,11704,1772],{"class":1771},[208,11706,1784],{"class":214},[208,11708,11709,11711,11713],{"class":210,"line":6010},[208,11710,4258],{"class":214},[208,11712,1772],{"class":1771},[208,11714,1784],{"class":214},[208,11716,11717],{"class":210,"line":6036},[208,11718,2639],{"class":214},[208,11720,11721],{"class":210,"line":6041},[208,11722,7580],{"class":214},[208,11724,11725,11727,11729,11731,11733,11735],{"class":210,"line":6074},[208,11726,1790],{"class":214},[208,11728,1772],{"class":1771},[208,11730,1775],{"class":1215},[208,11732,1778],{"class":1190},[208,11734,4630],{"class":245},[208,11736,1784],{"class":214},[208,11738,11739,11741,11743],{"class":210,"line":6095},[208,11740,2548],{"class":214},[208,11742,5901],{"class":1771},[208,11744,1796],{"class":214},[208,11746,11747,11749,11751,11754,11756,11759,11761,11764,11767,11769],{"class":210,"line":6101},[208,11748,4102],{"class":1215},[208,11750,1778],{"class":1190},[208,11752,11753],{"class":214},"{filter 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All\n",[208,11802,11803,11805,11807],{"class":210,"line":6176},[208,11804,4258],{"class":214},[208,11806,5901],{"class":1771},[208,11808,1784],{"class":214},[208,11810,11811,11813,11815],{"class":210,"line":6199},[208,11812,2548],{"class":214},[208,11814,5901],{"class":1771},[208,11816,1796],{"class":214},[208,11818,11819,11821,11823,11825,11827,11829,11831,11833,11835,11837],{"class":210,"line":6205},[208,11820,4102],{"class":1215},[208,11822,1778],{"class":1190},[208,11824,11753],{"class":214},[208,11826,11159],{"class":1190},[208,11828,11226],{"class":245},[208,11830,2588],{"class":1190},[208,11832,11763],{"class":245},[208,11834,11766],{"class":1190},[208,11836,4853],{"class":245},[208,11838,304],{"class":214},[208,11840,11841,11843,11845,11847,11849,11851,11853,11856],{"class":210,"line":6214},[208,11842,11775],{"class":1215},[208,11844,1778],{"class":1190},[208,11846,11780],{"class":214},[208,11848,1712],{"class":1190},[208,11850,11785],{"class":1215},[208,11852,1727],{"class":214},[208,11854,11855],{"class":245},"'positive'",[208,11857,4884],{"class":214},[208,11859,11860],{"class":210,"line":6219},[208,11861,4316],{"class":214},[208,11863,11864],{"class":210,"line":6228},[208,11865,11866],{"class":214}," 😊 Positive\n",[208,11868,11869,11871,11873],{"class":210,"line":6237},[208,11870,4258],{"class":214},[208,11872,5901],{"class":1771},[208,11874,1784],{"class":214},[208,11876,11877,11879,11881],{"class":210,"line":6242},[208,11878,2548],{"class":214},[208,11880,5901],{"class":1771},[208,11882,1796],{"class":214},[208,11884,11885,11887,11889,11891,11893,11896,11898,11900,11902,11904],{"class":210,"line":6247},[208,11886,4102],{"class":1215},[208,11888,1778],{"class":1190},[208,11890,11753],{"class":214},[208,11892,11159],{"class":1190},[208,11894,11895],{"class":245}," 'neutral'",[208,11897,2588],{"class":1190},[208,11899,11763],{"class":245},[208,11901,11766],{"class":1190},[208,11903,4853],{"class":245},[208,11905,304],{"class":214},[208,11907,11908,11910,11912,11914,11916,11918,11920,11923],{"class":210,"line":6252},[208,11909,11775],{"class":1215},[208,11911,1778],{"class":1190},[208,11913,11780],{"class":214},[208,11915,1712],{"class":1190},[208,11917,11785],{"class":1215},[208,11919,1727],{"class":214},[208,11921,11922],{"class":245},"'neutral'",[208,11924,4884],{"class":214},[208,11926,11927],{"class":210,"line":7238},[208,11928,4316],{"class":214},[208,11930,11931],{"class":210,"line":7244},[208,11932,11933],{"class":214}," 😐 Neutral\n",[208,11935,11936,11938,11940],{"class":210,"line":7250},[208,11937,4258],{"class":214},[208,11939,5901],{"class":1771},[208,11941,1784],{"class":214},[208,11943,11944,11946,11948],{"class":210,"line":7256},[208,11945,2548],{"class":214},[208,11947,5901],{"class":1771},[208,11949,1796],{"class":214},[208,11951,11952,11954,11956,11958,11960,11962,11964,11966,11968,11970],{"class":210,"line":7262},[208,11953,4102],{"class":1215},[208,11955,1778],{"class":1190},[208,11957,11753],{"class":214},[208,11959,11159],{"class":1190},[208,11961,11243],{"class":245},[208,11963,2588],{"class":1190},[208,11965,11763],{"class":245},[208,11967,11766],{"class":1190},[208,11969,4853],{"class":245},[208,11971,304],{"class":214},[208,11973,11974,11976,11978,11980,11982,11984,11986,11989],{"class":210,"line":7267},[208,11975,11775],{"class":1215},[208,11977,1778],{"class":1190},[208,11979,11780],{"class":214},[208,11981,1712],{"class":1190},[208,11983,11785],{"class":1215},[208,11985,1727],{"class":214},[208,11987,11988],{"class":245},"'negative'",[208,11990,4884],{"class":214},[208,11992,11993],{"class":210,"line":7273},[208,11994,4316],{"class":214},[208,11996,11997],{"class":210,"line":7279},[208,11998,11999],{"class":214}," 😟 Negative\n",[208,12001,12002,12004,12006],{"class":210,"line":7285},[208,12003,4258],{"class":214},[208,12005,5901],{"class":1771},[208,12007,1784],{"class":214},[208,12009,12010,12012,12014],{"class":210,"line":7291},[208,12011,1908],{"class":214},[208,12013,1772],{"class":1771},[208,12015,1784],{"class":214},[208,12017,12018],{"class":210,"line":7296},[208,12019,7580],{"class":214},[208,12021,12022,12024,12026,12028,12030,12033],{"class":210,"line":7301},[208,12023,1790],{"class":214},[208,12025,1772],{"class":1771},[208,12027,1775],{"class":1215},[208,12029,1778],{"class":1190},[208,12031,12032],{"class":245},"\"articles-grid\"",[208,12034,1784],{"class":214},[208,12036,12037,12040,12042,12044,12046,12048,12050,12052,12054],{"class":210,"line":7306},[208,12038,12039],{"class":214}," {filteredArticles.",[208,12041,1845],{"class":1215},[208,12043,6160],{"class":214},[208,12045,4035],{"class":1222},[208,12047,1226],{"class":214},[208,12049,6167],{"class":1222},[208,12051,1709],{"class":214},[208,12053,1712],{"class":1190},[208,12055,1762],{"class":214},[208,12057,12058,12060,12062,12064,12066,12068,12070,12072,12075],{"class":210,"line":7311},[208,12059,1861],{"class":214},[208,12061,1772],{"class":1771},[208,12063,1867],{"class":1215},[208,12065,1778],{"class":1190},[208,12067,6189],{"class":214},[208,12069,5807],{"class":1215},[208,12071,1778],{"class":1190},[208,12073,12074],{"class":245},"\"article-card\"",[208,12076,1784],{"class":214},[208,12078,12079,12081,12083],{"class":210,"line":7317},[208,12080,4742],{"class":214},[208,12082,1772],{"class":1771},[208,12084,1796],{"class":214},[208,12086,12087,12090,12092],{"class":210,"line":7322},[208,12088,12089],{"class":1215}," className",[208,12091,1778],{"class":1190},[208,12093,12094],{"class":245},"\"sentiment-badge\"\n",[208,12096,12097,12100,12102,12105,12108],{"class":210,"line":7328},[208,12098,12099],{"class":1215}," style",[208,12101,1778],{"class":1190},[208,12103,12104],{"class":214},"{{ backgroundColor: ",[208,12106,12107],{"class":1215},"getSentimentColor",[208,12109,12110],{"class":214},"(article.sentiment) }}\n",[208,12112,12113],{"class":210,"line":7334},[208,12114,12115],{"class":214}," >\n",[208,12117,12118,12121,12124],{"class":210,"line":7340},[208,12119,12120],{"class":214}," {",[208,12122,12123],{"class":1215},"getSentimentEmoji",[208,12125,12126],{"class":214},"(article.sentiment)}\n",[208,12128,12129],{"class":210,"line":7345},[208,12130,12131],{"class":214}," {article.sentiment}\n",[208,12133,12134,12136,12138],{"class":210,"line":7351},[208,12135,4987],{"class":214},[208,12137,1772],{"class":1771},[208,12139,1784],{"class":214},[208,12141,12143],{"class":210,"line":12142},125,[208,12144,12145],{"class":214}," \n",[208,12147,12149,12151,12154],{"class":210,"line":12148},126,[208,12150,4226],{"class":214},[208,12152,12153],{"class":2419},"\u002F* Show confidence scores *\u002F",[208,12155,304],{"class":214},[208,12157,12159,12161,12163,12165,12167,12170],{"class":210,"line":12158},127,[208,12160,4742],{"class":214},[208,12162,1772],{"class":1771},[208,12164,1775],{"class":1215},[208,12166,1778],{"class":1190},[208,12168,12169],{"class":245},"\"sentiment-scores\"",[208,12171,1784],{"class":214},[208,12173,12175,12177,12179,12181,12183,12186],{"class":210,"line":12174},128,[208,12176,6179],{"class":214},[208,12178,1772],{"class":1771},[208,12180,1775],{"class":1215},[208,12182,1778],{"class":1190},[208,12184,12185],{"class":245},"\"score-bar\"",[208,12187,1784],{"class":214},[208,12189,12191,12194,12196,12199,12202,12205,12207,12210,12212,12214,12217,12219],{"class":210,"line":12190},129,[208,12192,12193],{"class":214}," \u003C",[208,12195,208],{"class":1771},[208,12197,12198],{"class":214},">Positive: {(article.sentimentScores.positive ",[208,12200,12201],{"class":1190},"*",[208,12203,12204],{"class":221}," 100",[208,12206,4960],{"class":214},[208,12208,12209],{"class":1215},"toFixed",[208,12211,1727],{"class":214},[208,12213,2784],{"class":221},[208,12215,12216],{"class":214},")}%\u003C\u002F",[208,12218,208],{"class":1771},[208,12220,1784],{"class":214},[208,12222,12224,12226,12228,12230,12232,12235,12238,12240,12243,12246,12248,12250,12252,12254,12257,12260,12262,12265,12268,12271],{"class":210,"line":12223},130,[208,12225,12193],{"class":214},[208,12227,1772],{"class":1771},[208,12229,1775],{"class":1215},[208,12231,1778],{"class":1190},[208,12233,12234],{"class":245},"\"bar\"",[208,12236,12237],{"class":1215}," style",[208,12239,1778],{"class":1190},[208,12241,12242],{"class":214},"{{ width: ",[208,12244,12245],{"class":245},"`${",[208,12247,4035],{"class":214},[208,12249,823],{"class":245},[208,12251,9996],{"class":214},[208,12253,823],{"class":245},[208,12255,12256],{"class":214},"positive",[208,12258,12259],{"class":1190}," *",[208,12261,12204],{"class":221},[208,12263,12264],{"class":245},"}%`",[208,12266,12267],{"class":214},", backgroundColor: ",[208,12269,12270],{"class":245},"'#4caf50'",[208,12272,12273],{"class":214}," }} \u002F>\n",[208,12275,12277,12280,12282],{"class":210,"line":12276},131,[208,12278,12279],{"class":214}," \u003C\u002F",[208,12281,1772],{"class":1771},[208,12283,1784],{"class":214},[208,12285,12287,12289,12291,12293,12295,12297],{"class":210,"line":12286},132,[208,12288,6179],{"class":214},[208,12290,1772],{"class":1771},[208,12292,1775],{"class":1215},[208,12294,1778],{"class":1190},[208,12296,12185],{"class":245},[208,12298,1784],{"class":214},[208,12300,12302,12304,12306,12309,12311,12313,12315,12317,12319,12321,12323,12325],{"class":210,"line":12301},133,[208,12303,12193],{"class":214},[208,12305,208],{"class":1771},[208,12307,12308],{"class":214},">Neutral: {(article.sentimentScores.neutral ",[208,12310,12201],{"class":1190},[208,12312,12204],{"class":221},[208,12314,4960],{"class":214},[208,12316,12209],{"class":1215},[208,12318,1727],{"class":214},[208,12320,2784],{"class":221},[208,12322,12216],{"class":214},[208,12324,208],{"class":1771},[208,12326,1784],{"class":214},[208,12328,12330,12332,12334,12336,12338,12340,12342,12344,12346,12348,12350,12352,12354,12356,12359,12361,12363,12365,12367,12370],{"class":210,"line":12329},134,[208,12331,12193],{"class":214},[208,12333,1772],{"class":1771},[208,12335,1775],{"class":1215},[208,12337,1778],{"class":1190},[208,12339,12234],{"class":245},[208,12341,12237],{"class":1215},[208,12343,1778],{"class":1190},[208,12345,12242],{"class":214},[208,12347,12245],{"class":245},[208,12349,4035],{"class":214},[208,12351,823],{"class":245},[208,12353,9996],{"class":214},[208,12355,823],{"class":245},[208,12357,12358],{"class":214},"neutral",[208,12360,12259],{"class":1190},[208,12362,12204],{"class":221},[208,12364,12264],{"class":245},[208,12366,12267],{"class":214},[208,12368,12369],{"class":245},"'#9e9e9e'",[208,12371,12273],{"class":214},[208,12373,12375,12377,12379],{"class":210,"line":12374},135,[208,12376,12279],{"class":214},[208,12378,1772],{"class":1771},[208,12380,1784],{"class":214},[208,12382,12384,12386,12388,12390,12392,12394],{"class":210,"line":12383},136,[208,12385,6179],{"class":214},[208,12387,1772],{"class":1771},[208,12389,1775],{"class":1215},[208,12391,1778],{"class":1190},[208,12393,12185],{"class":245},[208,12395,1784],{"class":214},[208,12397,12399,12401,12403,12406,12408,12410,12412,12414,12416,12418,12420,12422],{"class":210,"line":12398},137,[208,12400,12193],{"class":214},[208,12402,208],{"class":1771},[208,12404,12405],{"class":214},">Negative: {(article.sentimentScores.negative ",[208,12407,12201],{"class":1190},[208,12409,12204],{"class":221},[208,12411,4960],{"class":214},[208,12413,12209],{"class":1215},[208,12415,1727],{"class":214},[208,12417,2784],{"class":221},[208,12419,12216],{"class":214},[208,12421,208],{"class":1771},[208,12423,1784],{"class":214},[208,12425,12427,12429,12431,12433,12435,12437,12439,12441,12443,12445,12447,12449,12451,12453,12456,12458,12460,12462,12464,12467],{"class":210,"line":12426},138,[208,12428,12193],{"class":214},[208,12430,1772],{"class":1771},[208,12432,1775],{"class":1215},[208,12434,1778],{"class":1190},[208,12436,12234],{"class":245},[208,12438,12237],{"class":1215},[208,12440,1778],{"class":1190},[208,12442,12242],{"class":214},[208,12444,12245],{"class":245},[208,12446,4035],{"class":214},[208,12448,823],{"class":245},[208,12450,9996],{"class":214},[208,12452,823],{"class":245},[208,12454,12455],{"class":214},"negative",[208,12457,12259],{"class":1190},[208,12459,12204],{"class":221},[208,12461,12264],{"class":245},[208,12463,12267],{"class":214},[208,12465,12466],{"class":245},"'#f44336'",[208,12468,12273],{"class":214},[208,12470,12472,12474,12476],{"class":210,"line":12471},139,[208,12473,12279],{"class":214},[208,12475,1772],{"class":1771},[208,12477,1784],{"class":214},[208,12479,12481,12483,12485],{"class":210,"line":12480},140,[208,12482,4987],{"class":214},[208,12484,1772],{"class":1771},[208,12486,1784],{"class":214},[208,12488,12490],{"class":210,"line":12489},141,[208,12491,12145],{"class":214},[208,12493,12495,12497,12499,12501,12503],{"class":210,"line":12494},142,[208,12496,4742],{"class":214},[208,12498,94],{"class":1771},[208,12500,4147],{"class":214},[208,12502,94],{"class":1771},[208,12504,1784],{"class":214},[208,12506,12508,12510,12512,12514,12516],{"class":210,"line":12507},143,[208,12509,4742],{"class":214},[208,12511,12],{"class":1771},[208,12513,4167],{"class":214},[208,12515,12],{"class":1771},[208,12517,1784],{"class":214},[208,12519,12521],{"class":210,"line":12520},144,[208,12522,12145],{"class":214},[208,12524,12526,12528,12530,12532,12534,12537],{"class":210,"line":12525},145,[208,12527,4742],{"class":214},[208,12529,1772],{"class":1771},[208,12531,1775],{"class":1215},[208,12533,1778],{"class":1190},[208,12535,12536],{"class":245},"\"article-meta\"",[208,12538,1784],{"class":214},[208,12540,12542,12544,12546,12548,12550],{"class":210,"line":12541},146,[208,12543,6179],{"class":214},[208,12545,208],{"class":1771},[208,12547,4202],{"class":214},[208,12549,208],{"class":1771},[208,12551,1784],{"class":214},[208,12553,12555,12557,12559,12561,12563,12565,12568,12571,12574,12576],{"class":210,"line":12554},147,[208,12556,6179],{"class":214},[208,12558,208],{"class":1771},[208,12560,2485],{"class":214},[208,12562,4234],{"class":1190},[208,12564,4237],{"class":1215},[208,12566,12567],{"class":214},"(article.publishedAt).",[208,12569,12570],{"class":1215},"toLocaleDateString",[208,12572,12573],{"class":214},"()}\u003C\u002F",[208,12575,208],{"class":1771},[208,12577,1784],{"class":214},[208,12579,12581,12583,12585],{"class":210,"line":12580},148,[208,12582,4987],{"class":214},[208,12584,1772],{"class":1771},[208,12586,1784],{"class":214},[208,12588,12590],{"class":210,"line":12589},149,[208,12591,12145],{"class":214},[208,12593,12595,12597,12599,12601,12603,12606,12609,12611,12613,12615,12617,12620],{"class":210,"line":12594},150,[208,12596,4742],{"class":214},[208,12598,182],{"class":1771},[208,12600,3312],{"class":1215},[208,12602,1778],{"class":1190},[208,12604,12605],{"class":214},"{article.url} ",[208,12607,12608],{"class":1215},"target",[208,12610,1778],{"class":1190},[208,12612,4290],{"class":245},[208,12614,3296],{"class":1215},[208,12616,1778],{"class":1190},[208,12618,12619],{"class":245},"\"noopener noreferrer\"",[208,12621,1784],{"class":214},[208,12623,12625],{"class":210,"line":12624},151,[208,12626,12627],{"class":214}," Read More →\n",[208,12629,12631,12633,12635],{"class":210,"line":12630},152,[208,12632,4987],{"class":214},[208,12634,182],{"class":1771},[208,12636,1784],{"class":214},[208,12638,12640,12642,12644],{"class":210,"line":12639},153,[208,12641,1892],{"class":214},[208,12643,1772],{"class":1771},[208,12645,1784],{"class":214},[208,12647,12649],{"class":210,"line":12648},154,[208,12650,1902],{"class":214},[208,12652,12654,12656,12658],{"class":210,"line":12653},155,[208,12655,1908],{"class":214},[208,12657,1772],{"class":1771},[208,12659,1784],{"class":214},[208,12661,12663,12665,12667],{"class":210,"line":12662},156,[208,12664,1918],{"class":214},[208,12666,1772],{"class":1771},[208,12668,1784],{"class":214},[208,12670,12672],{"class":210,"line":12671},157,[208,12673,1130],{"class":214},[208,12675,12677],{"class":210,"line":12676},158,[208,12678,304],{"class":214},[208,12680,12682],{"class":210,"line":12681},159,[208,12683,1092],{"emptyLinePlaceholder":866},[208,12685,12687,12689,12691],{"class":210,"line":12686},160,[208,12688,1943],{"class":1190},[208,12690,1946],{"class":1190},[208,12692,12693],{"class":214}," SentimentDashboard;\n",[21,12695,12697],{"id":12696},"step-6-visualizing-sentiment-trends","Step 6: Visualizing Sentiment Trends",[12,12699,12700],{},"Create a sentiment timeline chart using AllNewsAPI's sentiment data:",[198,12702,12704],{"className":1013,"code":12703,"language":1015,"meta":203,"style":203},"import { Line } from 'react-chartjs-2';\n\nfunction SentimentTrendChart({ articles }) {\n \u002F\u002F Group articles by date using built-in sentiment\n const sentimentByDate = articles.reduce((acc, article) => {\n const date = new Date(article.publishedAt).toLocaleDateString();\n \n if (!acc[date]) {\n acc[date] = { positive: 0, negative: 0, neutral: 0, total: 0 };\n }\n \n \u002F\u002F Use the built-in sentiment classification\n acc[date][article.sentiment]++;\n acc[date].total++;\n \n return acc;\n }, {});\n \n const dates = Object.keys(sentimentByDate).sort();\n \n const data = {\n labels: dates,\n datasets: [\n {\n label: 'Positive',\n data: dates.map(date => \n (sentimentByDate[date].positive \u002F sentimentByDate[date].total) * 100\n ),\n borderColor: '#4caf50',\n backgroundColor: 'rgba(76, 175, 80, 0.1)'\n },\n {\n label: 'Negative',\n data: dates.map(date => \n (sentimentByDate[date].negative \u002F sentimentByDate[date].total) * 100\n ),\n borderColor: '#f44336',\n backgroundColor: 'rgba(244, 67, 54, 0.1)'\n },\n {\n label: 'Neutral',\n data: dates.map(date => \n (sentimentByDate[date].neutral \u002F sentimentByDate[date].total) * 100\n ),\n borderColor: '#9e9e9e',\n backgroundColor: 'rgba(158, 158, 158, 0.1)'\n }\n ]\n };\n \n const options = {\n responsive: true,\n plugins: {\n title: {\n display: true,\n text: 'Sentiment Trends Over Time (AllNewsAPI Data)'\n }\n },\n scales: {\n y: {\n beginAtZero: true,\n max: 100,\n ticks: {\n callback: value => value + '%'\n }\n }\n }\n };\n \n return \u003CLine data={data} options={options} \u002F>;\n}\n",[205,12705,12706,12711,12715,12720,12725,12730,12735,12739,12744,12749,12753,12757,12762,12767,12772,12776,12781,12786,12790,12795,12799,12804,12809,12814,12819,12824,12829,12834,12839,12844,12849,12854,12858,12863,12867,12872,12876,12881,12886,12890,12894,12899,12903,12908,12912,12917,12922,12926,12931,12935,12939,12944,12949,12954,12959,12964,12969,12973,12978,12983,12988,12993,12998,13003,13008,13013,13017,13021,13025,13029,13034],{"__ignoreMap":203},[208,12707,12708],{"class":210,"line":211},[208,12709,12710],{},"import { Line } from 'react-chartjs-2';\n",[208,12712,12713],{"class":210,"line":218},[208,12714,1092],{"emptyLinePlaceholder":866},[208,12716,12717],{"class":210,"line":228},[208,12718,12719],{},"function SentimentTrendChart({ articles }) {\n",[208,12721,12722],{"class":210,"line":236},[208,12723,12724],{}," \u002F\u002F Group articles by date using built-in sentiment\n",[208,12726,12727],{"class":210,"line":252},[208,12728,12729],{}," const sentimentByDate = articles.reduce((acc, article) => {\n",[208,12731,12732],{"class":210,"line":261},[208,12733,12734],{}," const date = new Date(article.publishedAt).toLocaleDateString();\n",[208,12736,12737],{"class":210,"line":269},[208,12738,3543],{},[208,12740,12741],{"class":210,"line":277},[208,12742,12743],{}," if (!acc[date]) {\n",[208,12745,12746],{"class":210,"line":283},[208,12747,12748],{}," acc[date] = { positive: 0, negative: 0, neutral: 0, total: 0 };\n",[208,12750,12751],{"class":210,"line":289},[208,12752,292],{},[208,12754,12755],{"class":210,"line":295},[208,12756,3543],{},[208,12758,12759],{"class":210,"line":301},[208,12760,12761],{}," \u002F\u002F Use the built-in sentiment classification\n",[208,12763,12764],{"class":210,"line":1078},[208,12765,12766],{}," acc[date][article.sentiment]++;\n",[208,12768,12769],{"class":210,"line":1084},[208,12770,12771],{}," acc[date].total++;\n",[208,12773,12774],{"class":210,"line":1089},[208,12775,3543],{},[208,12777,12778],{"class":210,"line":1095},[208,12779,12780],{}," return acc;\n",[208,12782,12783],{"class":210,"line":1481},[208,12784,12785],{}," }, {});\n",[208,12787,12788],{"class":210,"line":1501},[208,12789,1042],{},[208,12791,12792],{"class":210,"line":1521},[208,12793,12794],{}," const dates = Object.keys(sentimentByDate).sort();\n",[208,12796,12797],{"class":210,"line":1541},[208,12798,1042],{},[208,12800,12801],{"class":210,"line":1561},[208,12802,12803],{}," const data = {\n",[208,12805,12806],{"class":210,"line":1581},[208,12807,12808],{}," labels: dates,\n",[208,12810,12811],{"class":210,"line":1601},[208,12812,12813],{}," datasets: [\n",[208,12815,12816],{"class":210,"line":1621},[208,12817,12818],{}," {\n",[208,12820,12821],{"class":210,"line":1641},[208,12822,12823],{}," label: 'Positive',\n",[208,12825,12826],{"class":210,"line":1661},[208,12827,12828],{}," data: dates.map(date => \n",[208,12830,12831],{"class":210,"line":1682},[208,12832,12833],{}," (sentimentByDate[date].positive \u002F sentimentByDate[date].total) * 100\n",[208,12835,12836],{"class":210,"line":1688},[208,12837,12838],{}," ),\n",[208,12840,12841],{"class":210,"line":1693},[208,12842,12843],{}," borderColor: '#4caf50',\n",[208,12845,12846],{"class":210,"line":1718},[208,12847,12848],{}," backgroundColor: 'rgba(76, 175, 80, 0.1)'\n",[208,12850,12851],{"class":210,"line":1736},[208,12852,12853],{}," },\n",[208,12855,12856],{"class":210,"line":1745},[208,12857,12818],{},[208,12859,12860],{"class":210,"line":1751},[208,12861,12862],{}," label: 'Negative',\n",[208,12864,12865],{"class":210,"line":1756},[208,12866,12828],{},[208,12868,12869],{"class":210,"line":1765},[208,12870,12871],{}," (sentimentByDate[date].negative \u002F sentimentByDate[date].total) * 100\n",[208,12873,12874],{"class":210,"line":1787},[208,12875,12838],{},[208,12877,12878],{"class":210,"line":1799},[208,12879,12880],{}," borderColor: '#f44336',\n",[208,12882,12883],{"class":210,"line":1810},[208,12884,12885],{}," backgroundColor: 'rgba(244, 67, 54, 0.1)'\n",[208,12887,12888],{"class":210,"line":1833},[208,12889,12853],{},[208,12891,12892],{"class":210,"line":1839},[208,12893,12818],{},[208,12895,12896],{"class":210,"line":1858},[208,12897,12898],{}," label: 'Neutral',\n",[208,12900,12901],{"class":210,"line":1883},[208,12902,12828],{},[208,12904,12905],{"class":210,"line":1889},[208,12906,12907],{}," (sentimentByDate[date].neutral \u002F sentimentByDate[date].total) * 100\n",[208,12909,12910],{"class":210,"line":1899},[208,12911,12838],{},[208,12913,12914],{"class":210,"line":1905},[208,12915,12916],{}," borderColor: '#9e9e9e',\n",[208,12918,12919],{"class":210,"line":1915},[208,12920,12921],{}," backgroundColor: 'rgba(158, 158, 158, 0.1)'\n",[208,12923,12924],{"class":210,"line":1925},[208,12925,7600],{},[208,12927,12928],{"class":210,"line":1930},[208,12929,12930],{}," ]\n",[208,12932,12933],{"class":210,"line":1935},[208,12934,1748],{},[208,12936,12937],{"class":210,"line":1940},[208,12938,1042],{},[208,12940,12941],{"class":210,"line":2230},[208,12942,12943],{}," const options = {\n",[208,12945,12946],{"class":210,"line":2236},[208,12947,12948],{}," responsive: true,\n",[208,12950,12951],{"class":210,"line":2242},[208,12952,12953],{}," plugins: {\n",[208,12955,12956],{"class":210,"line":2247},[208,12957,12958],{}," title: {\n",[208,12960,12961],{"class":210,"line":2253},[208,12962,12963],{}," display: true,\n",[208,12965,12966],{"class":210,"line":2258},[208,12967,12968],{}," text: 'Sentiment Trends Over Time (AllNewsAPI Data)'\n",[208,12970,12971],{"class":210,"line":3213},[208,12972,7600],{},[208,12974,12975],{"class":210,"line":3219},[208,12976,12977],{}," },\n",[208,12979,12980],{"class":210,"line":5034},[208,12981,12982],{}," scales: {\n",[208,12984,12985],{"class":210,"line":5713},[208,12986,12987],{}," y: {\n",[208,12989,12990],{"class":210,"line":5729},[208,12991,12992],{}," beginAtZero: true,\n",[208,12994,12995],{"class":210,"line":5737},[208,12996,12997],{}," max: 100,\n",[208,12999,13000],{"class":210,"line":5748},[208,13001,13002],{}," ticks: {\n",[208,13004,13005],{"class":210,"line":5759},[208,13006,13007],{}," callback: value => value + '%'\n",[208,13009,13010],{"class":210,"line":5770},[208,13011,13012],{}," }\n",[208,13014,13015],{"class":210,"line":5781},[208,13016,7600],{},[208,13018,13019],{"class":210,"line":5786},[208,13020,292],{},[208,13022,13023],{"class":210,"line":5791},[208,13024,1748],{},[208,13026,13027],{"class":210,"line":5817},[208,13028,1042],{},[208,13030,13031],{"class":210,"line":5825},[208,13032,13033],{}," return \u003CLine data={data} options={options} \u002F>;\n",[208,13035,13036],{"class":210,"line":5836},[208,13037,304],{},[21,13039,13041],{"id":13040},"step-7-advanced-features","Step 7: Advanced Features",[94,13043,13045],{"id":13044},"topic-based-sentiment","Topic-Based Sentiment",[12,13047,13048],{},"Analyze sentiment for specific topics:",[198,13050,13052],{"className":1013,"code":13051,"language":1015,"meta":203,"style":203},"function analyzeTopicSentiment(articles, topic) {\n const relevantArticles = articles.filter(article => {\n const text = `${article.title} ${article.description}`.toLowerCase();\n return text.includes(topic.toLowerCase());\n });\n \n const sentiments = relevantArticles.map(a => a.sentiment.score);\n const averageSentiment = sentiments.reduce((a, b) => a + b, 0) \u002F sentiments.length;\n \n return {\n topic,\n articleCount: relevantArticles.length,\n averageSentiment,\n classification: classifySentiment(averageSentiment)\n };\n}\n\n\u002F\u002F Usage\nconst topics = ['economy', 'technology', 'politics', 'health'];\nconst topicSentiments = topics.map(topic => \n analyzeTopicSentiment(articles, topic)\n);\n",[205,13053,13054,13059,13064,13069,13074,13078,13082,13087,13092,13096,13101,13106,13111,13116,13121,13125,13129,13133,13137,13142,13147,13152],{"__ignoreMap":203},[208,13055,13056],{"class":210,"line":211},[208,13057,13058],{},"function analyzeTopicSentiment(articles, topic) {\n",[208,13060,13061],{"class":210,"line":218},[208,13062,13063],{}," const relevantArticles = articles.filter(article => {\n",[208,13065,13066],{"class":210,"line":228},[208,13067,13068],{}," const text = `${article.title} ${article.description}`.toLowerCase();\n",[208,13070,13071],{"class":210,"line":236},[208,13072,13073],{}," return text.includes(topic.toLowerCase());\n",[208,13075,13076],{"class":210,"line":252},[208,13077,2250],{},[208,13079,13080],{"class":210,"line":261},[208,13081,1042],{},[208,13083,13084],{"class":210,"line":269},[208,13085,13086],{}," const sentiments = relevantArticles.map(a => a.sentiment.score);\n",[208,13088,13089],{"class":210,"line":277},[208,13090,13091],{}," const averageSentiment = sentiments.reduce((a, b) => a + b, 0) \u002F sentiments.length;\n",[208,13093,13094],{"class":210,"line":283},[208,13095,1042],{},[208,13097,13098],{"class":210,"line":289},[208,13099,13100],{}," return {\n",[208,13102,13103],{"class":210,"line":295},[208,13104,13105],{}," topic,\n",[208,13107,13108],{"class":210,"line":301},[208,13109,13110],{}," articleCount: relevantArticles.length,\n",[208,13112,13113],{"class":210,"line":1078},[208,13114,13115],{}," averageSentiment,\n",[208,13117,13118],{"class":210,"line":1084},[208,13119,13120],{}," classification: classifySentiment(averageSentiment)\n",[208,13122,13123],{"class":210,"line":1089},[208,13124,1748],{},[208,13126,13127],{"class":210,"line":1095},[208,13128,304],{},[208,13130,13131],{"class":210,"line":1481},[208,13132,1092],{"emptyLinePlaceholder":866},[208,13134,13135],{"class":210,"line":1501},[208,13136,2912],{},[208,13138,13139],{"class":210,"line":1521},[208,13140,13141],{},"const topics = ['economy', 'technology', 'politics', 'health'];\n",[208,13143,13144],{"class":210,"line":1541},[208,13145,13146],{},"const topicSentiments = topics.map(topic => \n",[208,13148,13149],{"class":210,"line":1561},[208,13150,13151],{}," analyzeTopicSentiment(articles, topic)\n",[208,13153,13154],{"class":210,"line":1581},[208,13155,2377],{},[21,13157,13041],{"id":13158},"step-7-advanced-features-1",[94,13160,13162],{"id":13161},"topic-based-sentiment-analysis","Topic-Based Sentiment Analysis",[12,13164,13165],{},"Analyze sentiment for specific topics using AllNewsAPI's search:",[198,13167,13169],{"className":1013,"code":13168,"language":1015,"meta":203,"style":203},"async function analyzeTopicSentiment(topic, apiKey) {\n const response = await fetch(\n `https:\u002F\u002Fapi.allnewsapi.com\u002Fsearch?apikey=${apiKey}&q=${encodeURIComponent(topic)}`\n );\n \n const data = await response.json();\n const articles = data.articles;\n \n \u002F\u002F Calculate sentiment distribution\n const stats = {\n topic,\n total: articles.length,\n positive: 0,\n negative: 0,\n neutral: 0,\n avgPositiveScore: 0,\n avgNegativeScore: 0\n };\n \n let totalPos = 0, totalNeg = 0;\n \n articles.forEach(article => {\n stats[article.sentiment]++;\n totalPos += article.sentimentScores.positive;\n totalNeg += article.sentimentScores.negative;\n });\n \n stats.avgPositiveScore = totalPos \u002F articles.length;\n stats.avgNegativeScore = totalNeg \u002F articles.length;\n \n return stats;\n}\n\n\u002F\u002F Usage\nconst topics = ['economy', 'technology', 'climate change', 'healthcare'];\nconst topicSentiments = await Promise.all(\n topics.map(topic => analyzeTopicSentiment(topic, API_KEY))\n);\n\ntopicSentiments.forEach(stat => {\n console.log(`${stat.topic}: ${stat.positive} positive, ${stat.negative} negative`);\n});\n",[205,13170,13171,13176,13180,13185,13189,13193,13197,13202,13206,13211,13216,13220,13225,13230,13235,13240,13245,13250,13254,13258,13263,13267,13272,13277,13282,13287,13291,13295,13300,13305,13309,13314,13318,13322,13326,13331,13336,13341,13345,13349,13354,13359],{"__ignoreMap":203},[208,13172,13173],{"class":210,"line":211},[208,13174,13175],{},"async function analyzeTopicSentiment(topic, apiKey) {\n",[208,13177,13178],{"class":210,"line":218},[208,13179,1120],{},[208,13181,13182],{"class":210,"line":228},[208,13183,13184],{}," `https:\u002F\u002Fapi.allnewsapi.com\u002Fsearch?apikey=${apiKey}&q=${encodeURIComponent(topic)}`\n",[208,13186,13187],{"class":210,"line":236},[208,13188,1130],{},[208,13190,13191],{"class":210,"line":252},[208,13192,1042],{},[208,13194,13195],{"class":210,"line":261},[208,13196,10130],{},[208,13198,13199],{"class":210,"line":269},[208,13200,13201],{}," const articles = data.articles;\n",[208,13203,13204],{"class":210,"line":277},[208,13205,1042],{},[208,13207,13208],{"class":210,"line":283},[208,13209,13210],{}," \u002F\u002F Calculate sentiment distribution\n",[208,13212,13213],{"class":210,"line":289},[208,13214,13215],{}," const stats = {\n",[208,13217,13218],{"class":210,"line":295},[208,13219,13105],{},[208,13221,13222],{"class":210,"line":301},[208,13223,13224],{}," total: articles.length,\n",[208,13226,13227],{"class":210,"line":1078},[208,13228,13229],{}," positive: 0,\n",[208,13231,13232],{"class":210,"line":1084},[208,13233,13234],{}," negative: 0,\n",[208,13236,13237],{"class":210,"line":1089},[208,13238,13239],{}," neutral: 0,\n",[208,13241,13242],{"class":210,"line":1095},[208,13243,13244],{}," avgPositiveScore: 0,\n",[208,13246,13247],{"class":210,"line":1481},[208,13248,13249],{}," avgNegativeScore: 0\n",[208,13251,13252],{"class":210,"line":1501},[208,13253,1748],{},[208,13255,13256],{"class":210,"line":1521},[208,13257,1042],{},[208,13259,13260],{"class":210,"line":1541},[208,13261,13262],{}," let totalPos = 0, totalNeg = 0;\n",[208,13264,13265],{"class":210,"line":1561},[208,13266,1042],{},[208,13268,13269],{"class":210,"line":1581},[208,13270,13271],{}," articles.forEach(article => {\n",[208,13273,13274],{"class":210,"line":1601},[208,13275,13276],{}," stats[article.sentiment]++;\n",[208,13278,13279],{"class":210,"line":1621},[208,13280,13281],{}," totalPos += article.sentimentScores.positive;\n",[208,13283,13284],{"class":210,"line":1641},[208,13285,13286],{}," totalNeg += article.sentimentScores.negative;\n",[208,13288,13289],{"class":210,"line":1661},[208,13290,2250],{},[208,13292,13293],{"class":210,"line":1682},[208,13294,1042],{},[208,13296,13297],{"class":210,"line":1688},[208,13298,13299],{}," stats.avgPositiveScore = totalPos \u002F articles.length;\n",[208,13301,13302],{"class":210,"line":1693},[208,13303,13304],{}," stats.avgNegativeScore = totalNeg \u002F articles.length;\n",[208,13306,13307],{"class":210,"line":1718},[208,13308,1042],{},[208,13310,13311],{"class":210,"line":1736},[208,13312,13313],{}," return stats;\n",[208,13315,13316],{"class":210,"line":1745},[208,13317,304],{},[208,13319,13320],{"class":210,"line":1751},[208,13321,1092],{"emptyLinePlaceholder":866},[208,13323,13324],{"class":210,"line":1756},[208,13325,2912],{},[208,13327,13328],{"class":210,"line":1765},[208,13329,13330],{},"const topics = ['economy', 'technology', 'climate change', 'healthcare'];\n",[208,13332,13333],{"class":210,"line":1787},[208,13334,13335],{},"const topicSentiments = await Promise.all(\n",[208,13337,13338],{"class":210,"line":1799},[208,13339,13340],{}," topics.map(topic => analyzeTopicSentiment(topic, API_KEY))\n",[208,13342,13343],{"class":210,"line":1810},[208,13344,2377],{},[208,13346,13347],{"class":210,"line":1833},[208,13348,1092],{"emptyLinePlaceholder":866},[208,13350,13351],{"class":210,"line":1839},[208,13352,13353],{},"topicSentiments.forEach(stat => {\n",[208,13355,13356],{"class":210,"line":1858},[208,13357,13358],{}," console.log(`${stat.topic}: ${stat.positive} positive, ${stat.negative} negative`);\n",[208,13360,13361],{"class":210,"line":1883},[208,13362,3868],{},[94,13364,13366],{"id":13365},"sentiment-alerts","Sentiment Alerts",[12,13368,13369],{},"Monitor sentiment shifts over time:",[198,13371,13373],{"className":1013,"code":13372,"language":1015,"meta":203,"style":203},"class SentimentAlertSystem {\n constructor(threshold = 0.2) {\n this.threshold = threshold;\n this.baseline = null;\n }\n \n setBaseline(articles) {\n const positiveCount = articles.filter(a => a.sentiment === 'positive').length;\n this.baseline = positiveCount \u002F articles.length;\n }\n \n checkForAlerts(articles) {\n const positiveCount = articles.filter(a => a.sentiment === 'positive').length;\n const currentRatio = positiveCount \u002F articles.length;\n \n if (!this.baseline) {\n this.setBaseline(articles);\n return null;\n }\n \n const change = currentRatio - this.baseline;\n \n if (Math.abs(change) > this.threshold) {\n return {\n type: change > 0 ? 'positive_shift' : 'negative_shift',\n magnitude: Math.abs(change),\n message: `Sentiment has shifted ${change > 0 ? 'more positive' : 'more negative'} by ${(Math.abs(change) * 100).toFixed(1)}%`\n };\n }\n \n return null;\n }\n}\n\n\u002F\u002F Usage\nconst alertSystem = new SentimentAlertSystem();\nconst alert = alertSystem.checkForAlerts(articles);\nif (alert) {\n console.log('Alert:', alert.message);\n}\n",[205,13374,13375,13380,13385,13390,13395,13399,13403,13408,13413,13418,13422,13426,13431,13435,13440,13444,13449,13454,13459,13463,13467,13472,13476,13481,13486,13491,13496,13501,13506,13510,13514,13518,13522,13526,13530,13534,13539,13544,13549,13554],{"__ignoreMap":203},[208,13376,13377],{"class":210,"line":211},[208,13378,13379],{},"class SentimentAlertSystem {\n",[208,13381,13382],{"class":210,"line":218},[208,13383,13384],{}," constructor(threshold = 0.2) {\n",[208,13386,13387],{"class":210,"line":228},[208,13388,13389],{}," this.threshold = threshold;\n",[208,13391,13392],{"class":210,"line":236},[208,13393,13394],{}," this.baseline = null;\n",[208,13396,13397],{"class":210,"line":252},[208,13398,298],{},[208,13400,13401],{"class":210,"line":261},[208,13402,1042],{},[208,13404,13405],{"class":210,"line":269},[208,13406,13407],{}," setBaseline(articles) {\n",[208,13409,13410],{"class":210,"line":277},[208,13411,13412],{}," const positiveCount = articles.filter(a => a.sentiment === 'positive').length;\n",[208,13414,13415],{"class":210,"line":283},[208,13416,13417],{}," this.baseline = positiveCount \u002F articles.length;\n",[208,13419,13420],{"class":210,"line":289},[208,13421,298],{},[208,13423,13424],{"class":210,"line":295},[208,13425,1042],{},[208,13427,13428],{"class":210,"line":301},[208,13429,13430],{}," checkForAlerts(articles) {\n",[208,13432,13433],{"class":210,"line":1078},[208,13434,13412],{},[208,13436,13437],{"class":210,"line":1084},[208,13438,13439],{}," const currentRatio = positiveCount \u002F articles.length;\n",[208,13441,13442],{"class":210,"line":1089},[208,13443,3543],{},[208,13445,13446],{"class":210,"line":1095},[208,13447,13448],{}," if (!this.baseline) {\n",[208,13450,13451],{"class":210,"line":1481},[208,13452,13453],{}," this.setBaseline(articles);\n",[208,13455,13456],{"class":210,"line":1501},[208,13457,13458],{}," return null;\n",[208,13460,13461],{"class":210,"line":1521},[208,13462,292],{},[208,13464,13465],{"class":210,"line":1541},[208,13466,3543],{},[208,13468,13469],{"class":210,"line":1561},[208,13470,13471],{}," const change = currentRatio - this.baseline;\n",[208,13473,13474],{"class":210,"line":1581},[208,13475,3543],{},[208,13477,13478],{"class":210,"line":1601},[208,13479,13480],{}," if (Math.abs(change) > this.threshold) {\n",[208,13482,13483],{"class":210,"line":1621},[208,13484,13485],{}," return {\n",[208,13487,13488],{"class":210,"line":1641},[208,13489,13490],{}," type: change > 0 ? 'positive_shift' : 'negative_shift',\n",[208,13492,13493],{"class":210,"line":1661},[208,13494,13495],{}," magnitude: Math.abs(change),\n",[208,13497,13498],{"class":210,"line":1682},[208,13499,13500],{}," message: `Sentiment has shifted ${change > 0 ? 'more positive' : 'more negative'} by ${(Math.abs(change) * 100).toFixed(1)}%`\n",[208,13502,13503],{"class":210,"line":1688},[208,13504,13505],{}," };\n",[208,13507,13508],{"class":210,"line":1693},[208,13509,292],{},[208,13511,13512],{"class":210,"line":1718},[208,13513,3543],{},[208,13515,13516],{"class":210,"line":1736},[208,13517,3566],{},[208,13519,13520],{"class":210,"line":1745},[208,13521,298],{},[208,13523,13524],{"class":210,"line":1751},[208,13525,304],{},[208,13527,13528],{"class":210,"line":1756},[208,13529,1092],{"emptyLinePlaceholder":866},[208,13531,13532],{"class":210,"line":1765},[208,13533,2912],{},[208,13535,13536],{"class":210,"line":1787},[208,13537,13538],{},"const alertSystem = new SentimentAlertSystem();\n",[208,13540,13541],{"class":210,"line":1799},[208,13542,13543],{},"const alert = alertSystem.checkForAlerts(articles);\n",[208,13545,13546],{"class":210,"line":1810},[208,13547,13548],{},"if (alert) {\n",[208,13550,13551],{"class":210,"line":1833},[208,13552,13553],{}," console.log('Alert:', alert.message);\n",[208,13555,13556],{"class":210,"line":1839},[208,13557,304],{},[21,13559,3421],{"id":3420},[693,13561,13562,13568,13574,13580,13586,13592,13598],{},[35,13563,13564,13567],{},[16,13565,13566],{},"Use the built-in data"," - AllNewsAPI's sentiment is already AI-powered and accurate",[35,13569,13570,13573],{},[16,13571,13572],{},"Show confidence scores"," - Display sentimentScores to show certainty",[35,13575,13576,13579],{},[16,13577,13578],{},"Filter intelligently"," - Let users choose their preferred sentiment",[35,13581,13582,13585],{},[16,13583,13584],{},"Track trends"," - Monitor sentiment changes over time",[35,13587,13588,13591],{},[16,13589,13590],{},"Combine with categories"," - Analyze sentiment by topic or category",[35,13593,13594,13597],{},[16,13595,13596],{},"Consider thresholds"," - Use high-confidence articles for critical decisions",[35,13599,13600,13603],{},[16,13601,13602],{},"Provide context"," - Show why an article has a certain sentiment",[21,13605,13607],{"id":13606},"when-to-build-custom-sentiment-analysis","When to Build Custom Sentiment Analysis",[12,13609,13610],{},"While AllNewsAPI provides excellent built-in sentiment analysis, you might want custom analysis for:",[32,13612,13613,13619,13625,13631],{},[35,13614,13615,13618],{},[16,13616,13617],{},"Domain-specific sentiment"," - Industry-specific terminology",[35,13620,13621,13624],{},[16,13622,13623],{},"Multi-aspect analysis"," - Analyzing different aspects of an article separately",[35,13626,13627,13630],{},[16,13628,13629],{},"Custom scoring"," - Your own sentiment scoring methodology",[35,13632,13633,13635],{},[16,13634,3716],{}," - Analyzing user comments or social media reactions",[12,13637,13638],{},"For these cases, you can use libraries like:",[32,13640,13641,13652],{},[35,13642,13643,13644,1226,13646,1226,13649],{},"JavaScript: ",[205,13645,9990],{},[205,13647,13648],{},"natural",[205,13650,13651],{},"compromise",[35,13653,13654,13655,1226,13658,1226,13661],{},"Python: ",[205,13656,13657],{},"textblob",[205,13659,13660],{},"transformers",[205,13662,13663],{},"vader",[21,13665,779],{"id":778},[12,13667,13668],{},"AllNewsAPI's built-in sentiment analysis makes it incredibly easy to add sentiment-aware features to your news applications. No ML setup, no training data, no infrastructure - just instant access to AI-powered sentiment data for every article.",[12,13670,13671,13672,3632],{},"Ready to build sentiment-aware news apps? ",[182,13673,9167],{"href":184},[21,13675,719],{"id":718},[32,13677,13678,13682,13689],{},[35,13679,13680],{},[182,13681,3641],{"href":741},[35,13683,13684],{},[182,13685,13688],{"href":13686,"rel":13687},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FSentiment_analysis",[732],"Understanding Sentiment Scores",[35,13690,13691],{},[182,13692,13693],{"href":6697},"Building News Dashboards Tutorial",[825,13695,13696],{},"html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .s4XuR, html code.shiki .s4XuR{--shiki-default:#E36209;--shiki-dark:#FFAB70}html pre.shiki code .s9eBZ, html code.shiki .s9eBZ{--shiki-default:#22863A;--shiki-dark:#85E89D}",{"title":203,"searchDepth":218,"depth":218,"links":13698},[13699,13700,13701,13702,13703,13704,13705,13706,13707,13710,13714,13715,13716,13717],{"id":9958,"depth":218,"text":9959},{"id":9979,"depth":218,"text":9980},{"id":10085,"depth":218,"text":10086},{"id":10197,"depth":218,"text":10198},{"id":10284,"depth":218,"text":10285},{"id":10367,"depth":218,"text":10368},{"id":10713,"depth":218,"text":10714},{"id":12696,"depth":218,"text":12697},{"id":13040,"depth":218,"text":13041,"children":13708},[13709],{"id":13044,"depth":228,"text":13045},{"id":13158,"depth":218,"text":13041,"children":13711},[13712,13713],{"id":13161,"depth":228,"text":13162},{"id":13365,"depth":228,"text":13366},{"id":3420,"depth":218,"text":3421},{"id":13606,"depth":218,"text":13607},{"id":778,"depth":218,"text":779},{"id":718,"depth":218,"text":719},"2024-10-05","Learn how to leverage AllNewsAPI's built-in AI-powered sentiment analysis to understand the emotional tone of news articles","\u002Fblog\u002Fadding-sentiment-analysis-to-your-news-app.webp",{},"\u002Fblog\u002Fnews-sentiment-analysis",{"title":9950,"description":13719},{"loc":13722},"blog\u002Fnews-sentiment-analysis","machine-learning, tutorial","4FdI-5HdgrETuz18pzwbKqXTNsEoBoQYe7cTfaM9Qoo",{"id":13729,"title":9904,"author":7,"body":13730,"date":14301,"description":14302,"draft":862,"extension":863,"image":14303,"meta":14304,"navigation":866,"path":9903,"seo":14305,"sitemap":14306,"stem":14307,"tags":14308,"__hash__":14309},"blog\u002Fblog\u002Fgetting-started-with-allnewsapi.md",{"type":9,"value":13731,"toc":14285},[13732,13735,13739,13742,13746,13750,13753,13771,13775,13778,13828,13832,13835,14111,14113,14117,14120,14149,14153,14156,14185,14189,14192,14207,14209,14235,14237,14240,14258,14262,14265,14279,14282],[12,13733,13734],{},"Welcome to AllNewsAPI! This guide will help you get started with our news aggregation API in just a few minutes.",[21,13736,13738],{"id":13737},"what-is-allnewsapi","What is AllNewsAPI?",[12,13740,13741],{},"AllNewsAPI is a powerful news aggregation platform that provides programmatic access to news articles from 244 countries worldwide. Whether you're building a news app, conducting research, or monitoring media coverage, AllNewsAPI makes it easy to access the news data you need.",[21,13743,13745],{"id":13744},"quick-start","Quick Start",[94,13747,13749],{"id":13748},"_1-sign-up-for-an-api-key","1. Sign Up for an API Key",[12,13751,13752],{},"First, you'll need to create an account and get your API key:",[693,13754,13755,13762,13765,13768],{},[35,13756,6635,13757],{},[182,13758,13761],{"href":13759,"rel":13760},"https:\u002F\u002Fallnewsapi.com\u002Fsignup",[732],"allnewsapi.com\u002Fsignup",[35,13763,13764],{},"Create your free account",[35,13766,13767],{},"Verify your email address",[35,13769,13770],{},"Get your API key from the dashboard",[94,13772,13774],{"id":13773},"_2-make-your-first-request","2. Make Your First Request",[12,13776,13777],{},"Once you have your API key, you can start making requests. Here's a simple example using JavaScript:",[198,13779,13781],{"className":1013,"code":13780,"language":1015,"meta":203,"style":203},"const API_KEY = 'your_api_key_here';\nconst API_URL = 'https:\u002F\u002Fapi.allnewsapi.com\u002Fv1\u002Fheadlines';\n\nasync function getHeadlines() {\n const response = await fetch(`${API_URL}?apikey=${API_KEY}&country=us`);\n const data = await response.json();\n console.log(data);\n}\n\ngetHeadlines();\n",[205,13782,13783,13787,13792,13796,13801,13806,13810,13815,13819,13823],{"__ignoreMap":203},[208,13784,13785],{"class":210,"line":211},[208,13786,10099],{},[208,13788,13789],{"class":210,"line":218},[208,13790,13791],{},"const API_URL = 'https:\u002F\u002Fapi.allnewsapi.com\u002Fv1\u002Fheadlines';\n",[208,13793,13794],{"class":210,"line":228},[208,13795,1092],{"emptyLinePlaceholder":866},[208,13797,13798],{"class":210,"line":236},[208,13799,13800],{},"async function getHeadlines() {\n",[208,13802,13803],{"class":210,"line":252},[208,13804,13805],{}," const response = await fetch(`${API_URL}?apikey=${API_KEY}&country=us`);\n",[208,13807,13808],{"class":210,"line":261},[208,13809,10130],{},[208,13811,13812],{"class":210,"line":269},[208,13813,13814],{}," console.log(data);\n",[208,13816,13817],{"class":210,"line":277},[208,13818,304],{},[208,13820,13821],{"class":210,"line":283},[208,13822,1092],{"emptyLinePlaceholder":866},[208,13824,13825],{"class":210,"line":289},[208,13826,13827],{},"getHeadlines();\n",[94,13829,13831],{"id":13830},"_3-explore-the-response","3. Explore the Response",[12,13833,13834],{},"The API returns a JSON response with the following structure:",[198,13836,13838],{"className":200,"code":13837,"language":202,"meta":203,"style":203},"{\n \"totalArticles\": 7199232,\n \"currentPage\": 1,\n \"articles\": [\n {\n \"title\": \"Breaking News Title\",\n \"description\": \"Article description...\",\n \"category\": \"technology\",\n \"content\": \"Full article content...\",\n \"country\": \"us\",\n \"region\": \"americas\",\n \"lang\": \"en\",\n \"sentiment\": \"neutral\",\n \"sentimentScores\": {\n \"negative\": 0.03,\n \"neutral\": 0.95,\n \"positive\": 0.02\n },\n \"url\": \"https:\u002F\u002Fexample.com\u002Farticle\",\n \"image\": \"https:\u002F\u002Fexample.com\u002Fimage.jpg\",\n \"publishedAt\": \"2024-12-01T10:00:00Z\",\n \"source\": {\n \"name\": \"News Source\",\n \"url\": \"https:\u002F\u002Fexample.com\"\n }\n }\n ],\n \"nextPage\": 2\n}\n",[205,13839,13840,13844,13856,13867,13874,13879,13891,13903,13915,13927,13939,13951,13962,13974,13981,13993,14005,14015,14019,14031,14043,14055,14062,14074,14084,14088,14092,14097,14107],{"__ignoreMap":203},[208,13841,13842],{"class":210,"line":211},[208,13843,215],{"class":214},[208,13845,13846,13849,13851,13854],{"class":210,"line":218},[208,13847,13848],{"class":221}," \"totalArticles\"",[208,13850,242],{"class":214},[208,13852,13853],{"class":221},"7199232",[208,13855,249],{"class":214},[208,13857,13858,13861,13863,13865],{"class":210,"line":228},[208,13859,13860],{"class":221}," \"currentPage\"",[208,13862,242],{"class":214},[208,13864,4980],{"class":221},[208,13866,249],{"class":214},[208,13868,13869,13872],{"class":210,"line":236},[208,13870,13871],{"class":221}," \"articles\"",[208,13873,258],{"class":214},[208,13875,13876],{"class":210,"line":252},[208,13877,13878],{"class":214}," {\n",[208,13880,13881,13884,13886,13889],{"class":210,"line":261},[208,13882,13883],{"class":221}," \"title\"",[208,13885,242],{"class":214},[208,13887,13888],{"class":245},"\"Breaking News Title\"",[208,13890,249],{"class":214},[208,13892,13893,13896,13898,13901],{"class":210,"line":269},[208,13894,13895],{"class":221}," \"description\"",[208,13897,242],{"class":214},[208,13899,13900],{"class":245},"\"Article description...\"",[208,13902,249],{"class":214},[208,13904,13905,13908,13910,13913],{"class":210,"line":277},[208,13906,13907],{"class":221}," \"category\"",[208,13909,242],{"class":214},[208,13911,13912],{"class":245},"\"technology\"",[208,13914,249],{"class":214},[208,13916,13917,13920,13922,13925],{"class":210,"line":283},[208,13918,13919],{"class":221}," \"content\"",[208,13921,242],{"class":214},[208,13923,13924],{"class":245},"\"Full article content...\"",[208,13926,249],{"class":214},[208,13928,13929,13932,13934,13937],{"class":210,"line":289},[208,13930,13931],{"class":221}," \"country\"",[208,13933,242],{"class":214},[208,13935,13936],{"class":245},"\"us\"",[208,13938,249],{"class":214},[208,13940,13941,13944,13946,13949],{"class":210,"line":295},[208,13942,13943],{"class":221}," \"region\"",[208,13945,242],{"class":214},[208,13947,13948],{"class":245},"\"americas\"",[208,13950,249],{"class":214},[208,13952,13953,13956,13958,13960],{"class":210,"line":301},[208,13954,13955],{"class":221}," \"lang\"",[208,13957,242],{"class":214},[208,13959,3309],{"class":245},[208,13961,249],{"class":214},[208,13963,13964,13967,13969,13972],{"class":210,"line":1078},[208,13965,13966],{"class":221}," \"sentiment\"",[208,13968,242],{"class":214},[208,13970,13971],{"class":245},"\"neutral\"",[208,13973,249],{"class":214},[208,13975,13976,13979],{"class":210,"line":1084},[208,13977,13978],{"class":221}," \"sentimentScores\"",[208,13980,225],{"class":214},[208,13982,13983,13986,13988,13991],{"class":210,"line":1089},[208,13984,13985],{"class":221}," \"negative\"",[208,13987,242],{"class":214},[208,13989,13990],{"class":221},"0.03",[208,13992,249],{"class":214},[208,13994,13995,13998,14000,14003],{"class":210,"line":1095},[208,13996,13997],{"class":221}," \"neutral\"",[208,13999,242],{"class":214},[208,14001,14002],{"class":221},"0.95",[208,14004,249],{"class":214},[208,14006,14007,14010,14012],{"class":210,"line":1481},[208,14008,14009],{"class":221}," \"positive\"",[208,14011,242],{"class":214},[208,14013,14014],{"class":221},"0.02\n",[208,14016,14017],{"class":210,"line":1501},[208,14018,12853],{"class":214},[208,14020,14021,14024,14026,14029],{"class":210,"line":1521},[208,14022,14023],{"class":221}," \"url\"",[208,14025,242],{"class":214},[208,14027,14028],{"class":245},"\"https:\u002F\u002Fexample.com\u002Farticle\"",[208,14030,249],{"class":214},[208,14032,14033,14036,14038,14041],{"class":210,"line":1541},[208,14034,14035],{"class":221}," \"image\"",[208,14037,242],{"class":214},[208,14039,14040],{"class":245},"\"https:\u002F\u002Fexample.com\u002Fimage.jpg\"",[208,14042,249],{"class":214},[208,14044,14045,14048,14050,14053],{"class":210,"line":1561},[208,14046,14047],{"class":221}," \"publishedAt\"",[208,14049,242],{"class":214},[208,14051,14052],{"class":245},"\"2024-12-01T10:00:00Z\"",[208,14054,249],{"class":214},[208,14056,14057,14060],{"class":210,"line":1581},[208,14058,14059],{"class":221}," \"source\"",[208,14061,225],{"class":214},[208,14063,14064,14067,14069,14072],{"class":210,"line":1601},[208,14065,14066],{"class":221}," \"name\"",[208,14068,242],{"class":214},[208,14070,14071],{"class":245},"\"News Source\"",[208,14073,249],{"class":214},[208,14075,14076,14079,14081],{"class":210,"line":1621},[208,14077,14078],{"class":221}," \"url\"",[208,14080,242],{"class":214},[208,14082,14083],{"class":245},"\"https:\u002F\u002Fexample.com\"\n",[208,14085,14086],{"class":210,"line":1641},[208,14087,7600],{"class":214},[208,14089,14090],{"class":210,"line":1661},[208,14091,292],{"class":214},[208,14093,14094],{"class":210,"line":1682},[208,14095,14096],{"class":214}," ],\n",[208,14098,14099,14102,14104],{"class":210,"line":1688},[208,14100,14101],{"class":221}," \"nextPage\"",[208,14103,242],{"class":214},[208,14105,14106],{"class":221},"2\n",[208,14108,14109],{"class":210,"line":1693},[208,14110,304],{"class":214},[21,14112,92],{"id":91},[94,14114,14116],{"id":14115},"multi-country-support","Multi-Country Support",[12,14118,14119],{},"Access news from 244 countries:",[198,14121,14123],{"className":1013,"code":14122,"language":1015,"meta":203,"style":203},"\u002F\u002F Get news from France\nfetch(`${API_URL}?apikey=${API_KEY}&country=fr`)\n\n\u002F\u002F Get news from Japan\nfetch(`${API_URL}?apikey=${API_KEY}&country=jp`)\n",[205,14124,14125,14130,14135,14139,14144],{"__ignoreMap":203},[208,14126,14127],{"class":210,"line":211},[208,14128,14129],{},"\u002F\u002F Get news from France\n",[208,14131,14132],{"class":210,"line":218},[208,14133,14134],{},"fetch(`${API_URL}?apikey=${API_KEY}&country=fr`)\n",[208,14136,14137],{"class":210,"line":228},[208,14138,1092],{"emptyLinePlaceholder":866},[208,14140,14141],{"class":210,"line":236},[208,14142,14143],{},"\u002F\u002F Get news from Japan\n",[208,14145,14146],{"class":210,"line":252},[208,14147,14148],{},"fetch(`${API_URL}?apikey=${API_KEY}&country=jp`)\n",[94,14150,14152],{"id":14151},"category-filtering","Category Filtering",[12,14154,14155],{},"Filter news by category:",[198,14157,14159],{"className":1013,"code":14158,"language":1015,"meta":203,"style":203},"\u002F\u002F Get technology news\nfetch(`${API_URL}?apikey=${API_KEY}&category=technology`)\n\n\u002F\u002F Get sports news\nfetch(`${API_URL}?apikey=${API_KEY}&category=sports`)\n",[205,14160,14161,14166,14171,14175,14180],{"__ignoreMap":203},[208,14162,14163],{"class":210,"line":211},[208,14164,14165],{},"\u002F\u002F Get technology news\n",[208,14167,14168],{"class":210,"line":218},[208,14169,14170],{},"fetch(`${API_URL}?apikey=${API_KEY}&category=technology`)\n",[208,14172,14173],{"class":210,"line":228},[208,14174,1092],{"emptyLinePlaceholder":866},[208,14176,14177],{"class":210,"line":236},[208,14178,14179],{},"\u002F\u002F Get sports news\n",[208,14181,14182],{"class":210,"line":252},[208,14183,14184],{},"fetch(`${API_URL}?apikey=${API_KEY}&category=sports`)\n",[94,14186,14188],{"id":14187},"search-functionality","Search Functionality",[12,14190,14191],{},"Search for specific topics:",[198,14193,14195],{"className":1013,"code":14194,"language":1015,"meta":203,"style":203},"\u002F\u002F Search for articles about AI\nfetch(`${API_URL}?apikey=${API_KEY}&q=artificial+intelligence`)\n",[205,14196,14197,14202],{"__ignoreMap":203},[208,14198,14199],{"class":210,"line":211},[208,14200,14201],{},"\u002F\u002F Search for articles about AI\n",[208,14203,14204],{"class":210,"line":218},[208,14205,14206],{},"fetch(`${API_URL}?apikey=${API_KEY}&q=artificial+intelligence`)\n",[21,14208,3421],{"id":3420},[693,14210,14211,14217,14223,14229],{},[35,14212,14213,14216],{},[16,14214,14215],{},"Cache responses"," - Store API responses to reduce unnecessary requests",[35,14218,14219,14222],{},[16,14220,14221],{},"Handle errors gracefully"," - Always check for error responses",[35,14224,14225,14228],{},[16,14226,14227],{},"Respect rate limits"," - Monitor your usage to stay within your plan limits",[35,14230,14231,14234],{},[16,14232,14233],{},"Use pagination"," - For large result sets, use pagination parameters",[21,14236,6643],{"id":6642},[12,14238,14239],{},"Now that you've made your first request, here are some things to explore:",[32,14241,14242,14248,14255],{},[35,14243,6671,14244,14247],{},[182,14245,14246],{"href":741},"API Documentation"," for detailed endpoint information",[35,14249,14250,14251,14254],{},"Explore different ",[182,14252,14253],{"href":686},"pricing plans"," to find the right fit",[35,14256,14257],{},"Join our community to share tips and get support",[21,14259,14261],{"id":14260},"need-help","Need Help?",[12,14263,14264],{},"If you have questions or need assistance:",[32,14266,14267,14273,14276],{},[35,14268,14269,14270],{},"Visit our ",[182,14271,14272],{"href":741},"documentation",[35,14274,14275],{},"Contact our support team",[35,14277,14278],{},"Check out our other blog posts for tips and tutorials",[12,14280,14281],{},"Happy coding! 🚀",[825,14283,14284],{},"html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}",{"title":203,"searchDepth":218,"depth":218,"links":14286},[14287,14288,14293,14298,14299,14300],{"id":13737,"depth":218,"text":13738},{"id":13744,"depth":218,"text":13745,"children":14289},[14290,14291,14292],{"id":13748,"depth":228,"text":13749},{"id":13773,"depth":228,"text":13774},{"id":13830,"depth":228,"text":13831},{"id":91,"depth":218,"text":92,"children":14294},[14295,14296,14297],{"id":14115,"depth":228,"text":14116},{"id":14151,"depth":228,"text":14152},{"id":14187,"depth":228,"text":14188},{"id":3420,"depth":218,"text":3421},{"id":6642,"depth":218,"text":6643},{"id":14260,"depth":218,"text":14261},"2021-12-01","Learn how to integrate AllNewsAPI into your application in just a few minutes and start accessing news data from around the world","\u002Fblog\u002Fgetting-started-with-allnewsapi.webp",{},{"title":9904,"description":14302},{"loc":9903},"blog\u002Fgetting-started-with-allnewsapi","guide","D0-g-cmTylQrhL_UoknFAMRCI1Ofdm8olt4JyHzencM",1783882207699]