{"id":90747,"date":"2025-01-01T04:30:50","date_gmt":"2025-01-01T01:00:50","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%a7%d8%ad%d8%b3%d8%a7\/"},"modified":"2025-01-01T04:30:50","modified_gmt":"2025-01-01T01:00:50","slug":"%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%a7%d8%ad%d8%b3%d8%a7","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%a7%d8%ad%d8%b3%d8%a7\/","title":{"rendered":"\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0633\u0647\u0627\u0645"},"content":{"rendered":"<div data-article-id=\"2183800\" id=\"article-body\">\n<blockquote>\n<p>&#8220;<em>\u0628\u0627\u0632\u0627\u0631 \u0633\u0647\u0627\u0645 \u067e\u0631 \u0627\u0632 \u0627\u0641\u0631\u0627\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0642\u06cc\u0645\u062a \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u0645\u06cc \u062f\u0627\u0646\u0646\u062f \u0627\u0645\u0627 \u0627\u0631\u0632\u0634 \u0647\u06cc\u0686 \u0686\u06cc\u0632 \u0631\u0627 \u0646\u0645\u06cc \u062f\u0627\u0646\u0646\u062f<\/em>&#8211; \u0641\u06cc\u0644\u06cc\u067e \u0641\u06cc\u0634\u0631<\/p>\n<\/blockquote>\n<p>\u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u062d\u0627\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a \u0648 \u062f\u0631 \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u060c \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0627\u0648\u0644\u06cc\u0647 \u062a\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0622\u0645\u0627\u0631\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627\u0632\u0627\u0631 \u0633\u0647\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u06cc\u06a9 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645 \u06a9\u0647 \u062a\u0633\u0644\u0637 \u0631\u0648 \u0628\u0647 \u0631\u0634\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0645\u0627\u0644\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646 \u062f\u0631 \u0627\u062f\u063a\u0627\u0645 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0627\u0646\u062c\u0627\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u0648\u0638\u0627\u06cc\u0641\u060c \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0645\u0627\u0644\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0639\u0646\u0627\u0648\u06cc\u0646 \u0627\u062e\u0628\u0627\u0631 \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0628\u0627\u0632\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0642\u062f\u0631\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP)\u060c \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0644\u062d\u0646 \u0627\u062d\u0633\u0627\u0633\u06cc \u0645\u0642\u0627\u0644\u0627\u062a \u062e\u0628\u0631\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06cc\u06a9 \u0633\u0647\u0627\u0645 \u062e\u0627\u0635 \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0647\u0645\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0631\u0645\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u0627\u0646 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0646\u062f \u0648 \u0628\u0647 \u0622\u0646\u0647\u0627 \u06a9\u0645\u06a9 \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\n<strong>\u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0633\u0631\u0645\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0622\u06af\u0627\u0647\u0627\u0646\u0647 \u062a\u0631\u06cc \u0628\u06af\u06cc\u0631\u06cc\u062f<\/strong>: \u0628\u0627 \u062f\u0631\u06a9 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u062d\u0627\u06a9\u0645 \u0628\u0631 \u0628\u0627\u0632\u0627\u0631\u060c \u0633\u0631\u0645\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0641\u0631\u0635\u062a \u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0631\u06cc\u0633\u06a9 \u0647\u0627 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u0646\u062f.<\/li>\n<li>\n<strong>\u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc \u0645\u0648\u062b\u0631\u062a\u0631\u06cc \u0631\u0627 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u06cc\u062f<\/strong>: \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc \u0627\u062f\u063a\u0627\u0645 \u06a9\u0631\u062f \u062a\u0627 \u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f \u0648 \u0628\u0627\u0644\u0642\u0648\u0647 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f.<\/li>\n<li>\n<strong>\u06cc\u06a9 \u0645\u0632\u06cc\u062a \u0631\u0642\u0627\u0628\u062a\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f<\/strong>: \u062a\u0637\u0628\u06cc\u0642 \u067e\u0630\u06cc\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0645\u06a9\u0627\u0646 \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0645\u0632\u06cc\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632 \u0645\u0627\u0644\u06cc \u0631\u0642\u0627\u0628\u062a\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">requests<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">nltk.sentiment.vader<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">SentimentIntensityAnalyzer<\/span>\n\n<span class=\"c1\"># THIS NEEDS TO BE INSTALLED\n# ---------------------------\n# import nltk\n# nltk.download('vader_lexicon')\n<\/span>\n<span class=\"c1\"># Function to fetch news headlines from a free API\n<\/span><span class=\"k\">def<\/span> <span class=\"nf\">get_news_headlines<\/span><span class=\"p\">(<\/span><span class=\"n\">ticker<\/span><span class=\"p\">):<\/span>\n    <span class=\"sh\">\"\"\"<\/span><span class=\"s\">\n    Fetches news headlines related to the given stock ticker from a free API.\n\n    Args:\n        ticker: Stock ticker symbol (e.g., <\/span><span class=\"sh\">'<\/span><span class=\"s\">AAPL<\/span><span class=\"sh\">'<\/span><span class=\"s\">, <\/span><span class=\"sh\">'<\/span><span class=\"s\">GOOG<\/span><span class=\"sh\">'<\/span><span class=\"s\">).\n\n    Returns:\n        A list of news headlines as strings.\n    <\/span><span class=\"sh\">\"\"\"<\/span>\n\n    <span class=\"c1\"># We are using the below free api from this website https:\/\/eodhd.com\/financial-apis\/stock-market-financial-news-api\n<\/span>    <span class=\"n\">url<\/span> <span class=\"o\">=<\/span> <span class=\"sa\">f<\/span><span class=\"sh\">'<\/span><span class=\"s\">https:\/\/eodhd.com\/api\/news?s=<\/span><span class=\"si\">{<\/span><span class=\"n\">ticker<\/span><span class=\"si\">}<\/span><span class=\"s\">.US&amp;offset=0&amp;limit=10&amp;api_token=demo&amp;fmt=json<\/span><span class=\"sh\">'<\/span>\n    <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">requests<\/span><span class=\"p\">.<\/span><span class=\"nf\">get<\/span><span class=\"p\">(<\/span><span class=\"n\">url<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"nf\">raise_for_status<\/span><span class=\"p\">()<\/span>  <span class=\"c1\"># Raise an exception for bad status codes\n<\/span>\n    <span class=\"k\">try<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"nf\">json<\/span><span class=\"p\">()<\/span>\n        <span class=\"c1\"># Extract the 'title' from each article\n<\/span>        <span class=\"n\">headlines<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"n\">article<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">title<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span> <span class=\"k\">for<\/span> <span class=\"n\">article<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">data<\/span><span class=\"p\">]<\/span>\n        <span class=\"k\">return<\/span> <span class=\"n\">headlines<\/span>\n    <span class=\"nf\">except <\/span><span class=\"p\">(<\/span><span class=\"nb\">KeyError<\/span><span class=\"p\">,<\/span> <span class=\"nb\">ValueError<\/span><span class=\"p\">,<\/span> <span class=\"nb\">TypeError<\/span><span class=\"p\">):<\/span>\n        <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Error parsing API response for <\/span><span class=\"si\">{<\/span><span class=\"n\">ticker<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n        <span class=\"k\">return<\/span> <span class=\"p\">[]<\/span>\n\n<span class=\"c1\"># Function to perform sentiment analysis on headlines\n<\/span><span class=\"k\">def<\/span> <span class=\"nf\">analyze_sentiment<\/span><span class=\"p\">(<\/span><span class=\"n\">headlines<\/span><span class=\"p\">):<\/span>\n    <span class=\"sh\">\"\"\"<\/span><span class=\"s\">\n    Performs sentiment analysis on a list of news headlines using VADER.\n\n    Args:\n        headlines: A list of news headlines as strings.\n\n    Returns:\n        A pandas DataFrame with columns for headline and sentiment scores (compound, positive, negative, neutral).\n    <\/span><span class=\"sh\">\"\"\"<\/span>\n\n    <span class=\"n\">sia<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">SentimentIntensityAnalyzer<\/span><span class=\"p\">()<\/span>\n    <span class=\"n\">sentiments<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n\n    <span class=\"k\">for<\/span> <span class=\"n\">headline<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">headlines<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">sentiment_scores<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sia<\/span><span class=\"p\">.<\/span><span class=\"nf\">polarity_scores<\/span><span class=\"p\">(<\/span><span class=\"n\">headline<\/span><span class=\"p\">)<\/span>\n        <span class=\"n\">sentiments<\/span><span class=\"p\">.<\/span><span class=\"nf\">append<\/span><span class=\"p\">([<\/span><span class=\"n\">headline<\/span><span class=\"p\">,<\/span> <span class=\"n\">sentiment_scores<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">compound<\/span><span class=\"sh\">'<\/span><span class=\"p\">],<\/span>\n                           <span class=\"n\">sentiment_scores<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">pos<\/span><span class=\"sh\">'<\/span><span class=\"p\">],<\/span> <span class=\"n\">sentiment_scores<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">neg<\/span><span class=\"sh\">'<\/span><span class=\"p\">],<\/span>\n                           <span class=\"n\">sentiment_scores<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">neu<\/span><span class=\"sh\">'<\/span><span class=\"p\">]])<\/span>\n\n    <span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"nc\">DataFrame<\/span><span class=\"p\">(<\/span><span class=\"n\">sentiments<\/span><span class=\"p\">,<\/span> <span class=\"n\">columns<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">Headline<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Compound<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Positive<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Negative<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Neutral<\/span><span class=\"sh\">'<\/span><span class=\"p\">])<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">df<\/span>\n\n<span class=\"c1\"># Main function\n<\/span><span class=\"k\">if<\/span> <span class=\"n\">__name__<\/span> <span class=\"o\">==<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">__main__<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span>\n\n    <span class=\"n\">ticker<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">input<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Enter stock ticker symbol: <\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">headlines<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">get_news_headlines<\/span><span class=\"p\">(<\/span><span class=\"n\">ticker<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"k\">if<\/span> <span class=\"n\">headlines<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">sentiment_df<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">analyze_sentiment<\/span><span class=\"p\">(<\/span><span class=\"n\">headlines<\/span><span class=\"p\">)<\/span>\n        <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">sentiment_df<\/span><span class=\"p\">)<\/span>\n\n        <span class=\"c1\"># Calculate average sentiment\n<\/span>        <span class=\"n\">average_sentiment<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sentiment_df<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">Compound<\/span><span class=\"sh\">'<\/span><span class=\"p\">].<\/span><span class=\"nf\">mean<\/span><span class=\"p\">()<\/span>\n        <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Average Sentiment for <\/span><span class=\"si\">{<\/span><span class=\"n\">ticker<\/span><span class=\"si\">}<\/span><span class=\"s\">: <\/span><span class=\"si\">{<\/span><span class=\"n\">average_sentiment<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n\n        <span class=\"c1\"># Further analysis and visualization can be added here\n<\/span>        <span class=\"c1\"># (e.g., plotting sentiment scores, identifying most positive\/negative headlines)\n<\/span>    <span class=\"k\">else<\/span><span class=\"p\">:<\/span>\n        <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">No news headlines found for <\/span><span class=\"si\">{<\/span><span class=\"n\">ticker<\/span><span class=\"si\">}<\/span><span class=\"s\">.<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062e\u0631\u0648\u062c\u06cc:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F1niuu0l22cd8ztbdn3bw.png\" alt=\"\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0633\u0647\u0627\u0645\" loading=\"lazy\" width=\"800\" height=\"301\" title=\"\"><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%a7%d8%ad%d8%b3%d8%a7\/#%D9%88%D8%A7%D8%B1%D8%AF%D8%A7%D8%AA\" >\u0648\u0627\u0631\u062f\u0627\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%a7%d8%ad%d8%b3%d8%a7\/#%D8%B1%D8%A7%D9%87_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%DB%8C\" >\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%a7%d8%ad%d8%b3%d8%a7\/#%D8%AA%D9%88%D8%A7%D8%A8%D8%B9\" >\u062a\u0648\u0627\u0628\u0639<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%a7%d8%ad%d8%b3%d8%a7\/#get_news_headlinesticker\" >get_news_headlines(ticker)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%a7%d8%ad%d8%b3%d8%a7\/#analyze_sentimentheadlines\" >analyze_sentiment(headlines)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%a7%d8%ad%d8%b3%d8%a7\/#%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A7%D8%B5%D9%84%DB%8C\" >\u0627\u062c\u0631\u0627\u06cc \u0627\u0635\u0644\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%a7%d8%ad%d8%b3%d8%a7\/#%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C\" >\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%88%D8%A7%D8%B1%D8%AF%D8%A7%D8%AA\"><\/span>\n<p>  \u0648\u0627\u0631\u062f\u0627\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\n<strong><code>requests<\/code><\/strong>: \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc HTTP \u0628\u0631\u0627\u06cc \u0648\u0627\u06a9\u0634\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06cc\u06a9 \u0648\u0628 API \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li>\n<strong><code>pandas<\/code><\/strong>: \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0642\u0627\u0644\u0628 DataFrame \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li>\n<strong><code>SentimentIntensityAnalyzer<\/code><\/strong>  \u0627\u0632 <code>nltk.sentiment.vader<\/code>: \u0627\u0628\u0632\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u06a9\u0647 \u0627\u0645\u062a\u06cc\u0627\u0632\u0627\u062a \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062a\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B1%D8%A7%D9%87_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%DB%8C\"><\/span>\n<p>  \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\n<strong>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc NLTK<\/strong>: \u0627\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0646\u0638\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0648\u0627\u0698\u06af\u0627\u0646 VADER \u0628\u0627\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 NLTK \u062f\u0627\u0646\u0644\u0648\u062f \u0634\u0648\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 <code>nltk.download('vader_lexicon')<\/code>.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D9%88%D8%A7%D8%A8%D8%B9\"><\/span>\n<p>  \u062a\u0648\u0627\u0628\u0639<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"get_news_headlinesticker\"><\/span>\n<p>  <code>get_news_headlines(ticker)<\/code><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0647\u062f\u0641<\/strong>: \u0639\u0646\u0627\u0648\u06cc\u0646 \u0627\u062e\u0628\u0627\u0631 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06cc\u06a9 \u0646\u0645\u0627\u062f \u0645\u0634\u062e\u0635 \u0633\u0647\u0627\u0645 \u0631\u0627 \u0648\u0627\u06a9\u0634\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<strong>\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627<\/strong>: <\/p>\n<ul>\n<li>\n<code>ticker<\/code>: \u0631\u0634\u062a\u0647 \u0627\u06cc \u06a9\u0647 \u0646\u0645\u0627\u062f \u0646\u0645\u0627\u062f \u0633\u0647\u0627\u0645 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c &#39;AAPL&#39; \u0628\u0631\u0627\u06cc \u0627\u067e\u0644).<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f<\/strong>: \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u0639\u0646\u0627\u0648\u06cc\u0646 \u0627\u062e\u0628\u0627\u0631 \u0628\u0647 \u0635\u0648\u0631\u062a \u0631\u0634\u062a\u0647 \u0627\u06cc.<\/li>\n<li>\n<p><strong>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc<\/strong>:<\/p>\n<ul>\n<li>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0634\u0627\u0646\u06af\u0631 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647\u060c \u06cc\u06a9 URL \u0628\u0631\u0627\u06cc \u06cc\u06a9 API \u0627\u062e\u0628\u0627\u0631 \u0641\u0631\u0636\u06cc \u0645\u06cc \u0633\u0627\u0632\u062f.<\/li>\n<li>\u06cc\u06a9 \u062f\u0631\u062e\u0648\u0627\u0633\u062a GET \u0631\u0627 \u0628\u0647 API \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0648\u0636\u0639\u06cc\u062a \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0645\u0648\u0641\u0642 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u067e\u0627\u0633\u062e JSON \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0633\u0631\u0641\u0635\u0644 \u0647\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u062e\u0637\u0627\u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u062f\u0631 \u062a\u062c\u0632\u06cc\u0647 \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0628\u0644\u0648\u06a9 try-except \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"analyze_sentimentheadlines\"><\/span>\n<p>  <code>analyze_sentiment(headlines)<\/code><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0647\u062f\u0641<\/strong>: \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0631\u0627 \u062f\u0631 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0639\u0646\u0627\u0648\u06cc\u0646 \u0627\u062e\u0628\u0627\u0631 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>\n<strong>\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627<\/strong>: <\/p>\n<ul>\n<li>\n<code>headlines<\/code>: \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u0631\u0634\u062a\u0647 \u0647\u0627 \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u06cc\u06a9 \u0639\u0646\u0648\u0627\u0646 \u062e\u0628\u0631\u06cc \u0627\u0633\u062a.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f<\/strong>: \u06cc\u06a9 DataFrame \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u062d\u0627\u0648\u06cc \u0633\u0631\u0641\u0635\u0644 \u0647\u0627 \u0648 \u0646\u0645\u0631\u0627\u062a \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0622\u0646\u0647\u0627 (\u062a\u0631\u06a9\u06cc\u0628\u060c \u0645\u062b\u0628\u062a\u060c \u0645\u0646\u0641\u06cc\u060c \u062e\u0646\u062b\u06cc).<\/li>\n<li>\n<p><strong>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc<\/strong>:<\/p>\n<ul>\n<li>SentimentIntensityAnalyzer \u0631\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u0631\u0648\u06cc \u0647\u0631 \u0639\u0646\u0648\u0627\u0646 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc \u0634\u0648\u062f\u060c \u0627\u0645\u062a\u06cc\u0627\u0632\u0627\u062a \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u0641\u0647\u0631\u0633\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0631\u0627 \u0628\u0647 DataFrame \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A7%D8%B5%D9%84%DB%8C\"><\/span>\n<p>  \u0627\u062c\u0631\u0627\u06cc \u0627\u0635\u0644\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u062f \u06a9\u0647 \u06cc\u06a9 \u0646\u0645\u0627\u062f \u0646\u0645\u0627\u062f \u0633\u0647\u0627\u0645 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u062f.<\/li>\n<li>\u062a\u0645\u0627\u0633 \u0645\u06cc \u06af\u06cc\u0631\u062f <code>get_news_headlines<\/code> \u0628\u0631\u0627\u06cc \u0648\u0627\u06a9\u0634\u06cc \u0639\u0646\u0627\u0648\u06cc\u0646 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0639\u0644\u0627\u0645\u062a \u062f\u0627\u062f\u0647 \u0634\u062f\u0647.<\/li>\n<li>\u0627\u06af\u0631 \u0639\u0646\u0627\u0648\u06cc\u0646 \u06cc\u0627\u0641\u062a \u0634\u0648\u0646\u062f\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f <code>analyze_sentiment<\/code>.<\/li>\n<li>DataFrame \u062d\u0627\u0635\u0644 \u0686\u0627\u067e \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0647\u0631 \u0639\u0646\u0648\u0627\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0645\u062a\u06cc\u0627\u0632\u0627\u062a \u0627\u062d\u0633\u0627\u0633\u06cc \u0622\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n<li>\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0627\u0645\u062a\u06cc\u0627\u0632 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0645\u0631\u06a9\u0628 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0631\u0641\u0635\u0644 \u0647\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0648 \u0686\u0627\u067e \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u0627\u06af\u0631 \u0647\u06cc\u0686 \u0639\u0646\u0648\u0627\u0646\u06cc \u067e\u06cc\u062f\u0627 \u0646\u0634\u062f\u060c \u067e\u06cc\u0627\u0645\u06cc \u0631\u0627 \u0686\u0627\u067e \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C\"><\/span>\n<p>  \u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0637\u0628\u06cc\u0642 \u067e\u0630\u06cc\u0631\u06cc \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0636\u0631\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062f\u0631\u0646 \u0648 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646 \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0633\u0627\u062f\u0647 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u062a\u062d\u0644\u06cc\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627\u0632\u0627\u0631 \u0633\u0647\u0627\u0645\u060c \u0628\u0631 \u0627\u0631\u0632\u0634 \u0622\u0646 \u062f\u0631 \u0628\u06cc\u0646 \u0635\u0646\u0627\u06cc\u0639 \u062a\u0627\u06a9\u06cc\u062f \u062f\u0627\u0631\u062f. \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u062a\u06a9\u0627\u0645\u0644 \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u0646\u0642\u0634 \u0622\u0646 \u062f\u0631 \u0627\u06cc\u062c\u0627\u062f \u0646\u0648\u0622\u0648\u0631\u06cc \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u062f\u0631 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u06cc\u0634 \u0627\u0632 \u067e\u06cc\u0634 \u06af\u0633\u062a\u0631\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f \u0648 \u062c\u0627\u06cc\u06af\u0627\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0633\u0646\u06af \u0628\u0646\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0641\u0646\u0627\u0648\u0631\u06cc \u0645\u0633\u062a\u062d\u06a9\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><em>\u062a\u0648\u062c\u0647: \u0645\u062d\u062a\u0648\u0627\u06cc \u0628\u0647 \u06a9\u0645\u06a9 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/em><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>&#8220;\u0628\u0627\u0632\u0627\u0631 \u0633\u0647\u0627\u0645 \u067e\u0631 \u0627\u0632 \u0627\u0641\u0631\u0627\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0642\u06cc\u0645\u062a \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u0645\u06cc \u062f\u0627\u0646\u0646\u062f \u0627\u0645\u0627 \u0627\u0631\u0632\u0634 \u0647\u06cc\u0686 \u0686\u06cc\u0632 \u0631\u0627 \u0646\u0645\u06cc \u062f\u0627\u0646\u0646\u062f&#8211; \u0641\u06cc\u0644\u06cc\u067e \u0641\u06cc\u0634\u0631 \u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u062d\u0627\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a \u0648 \u062f\u0631 \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u060c \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0627\u0648\u0644\u06cc\u0647 \u062a\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0622\u0645\u0627\u0631\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627\u0632\u0627\u0631 \u0633\u0647\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":90748,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media2.dev.to\/dynamic\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fz2vz3tdmitgyc2hm35yq.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-90747","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/90747","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=90747"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/90747\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/90748"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=90747"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=90747"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=90747"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}