{"id":16062,"date":"2024-01-20T08:45:31","date_gmt":"2024-01-20T05:15:31","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib\/"},"modified":"2024-01-20T08:45:31","modified_gmt":"2024-01-20T05:15:31","slug":"%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib\/","title":{"rendered":"\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc API \u0628\u0627 MongoDB\u060c Seaborn \u0648 Matplotlib"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><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:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib\/#mongodb_%d9%88_nosql\" >MongoDB \u0648 NoSQL<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib\/#api_%d9%87%d8%a7_%da%86%db%8c%d8%b3%d8%aa%d8%9f\" >API \u0647\u0627 \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib\/#%d8%a7%d8%b2_%da%86%d9%87_api_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%ae%d9%88%d8%a7%d9%87%db%8c%d9%85_%da%a9%d8%b1%d8%af%d8%9f\" >\u0627\u0632 \u0686\u0647 API \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib\/#%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-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib\/#%d8%a7%db%8c%d8%ac%d8%a7%d8%af_%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87_%d8%af%d8%a7%d8%af%d9%87_mongodb\" >\u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 MongoDB<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib\/#%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_api\" >\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 API<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib\/#%d8%aa%d8%ac%d8%b2%db%8c%d9%87_%d9%88_%d8%aa%d8%ad%d9%84%db%8c%d9%84_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\" >\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib\/#%d8%a7%d8%a8%d8%b1_%da%a9%d9%84%d9%85%d9%87\" >\u0627\u0628\u0631 \u06a9\u0644\u0645\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib\/#%d9%be%db%8c%d8%b4%d8%ae%d9%88%d8%a7%d9%86\" >\u067e\u06cc\u0634\u062e\u0648\u0627\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib\/#%d8%a8%d9%87_%d9%86%d8%a7%d9%85_entity_recognition\" >\u0628\u0647 \u0646\u0627\u0645 Entity Recognition<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib\/#%d8%aa%d8%b1%d8%b3%db%8c%d9%85_%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%b9%d8%af%d8%af%db%8c\" >\u062a\u0631\u0633\u06cc\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0639\u062f\u062f\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-api-%d8%a8%d8%a7-mongodb%d8%8c-seaborn-%d9%88-matplotlib\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 12<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0647\u0627\u0631\u062a\u06cc \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627 \u0628\u0631\u0627\u06cc \u0645\u0648\u0642\u0639\u06cc\u062a \u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0645\u06cc \u0634\u0648\u062f\u060c \u062a\u062c\u0631\u0628\u0647 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 NoSQL\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 MongoDB \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 API\u060c \u0630\u062e\u06cc\u0631\u0647 \u0622\u0646 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 MongoDB \u0648 \u0627\u0646\u062c\u0627\u0645 \u0628\u0631\u062e\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0642\u0628\u0644 \u0627\u0632 \u0648\u0631\u0648\u062f \u0628\u0647 \u06a9\u062f\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0644\u062d\u0638\u0647\u200c\u0627\u06cc \u0628\u0647 MongoDB \u0648 API\u0647\u0627 \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645 \u062a\u0627 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0628\u0631\u062e\u0648\u0631\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<h2 id=\"mongodbandnosql\"><span class=\"ez-toc-section\" id=\"mongodb_%d9%88_nosql\"><\/span>MongoDB \u0648 NoSQL<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>MongoDB<\/strong> \u0634\u06a9\u0644\u06cc \u0627\u0632 <em>\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 NoSQL<\/em>\u060c \u0627\u0645\u06a9\u0627\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0627\u0634\u06a9\u0627\u0644 \u063a\u06cc\u0631 \u0631\u0627\u0628\u0637\u0647 \u0627\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.  \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 NoSQL \u0628\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0622\u0646\u200c\u0647\u0627 \u0628\u0627 \u067e\u06cc\u0634\u200c\u0633\u0627\u0632\/\u0631\u0642\u06cc\u0628\u200c\u0647\u0627\u06cc\u0634\u0627\u0646 &#8211; \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 SQL \u0628\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0648\u062c\u0647 \u0642\u0627\u0628\u0644 \u062f\u0631\u06a9 \u0627\u0633\u062a.<\/p>\n<p><em>SQL<\/em> \u0645\u062e\u0641\u0641 <em>\u0632\u0628\u0627\u0646 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0633\u0627\u062e\u062a\u0627\u0631<\/em> \u0648 \u06cc\u06a9 \u0646\u0648\u0639 \u0627\u0628\u0632\u0627\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627\u0628\u0637\u0647 \u0627\u06cc \u0627\u0633\u062a.  \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627\u0628\u0637\u0647 \u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u06a9\u0644\u06cc\u062f\u0647\u0627 \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0647\u0631 \u0631\u062f\u06cc\u0641 \u062f\u0631 \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u062f\u0627\u062f\u0647 \u062f\u0627\u0631\u0627\u06cc \u06a9\u0644\u06cc\u062f \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u062e\u0648\u062f \u0627\u0633\u062a.  \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u062c\u0633\u062a\u062c\u0648\u06cc \u06a9\u0644\u06cc\u062f \u0645\u0631\u0628\u0648\u0637\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0631\u062f.  \u0627\u06cc\u0646\u06af\u0648\u0646\u0647 \u0627\u0633\u062a \u06a9\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 SQL \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f\u060c \u0627\u0645\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 NoSQL \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u063a\u06cc\u0631 \u0631\u0627\u0628\u0637\u0647 \u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n<p><em>NoSQL<\/em> \u0645\u062e\u0641\u0641 &#8220;\u0646\u0647 \u0641\u0642\u0637 SQL&#8221; \u0627\u0633\u062a\u060c \u06a9\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u06af\u0631\u0686\u0647 \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc SQL-esque \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc NoSQL \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u060c \u0627\u0645\u0627 \u0622\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0646\u06cc\u0632 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f \u06a9\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc SQL \u0628\u0627 \u0622\u0646\u0647\u0627 \u0645\u0634\u06a9\u0644 \u062f\u0627\u0631\u0646\u062f.  \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 NoSQL \u062f\u0627\u0631\u0627\u06cc \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u200c\u062a\u0631\u06cc \u0627\u0632 \u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0648 \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062f\u0642\u06cc\u0642 \u0645\u0631\u062a\u0628\u0637 \u0646\u06cc\u0633\u062a\u0646\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0631\u062f \u0648 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a\u200c\u0647\u0627 \u0631\u0627 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u06a9\u0631\u062f.  \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 NoSQL \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0641\u0632\u0648\u062f\u0646 \u06af\u0631\u0647 \u0647\u0627 \u06cc\u0627 \u0641\u06cc\u0644\u062f\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 SQL \u0633\u0627\u062f\u0647 \u062a\u0631 \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0641\u0631\u06cc\u0645\u0648\u0631\u06a9 \u0647\u0627\u06cc NoSQL \u0645\u062d\u0628\u0648\u0628 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.mongodb.com\/\">MongoDB<\/a>\u060c <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/orientdb.com\/\">OrientDB<\/a>\u060c <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/boilerbay.com\/\" class=\"broken_link\">InfinityDB<\/a>\u060c <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.aerospike.com\/\">\u0627\u0633\u067e\u0627\u06cc\u06a9 \u0647\u0648\u0627<\/a>\u060c \u0648 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/docs.microsoft.com\/en-us\/azure\/cosmos-db\/introduction\">CosmosDB<\/a>.  MongoDB \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u062e\u0627\u0635 NoSQL \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0627\u0633\u0646\u0627\u062f \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0633\u0646\u062f \u06af\u0631\u0627 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>MongoDB \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062a\u0637\u0628\u06cc\u0642 \u067e\u0630\u06cc\u0631\u06cc \u0648 \u0627\u062f\u063a\u0627\u0645 \u0622\u0633\u0627\u0646 \u0627\u0628\u0631\u06cc \u0622\u0646 \u0645\u062d\u0628\u0648\u0628 \u0627\u0633\u062a \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u062f.  MongoDB \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0631\u0645\u062a JSON \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 MongoDB \u0646\u06cc\u0632 \u0628\u0627 \u0641\u0631\u0645\u062a JSON \u0633\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f \u0648 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u06a9\u0647 \u0647\u0631 \u062f\u0648 \u062f\u0633\u062a\u0648\u0631 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u0647\u0633\u062a\u0646\u062f. \u0631\u0648\u06cc \u0628\u0627 \u0641\u0631\u0645\u062a JSON\u060c \u0628\u0647 \u062e\u0627\u0637\u0631 \u0633\u067e\u0631\u062f\u0646 \u0648 \u0646\u0648\u0634\u062a\u0646 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0628\u0631\u0627\u06cc MongoDB \u0633\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h2 id=\"whatareapis\"><span class=\"ez-toc-section\" id=\"api_%d9%87%d8%a7_%da%86%db%8c%d8%b3%d8%aa%d8%9f\"><\/span>API \u0647\u0627 \u0686\u06cc\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><em>API \u0647\u0627<\/em> \u0631\u0627\u0628\u0637 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0647\u0633\u062a\u0646\u062f \u0648 \u0648\u0638\u06cc\u0641\u0647 \u0622\u0646\u0647\u0627 \u062a\u0633\u0647\u06cc\u0644 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u06cc\u0646 \u06a9\u0644\u0627\u06cc\u0646\u062a \u0647\u0627 \u0648 \u0633\u0631\u0648\u0631\u0647\u0627 \u0627\u0633\u062a.  API\u0647\u0627 \u0627\u063a\u0644\u0628 \u0628\u0631\u0627\u06cc \u062a\u0633\u0647\u06cc\u0644 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062a\u0648\u0633\u0637 \u06a9\u0633\u0627\u0646\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u06a9\u0647 \u0628\u0627 \u0632\u0628\u0627\u0646 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0645\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>API\u0647\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0641\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u062c\u0631\u06cc\u0627\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0632 \u06cc\u06a9 \u0633\u0631\u0648\u0631 \u0628\u0627\u0634\u0646\u062f\u060c \u0648 \u0639\u0644\u0627\u0642\u0647\u200c\u0645\u0646\u062f\u0627\u0646 \u0628\u0647 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0622\u0646 \u0631\u0627 \u062a\u0634\u0648\u06cc\u0642 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u062a\u0627 \u0627\u0632 \u06a9\u0627\u0646\u0627\u0644\u200c\u0647\u0627\u06cc \u0631\u0633\u0645\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f\u060c \u0646\u0647 \u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0648\u0628 \u0627\u0633\u06a9\u0631\u0627\u067e\u0631.  \u0631\u0627\u06cc\u062c \u062a\u0631\u06cc\u0646 API \u0647\u0627 \u0628\u0631\u0627\u06cc \u0648\u0628 \u0633\u0627\u06cc\u062a \u0647\u0627 \u0647\u0633\u062a\u0646\u062f <em>\u0628\u0627\u0642\u06cc \u0645\u0627\u0646\u062f\u0647<\/em> API\u0647\u0627\u06cc (\u0627\u0646\u062a\u0642\u0627\u0644 \u0648\u0636\u0639\u06cc\u062a \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u06cc)\u060c \u06a9\u0647 \u0627\u0632 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627 \u0648 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f HTTP \u0628\u0631\u0627\u06cc \u0627\u0631\u0633\u0627\u0644\u060c \u062f\u0631\u06cc\u0627\u0641\u062a\u060c \u062d\u0630\u0641 \u0648 \u0627\u0635\u0644\u0627\u062d \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.  \u0645\u0627 \u0628\u0647 \u06cc\u06a9 REST API \u062f\u0633\u062a\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u0634\u062a \u0648 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0642\u0627\u0644\u0628 HTTP \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0627\u0631\u0627\u0626\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<h2 id=\"whatapiwillwebeusing\"><span class=\"ez-toc-section\" id=\"%d8%a7%d8%b2_%da%86%d9%87_api_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%ae%d9%88%d8%a7%d9%87%db%8c%d9%85_%da%a9%d8%b1%d8%af%d8%9f\"><\/span>\u0627\u0632 \u0686\u0647 API \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>API \u06a9\u0647 \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f\u060c API GameSpot \u0627\u0633\u062a.  GameSpot \u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0632\u0631\u06af\u062a\u0631\u06cc\u0646 \u0633\u0627\u06cc\u062a \u0647\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0628\u0627\u0632\u06cc \u0647\u0627\u06cc \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0627\u0633\u062a \u0631\u0648\u06cc \u0648\u0628 \u0648 API \u0622\u0646 \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u0633\u062a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.gamespot.com\/api\/\">\u0627\u06cc\u0646\u062c\u0627<\/a>.<\/p>\n<h2 id=\"gettingsetup\"><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>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639\u060c \u0628\u0627\u06cc\u062f \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u06cc\u06a9 \u06a9\u0644\u06cc\u062f API \u0628\u0631\u0627\u06cc GameSpot \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0627\u06cc\u062f \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 MongoDB \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0622\u0646 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0631\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f.  \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0646\u0635\u0628 Mongo \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/docs.mongodb.com\/manual\/installation\/\">\u0627\u06cc\u0646\u062c\u0627<\/a>.<\/p>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 PyMongo \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u0632\u06cc\u0631 \u0646\u0635\u0628 \u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install pymongo<\/span>\n<\/code><\/pre>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/docs.mongodb.com\/compass\/master\/install\/\">\u0642\u0637\u0628 \u0646\u0645\u0627 MongoDB<\/a> \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062c\u0646\u0628\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 MongoDB \u0631\u0627 \u0628\u0627 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u062a\u062c\u0633\u0645 \u0648 \u0648\u06cc\u0631\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/visualizing-analyzing-api-data-with-seaborn-and-matplotlib-1.png\" alt=\"\" title=\"\"><\/p>\n<h2 id=\"creatingthemongodbdatabase\"><span class=\"ez-toc-section\" id=\"%d8%a7%db%8c%d8%ac%d8%a7%d8%af_%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87_%d8%af%d8%a7%d8%af%d9%87_mongodb\"><\/span>\u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 MongoDB<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u067e\u0631\u0648\u0698\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 MongoDB \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645.  \u0627\u0628\u062a\u062f\u0627 \u0628\u0647 \u0648\u0627\u0631\u062f\u0627\u062a \u062e\u0648\u062f \u0631\u0633\u06cc\u062f\u06af\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u062e\u0648\u0628 import \u0631\u0627 <code>MongoClient<\/code> \u0627\u0632 PyMongo\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 <code>requests<\/code> \u0648 <code>pandas<\/code>:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pymongo <span class=\"hljs-keyword\">import<\/span> MongoClient\n<span class=\"hljs-keyword\">import<\/span> requests\n<span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n<\/code><\/pre>\n<p>\u0647\u0646\u06af\u0627\u0645 \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627 MongoDB\u060c \u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0645\u0634\u062a\u0631\u06cc \u0645\u062a\u0635\u0644 \u0634\u0648\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0627\u0632 \u0645\u0634\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">client = MongoClient(<span class=\"hljs-string\">'127.0.0.1'<\/span>, <span class=\"hljs-number\">27017<\/span>)\ndb_name = <span class=\"hljs-string\">'gamespot_reviews'<\/span>\n\n\ndb = client(db_name)\n<\/code><\/pre>\n<p>MongoDB \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0686\u0646\u062f\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0627\u06cc\u062f \u0646\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u0646\u06cc\u0632 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">\nreviews = db.reviews\n<\/code><\/pre>\n<p>\u062e\u0648\u062f\u0634\u0647.  \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u0627 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0645\u0627 \u0622\u0645\u0627\u062f\u0647 \u0627\u06cc\u0645 \u062a\u0627 \u0634\u0631\u0648\u0639 \u0628\u0647 \u062f\u0631\u062c \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0622\u0646 \u06a9\u0646\u06cc\u0645.  \u062e\u06cc\u0644\u06cc \u0633\u0627\u062f\u0647 \u0628\u0648\u062f\u060c \u0627\u06cc\u0646\u0637\u0648\u0631 \u0646\u06cc\u0633\u062a\u061f<\/p>\n<h2 id=\"usingtheapi\"><span class=\"ez-toc-section\" id=\"%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_api\"><\/span>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 API<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0627\u06a9\u0646\u0648\u0646 \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GameSpot API \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0633\u062a\u06cc\u0645.  \u0628\u0627 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0645\u0633\u062a\u0646\u062f\u0627\u062a API <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.gamespot.com\/api\/documentation\" class=\"broken_link\">\u0627\u06cc\u0646\u062c\u0627<\/a>\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0641\u0631\u0645\u062a\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u0645\u0627 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0622\u0646 \u0628\u0627\u0634\u062f \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0645\u0627 \u0628\u0627\u06cc\u062f \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u06cc\u06a9 URL \u067e\u0627\u06cc\u0647 \u06a9\u0647 \u062d\u0627\u0648\u06cc \u06a9\u0644\u06cc\u062f API \u0645\u0627 \u0627\u0633\u062a\u060c \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u0645.  API GameSpot \u0645\u0646\u0627\u0628\u0639 \u0645\u062a\u0639\u062f\u062f\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u0645.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0622\u0646\u0647\u0627 \u0645\u0646\u0628\u0639\u06cc \u062f\u0627\u0631\u0646\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0628\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0627\u0631\u06cc\u062e \u0627\u0646\u062a\u0634\u0627\u0631 \u0648 \u06a9\u0646\u0633\u0648\u0644\u200c\u0647\u0627 \u0631\u0627 \u0641\u0647\u0631\u0633\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u0627 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0622\u0646\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0628\u0627\u0632\u06cc\u200c\u0647\u0627 \u0639\u0644\u0627\u0642\u0647\u200c\u0645\u0646\u062f\u06cc\u0645 \u0648 \u0686\u0646\u062f \u0641\u06cc\u0644\u062f \u062e\u0627\u0635 \u0631\u0627 \u0627\u0632 \u0645\u0646\u0628\u0639 API \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0647\u0645\u0686\u0646\u06cc\u0646\u060c GameSpot \u0627\u0632 \u0634\u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u062f \u06a9\u0647 \u06cc\u06a9 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/User_agent\">\u0639\u0627\u0645\u0644 \u06a9\u0627\u0631\u0628\u0631<\/a> \u0634\u0646\u0627\u0633\u0647 \u0647\u0646\u06af\u0627\u0645 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u060c \u06a9\u0647 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0647\u062f\u0631 \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u0645 <code>requests<\/code> \u062a\u0627\u0628\u0639:<\/p>\n<pre><code class=\"hljs\">headers = {\n    <span class=\"hljs-string\">\"user_agent\"<\/span>: <span class=\"hljs-string\">\"(YOUR IDENTIFIER) API Access\"<\/span>\n}\n\ngames_base = <span class=\"hljs-string\">\"http:\/\/www.gamespot.com\/api\/reviews\/?api_key=(YOUR API KEY HERE)&amp;format=json\"<\/span>\n<\/code><\/pre>\n<p>\u0645\u0627 \u0641\u06cc\u0644\u062f\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0632\u06cc\u0631 \u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645: <code>id<\/code>\u060c <code>title<\/code>\u060c <code>score<\/code>\u060c <code>deck<\/code>\u060c <code>body<\/code>\u060c <code>good<\/code>\u060c <code>bad<\/code>:<\/p>\n<pre><code class=\"hljs\">review_fields = <span class=\"hljs-string\">\"id,title,score,deck,body,good,bad\"<\/span>\n<\/code><\/pre>\n<p>GameSpot \u0641\u0642\u0637 \u0627\u062c\u0627\u0632\u0647 \u0628\u0627\u0632\u06af\u0634\u062a 100 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0632\u0645\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.  \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644\u060c \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u062a\u0639\u062f\u0627\u062f \u0645\u0646\u0627\u0633\u0628\u06cc \u0627\u0632 \u0628\u0631\u0631\u0633\u06cc \u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644\u060c \u0628\u0627\u06cc\u062f \u0637\u06cc\u0641\u06cc \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u0648 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0622\u0646\u0647\u0627 \u062d\u0644\u0642\u0647 \u0628\u0632\u0646\u06cc\u0645 \u0648 100 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0632\u0645\u0627\u0646 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0647\u0631 \u0639\u062f\u062f\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.  \u0645\u0646 \u062a\u0635\u0645\u06cc\u0645 \u06af\u0631\u0641\u062a\u0645 \u0647\u0645\u0647 \u0646\u0638\u0631\u0627\u062a \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u0645\u060c \u06a9\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 14900 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">pages = <span class=\"hljs-built_in\">list<\/span>(<span class=\"hljs-built_in\">range<\/span>(<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">14900<\/span>))\npages_list = pages(<span class=\"hljs-number\">0<\/span>:<span class=\"hljs-number\">14900<\/span>:<span class=\"hljs-number\">100<\/span>)\n<\/code><\/pre>\n<p>\u0645\u0627 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 URL \u067e\u0627\u06cc\u0647\u060c \u0644\u06cc\u0633\u062a \u0641\u06cc\u0644\u062f\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u06cc\u0645\u060c \u06cc\u06a9 \u0637\u0631\u062d \u0645\u0631\u062a\u0628 \u0633\u0627\u0632\u06cc (\u0635\u0639\u0648\u062f\u06cc \u06cc\u0627 \u0646\u0632\u0648\u0644\u06cc) \u0648 offset \u0628\u0631\u0627\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u062d\u0644\u0642\u0647 \u0628\u0632\u0646\u06cc\u0645\u060c \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u0645\u060c \u0648 \u0633\u067e\u0633 \u0628\u0631\u0627\u06cc \u0647\u0631 100 \u0648\u0631\u0648\u062f\u06cc\u060c \u06cc\u06a9 URL \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">get_games<\/span>(<span class=\"hljs-params\">url_base, num_pages, fields, collection<\/span>):<\/span>\n\n    field_list = <span class=\"hljs-string\">\"&amp;field_list=\"<\/span> + fields + <span class=\"hljs-string\">\"&amp;sort=score:desc\"<\/span> + <span class=\"hljs-string\">\"&amp;offset=\"<\/span>\n\n    <span class=\"hljs-keyword\">for<\/span> page <span class=\"hljs-keyword\">in<\/span> num_pages:\n        url = url_base + field_list + <span class=\"hljs-built_in\">str<\/span>(page)\n        <span class=\"hljs-built_in\">print<\/span>(url)\n        response = requests.get(url, headers=headers).json()\n        <span class=\"hljs-built_in\">print<\/span>(response)\n        video_games = response(<span class=\"hljs-string\">'results'<\/span>)\n        <span class=\"hljs-keyword\">for<\/span> i <span class=\"hljs-keyword\">in<\/span> video_games:\n            collection.insert_one(i)\n            <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Data Inserted\"<\/span>)\n<\/code><\/pre>\n<p>\u0628\u0647 \u06cc\u0627\u062f \u0628\u06cc\u0627\u0648\u0631\u06cc\u062f \u06a9\u0647 MongoDB \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a JSON \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0628\u0627\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0627\u0633\u062e \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0631\u0645\u062a JSON \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u0645 <code>json()<\/code> \u0631\u0648\u0634.<\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 JSON \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0646\u062f\u060c \u0648\u06cc\u0698\u06af\u06cc &#8220;\u0646\u062a\u0627\u06cc\u062c&#8221; \u0631\u0627 \u0627\u0632 \u067e\u0627\u0633\u062e \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0628\u062e\u0634\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0648\u0627\u0642\u0639 \u062d\u0627\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0639\u0644\u0627\u0642\u0647 \u0645\u0627 \u0627\u0633\u062a.  \u0633\u067e\u0633 100 \u0646\u062a\u06cc\u062c\u0647 \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0645\u0631\u0648\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0639\u0628\u0627\u0631\u062a \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062e\u0648\u062f \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>insert_one()<\/code> \u062f\u0633\u062a\u0648\u0631 \u0627\u0632 PyMongo.  \u0634\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0647\u0645\u0647 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>insert_many()<\/code> \u0628\u062c\u0627\u06cc.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06a9\u0646\u0648\u0646 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">get_games(review_base, pages_list, review_fields, reviews)\n<\/code><\/pre>\n<p>\u0686\u0631\u0627 \u0645\u0627 \u0628\u0631\u0631\u0633\u06cc \u0646\u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0627 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0646\u062a\u0638\u0627\u0631 \u062f\u0627\u0631\u06cc\u0645 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u062f\u0631\u062c \u0634\u062f\u0647 \u0627\u0633\u062a\u061f  \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0648 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u0622\u0646 \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 Compass \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/visualizing-analyzing-api-data-with-seaborn-and-matplotlib-2.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u062f\u0631\u062c \u0634\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p>\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0648 print \u0622\u0646\u0647\u0627 \u0631\u0627  \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0645\u0627 \u0641\u0642\u0637 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u062e\u0627\u0644\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>.find()<\/code> \u0641\u0631\u0645\u0627\u0646 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 &#8220;\u0628\u0631\u0631\u0633\u06cc \u0647\u0627&#8221;.<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>find<\/code> \u062a\u0627\u0628\u0639 PyMongo\u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0628\u0627\u06cc\u062f \u0628\u0647 \u0635\u0648\u0631\u062a JSON \u0646\u06cc\u0632 \u0641\u0631\u0645\u062a \u0634\u0648\u062f.  \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0647 <code>find<\/code> \u062a\u0627\u0628\u0639 \u06cc\u06a9 \u0641\u06cc\u0644\u062f \u0648 \u0645\u0642\u062f\u0627\u0631 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a.<\/p>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636\u060c MongoDB \u0647\u0645\u06cc\u0634\u0647 \u0645\u0642\u062f\u0627\u0631 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f <code>_id<\/code> \u0641\u06cc\u0644\u062f (\u0641\u06cc\u0644\u062f ID \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f \u062e\u0648\u062f\u0634\u060c \u0646\u0647 \u0634\u0646\u0627\u0633\u0647\u200c\u0627\u06cc \u06a9\u0647 \u0627\u0632 GameSpot \u0628\u0631\u062f\u0627\u0634\u062a\u06cc\u0645)\u060c \u0627\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0622\u0646 \u0628\u06af\u0648\u06cc\u06cc\u0645 \u06a9\u0647 \u0628\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u06cc\u06a9 <code>0<\/code> \u0627\u0631\u0632\u0634.  \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u06cc\u0645\u060c \u0645\u0627\u0646\u0646\u062f <code>score<\/code> \u0641\u06cc\u0644\u062f \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u0628\u0627\u06cc\u062f a \u062f\u0627\u062f\u0647 \u0634\u0648\u062f <code>1<\/code> \u0627\u0631\u0632\u0634:<\/p>\n<pre><code class=\"hljs\">scores = ()\n\n<span class=\"hljs-keyword\">for<\/span> score <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">list<\/span>(reviews.find({}, {<span class=\"hljs-string\">\"_id\"<\/span>:<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-string\">\"score\"<\/span>: <span class=\"hljs-number\">1<\/span>})):\n    scores.append(score)\n\n<span class=\"hljs-built_in\">print<\/span>(scores(:<span class=\"hljs-number\">900<\/span>))\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u06a9\u0634\u06cc\u062f\u0647 \u0648 \u0686\u0627\u067e \u0634\u062f:<\/p>\n<pre><code class=\"hljs\">({'score': '10.0'}, {'score': '10.0'}, {'score': '10.0'}, {'score': '10.0'}, {'score': '10.0'}, {'score': '10.0'}, {'score': '10.0'}, {'score': '10.0'} ...\n<\/code><\/pre>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0646\u062a\u0627\u06cc\u062c \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0631\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Pandas \u0628\u0647 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0627\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">scores_data = pd.DataFrame(scores, index=<span class=\"hljs-literal\">None<\/span>)\n<span class=\"hljs-built_in\">print<\/span>(scores_data.head(<span class=\"hljs-number\">20<\/span>))\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0634\u062f:<\/p>\n<pre><code class=\"hljs\">   score\n0   10.0\n1   10.0\n2   10.0\n3   10.0\n4   10.0\n5   10.0\n6   10.0\n7   10.0\n8   10.0\n9   10.0\n10  10.0\n11  10.0\n12  10.0\n13  10.0\n14  10.0\n15  10.0\n16  10.0\n17   9.9\n18   9.9\n19   9.9\n<\/code><\/pre>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0631\u062e\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0644\u062d\u0638\u0647 \u0627\u06cc \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u0645 \u062a\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0637\u0648\u0631 \u0628\u0627\u0644\u0642\u0648\u0647 \u062f\u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u0631\u0627 \u0628\u0647 \u0647\u0645 \u0628\u067e\u06cc\u0648\u0646\u062f\u06cc\u0645.  \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u06af\u0641\u062a\u0647 \u0634\u062f\u060c GameSpot \u0645\u0646\u0627\u0628\u0639 \u0645\u062a\u0639\u062f\u062f\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u062f\u0627\u0631\u062f \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u0631\u0627 \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062f\u0648\u0645 \u0645\u0627\u0646\u0646\u062f \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 Games \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u0645.<\/p>\n<p>MongoDB \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 NoSQL \u0627\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0631\u062e\u0644\u0627\u0641 SQL \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0648 \u067e\u06cc\u0648\u0633\u062a\u0646 \u0641\u06cc\u0644\u062f\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0647 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u062a\u0627\u0628\u0639\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u067e\u06cc\u0648\u0646\u062f \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u062a\u0642\u0631\u06cc\u0628\u06cc \u06a9\u0646\u062f &#8211; <code>lookup()<\/code>.<\/p>\n<p>\u0631\u0627 <code>lookup()<\/code> \u062a\u0627\u0628\u0639 \u06cc\u06a9 \u0627\u062a\u0635\u0627\u0644 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u062a\u0642\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u060c \u06a9\u0647 \u0634\u0627\u0645\u0644 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0639\u0646\u0627\u0635\u0631 \u0631\u0627 \u0627\u0632 \u0622\u0646 \u0628\u067e\u06cc\u0648\u0646\u062f\u06cc\u062f\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0641\u06cc\u0644\u062f\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0632 \u0647\u0631 \u062f\u0648 \u0633\u0646\u062f \u0648\u0631\u0648\u062f\u06cc \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f (<code>localField<\/code>) \u0648 \u0627\u0633\u0646\u0627\u062f &#8220;\u0627\u0632&#8221; (<code>foreignField<\/code>).<\/p>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0634\u0645\u0627 \u06cc\u06a9 \u0646\u0627\u0645 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0627\u0633\u0646\u0627\u062f \u062e\u0627\u0631\u062c\u06cc \u0628\u0647 \u0622\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646\u0647\u0627 \u0628\u0627 \u0627\u06cc\u0646 \u0646\u0627\u0645 \u062c\u062f\u06cc\u062f \u062f\u0631 \u062c\u062f\u0648\u0644 \u067e\u0627\u0633\u062e \u067e\u0631\u0633\u0634 \u0645\u0627 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.  \u0627\u06af\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062f\u0648\u0645\u06cc \u0628\u0647 \u0646\u0627\u0645 \u062f\u0627\u0634\u062a\u06cc\u062f <code>games<\/code> \u0648 \u0645\u06cc \u062e\u0648\u0627\u0633\u062a\u0645 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0628\u0647 \u0647\u0645 \u0628\u067e\u06cc\u0648\u0646\u062f\u0645\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f:<\/p>\n<pre><code class=\"hljs\">pipeline = ({\n    <span class=\"hljs-string\">'$lookup'<\/span>: {\n        <span class=\"hljs-string\">'from'<\/span>: <span class=\"hljs-string\">'reviews'<\/span>,\n        <span class=\"hljs-string\">'localField'<\/span>: <span class=\"hljs-string\">'id'<\/span>,\n        <span class=\"hljs-string\">'foreignField'<\/span>: <span class=\"hljs-string\">'score'<\/span>,\n        <span class=\"hljs-string\">'as'<\/span>: <span class=\"hljs-string\">'score'<\/span>\n    }\n},)\n\n<span class=\"hljs-keyword\">for<\/span> doc <span class=\"hljs-keyword\">in<\/span> (games.aggregate(pipeline)):\n    <span class=\"hljs-built_in\">print<\/span>(doc)\n<\/code><\/pre>\n<h2 id=\"analyzingthedata\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%ac%d8%b2%db%8c%d9%87_%d9%88_%d8%aa%d8%ad%d9%84%db%8c%d9%84_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\"><\/span>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u062a\u062c\u0633\u0645 \u0628\u0631\u062e\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062c\u062f\u06cc\u062f \u062e\u0648\u062f \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u0645 \u06a9\u0647 \u0647\u0645\u0647 \u062a\u0648\u0627\u0628\u0639 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0631\u0627 \u062f\u0627\u0631\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pymongo <span class=\"hljs-keyword\">import<\/span> MongoClient\n<span class=\"hljs-keyword\">import<\/span> pymongo\n<span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n<span class=\"hljs-keyword\">from<\/span> bs4 <span class=\"hljs-keyword\">import<\/span> BeautifulSoup\n<span class=\"hljs-keyword\">import<\/span> re\n<span class=\"hljs-keyword\">from<\/span> nltk.corpus <span class=\"hljs-keyword\">import<\/span> stopwords\n<span class=\"hljs-keyword\">from<\/span> wordcloud <span class=\"hljs-keyword\">import<\/span> WordCloud\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<span class=\"hljs-keyword\">from<\/span> collections <span class=\"hljs-keyword\">import<\/span> Counter\n<span class=\"hljs-keyword\">import<\/span> string\n<span class=\"hljs-keyword\">import<\/span> en_core_web_sm\n<span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns\n<\/code><\/pre>\n<p>\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u062e\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0628\u0631\u0631\u0633\u06cc\u200c\u0647\u0627\u06cc \u0628\u0627\u0632\u06cc GameSpot \u0631\u0627 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u0645.  \u0645\u0627 \u0622\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u062f\u0627\u0631\u06cc\u0645\u060c \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc 40 \u0628\u0631\u0631\u0633\u06cc \u0628\u0631\u062a\u0631 (\u06cc\u0627 \u0647\u0631 \u0639\u062f\u062f\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f) \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645 <code>find()<\/code> \u0645\u0627\u0646\u0646\u062f \u0642\u0628\u0644 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0627\u0645\u0627 \u0627\u06cc\u0646 \u0628\u0627\u0631 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0631\u062a\u0628 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645 <code>score<\/code> \u0645\u062a\u063a\u06cc\u0631 \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0646\u0632\u0648\u0644\u06cc \u0645\u0631\u062a\u0628 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">d_name = <span class=\"hljs-string\">'gamespot_reviews'<\/span>\ncollection_name = <span class=\"hljs-string\">'gamespot'<\/span>\n\nclient = MongoClient(<span class=\"hljs-string\">'127.0.0.1'<\/span>, <span class=\"hljs-number\">27017<\/span>)\ndb = client(d_name)\n\nreviews = db.reviews\nreview_bodies = ()\n\n<span class=\"hljs-keyword\">for<\/span> body <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">list<\/span>(reviews.find({}, {<span class=\"hljs-string\">\"_id\"<\/span>:<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-string\">\"body\"<\/span>: <span class=\"hljs-number\">1<\/span>}).sort(<span class=\"hljs-string\">\"score\"<\/span>, pymongo.DESCENDING).limit(<span class=\"hljs-number\">40<\/span>)):\n    review_bodies.append(body)\n<\/code><\/pre>\n<p>\u0645\u0627 \u0622\u0646 \u067e\u0627\u0633\u062e \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0642\u0627\u0628 \u062f\u0627\u062f\u0647 \u067e\u0627\u0646\u062f\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0633\u067e\u0633 \u062a\u0645\u0627\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0627\u062e\u0644 \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>&lt;p&gt;<\/code> \u062a\u06af HTML \u062d\u0627\u0648\u06cc \u0645\u062a\u0646 \u0628\u0631\u0631\u0633\u06cc\u060c \u06a9\u0647 \u0645\u0627 \u0628\u0627 \u0622\u0646 \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.crummy.com\/software\/BeautifulSoup\/bs4\/doc\/\" class=\"broken_link\">\u0633\u0648\u067e \u0632\u06cc\u0628\u0627<\/a>:<\/p>\n<pre><code class=\"hljs\">reviews_data = pd.DataFrame(review_bodies, index=<span class=\"hljs-literal\">None<\/span>)\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">extract_comments<\/span>(<span class=\"hljs-params\"><span class=\"hljs-built_in\">input<\/span><\/span>):<\/span>\n    soup = BeautifulSoup(<span class=\"hljs-built_in\">str<\/span>(<span class=\"hljs-built_in\">input<\/span>), <span class=\"hljs-string\">\"html.parser\"<\/span>)\n    comments = soup.find_all(<span class=\"hljs-string\">'p'<\/span>)\n    <span class=\"hljs-keyword\">return<\/span> comments\n\nreview_entries = extract_comments(<span class=\"hljs-built_in\">str<\/span>(review_bodies))\n<span class=\"hljs-built_in\">print<\/span>(review_entries(:<span class=\"hljs-number\">500<\/span>))\n<\/code><\/pre>\n<p>\u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f <code>print<\/code> \u0628\u06cc\u0627\u0646\u06cc\u0647 \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 \u0645\u062a\u0646 \u0628\u0631\u0631\u0633\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">(&lt;p&gt;For anyone who hasn<span class=\"hljs-string\">'t actually seen the game \u0631\u0648\u06cc a TV right in front of them, the screenshots look too good to be true. In fact, when you see NFL 2K for the first time right in front of you...)\n<\/span><\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646 \u0628\u0627\u0632\u0628\u06cc\u0646\u06cc \u0631\u0627 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u062f\u0627\u0631\u06cc\u0645\u060c \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0686\u0646\u062f \u0631\u0648\u0634 \u0645\u062e\u062a\u0644\u0641 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u0645.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0633\u0639\u06cc \u06a9\u0646\u06cc\u0645 \u0634\u0647\u0648\u062f\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0646\u0648\u0627\u0639 \u06a9\u0644\u0645\u0627\u062a\u06cc \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062f\u0631 40 \u0628\u0631\u0631\u0633\u06cc \u0628\u0631\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645.  \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645:<\/p>\n<ul>\n<li>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u06cc\u06a9 \u0627\u0628\u0631 \u06a9\u0644\u0645\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645<\/li>\n<li>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0647\u0645\u0647 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0634\u0645\u0627\u0631\u06cc\u0645 \u0648 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062a\u0639\u062f\u0627\u062f \u0648\u0642\u0648\u0639 \u0622\u0646\u0647\u0627 \u0645\u0631\u062a\u0628 \u06a9\u0646\u06cc\u0645<\/li>\n<li>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0646\u062c\u0627\u0645 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Named-entity_recognition\">\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647<\/a><\/li>\n<\/ul>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0647\u0631 \u06af\u0648\u0646\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645\u060c \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0627\u0632 \u0642\u0628\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645.  \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0647\u0646\u0648\u0632 \u0645\u0645\u0644\u0648 \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0648 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u063a\u06cc\u0631\u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0627\u0633\u062a \u0648 \u0645\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u062a\u0646 \u062e\u0627\u0645 \u0646\u0638\u0631\u0627\u062a \u0628\u0631\u0631\u0633\u06cc\u060c \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u0645.  \u0645\u0627 \u0627\u0632 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645 \u0628\u0631\u0627\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u063a\u06cc\u0631 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0628\u0627 \u0641\u0636\u0627\u0647\u0627\u06cc \u062e\u0627\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p>\u0645\u0627 \u0646\u06cc\u0632 \u0627\u0632 \u0628\u0631\u062e\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <em>\u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0645\u062a\u0648\u0642\u0641 \u06a9\u0646\u06cc\u062f<\/em> \u0627\u0632 NLTK (\u06a9\u0644\u0645\u0627\u062a \u0628\u0633\u06cc\u0627\u0631 \u0631\u0627\u06cc\u062c\u06cc \u06a9\u0647 \u0645\u0639\u0646\u0627\u06cc \u06a9\u0645\u06cc \u0628\u0647 \u0645\u062a\u0646 \u0645\u0627 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f) \u0648 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u0644\u06cc\u0633\u062a\u06cc \u0628\u0631\u0627\u06cc \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0647\u0645\u0647 \u06a9\u0644\u0645\u0627\u062a \u0648 \u0633\u067e\u0633 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0622\u0646 \u0644\u06cc\u0633\u062a \u062a\u0646\u0647\u0627 \u062f\u0631 \u0635\u0648\u0631\u062a\u06cc \u06a9\u0647 \u062f\u0631 \u0644\u06cc\u0633\u062a \u06a9\u0644\u0645\u0627\u062a \u062a\u0648\u0642\u0641 \u0645\u0627 \u0646\u0628\u0627\u0634\u0646\u062f\u060c \u0622\u0646\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0645\u062a\u0646 \u062e\u0648\u062f \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f.<\/p>\n<h3 id=\"wordcloud\"><span class=\"ez-toc-section\" id=\"%d8%a7%d8%a8%d8%b1_%da%a9%d9%84%d9%85%d9%87\"><\/span>\u0627\u0628\u0631 \u06a9\u0644\u0645\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0645\u0631\u0648\u0631 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645.  \u0627\u06af\u0631 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u062a\u0648\u0644\u06cc\u062f \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0632\u0631\u06af \u0628\u0627\u0634\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0634\u06a9\u0644\u0627\u062a\u06cc \u0631\u0627 \u0628\u0627 \u06a9\u0644\u0645\u0647 \u0627\u0628\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u0646 5000 \u06a9\u0644\u0645\u0647 \u0627\u0648\u0644 \u0631\u0627 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0645:<\/p>\n<pre><code class=\"hljs\">stop_words = <span class=\"hljs-built_in\">set<\/span>(stopwords.words(<span class=\"hljs-string\">'english'<\/span>))\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">filter_entries<\/span>(<span class=\"hljs-params\">entries, stopwords<\/span>):<\/span>\n\n    text_entries = BeautifulSoup(<span class=\"hljs-built_in\">str<\/span>(entries), <span class=\"hljs-string\">\"lxml\"<\/span>).text\n    subbed_entries = re.sub(<span class=\"hljs-string\">'(^A-Za-z0-9)+'<\/span>, <span class=\"hljs-string\">' '<\/span>, text_entries)\n    split_entries = subbed_entries.split()\n\n    stop_words = stopwords\n\n    entries_words = ()\n\n    <span class=\"hljs-keyword\">for<\/span> word <span class=\"hljs-keyword\">in<\/span> split_entries:\n        <span class=\"hljs-keyword\">if<\/span> word <span class=\"hljs-keyword\">not<\/span> <span class=\"hljs-keyword\">in<\/span> stop_words:\n            entries_words.append(word)\n\n    <span class=\"hljs-keyword\">return<\/span> entries_words\n\nreview_words = filter_entries(review_entries, stop_words)\nreview_words = review_words(<span class=\"hljs-number\">5000<\/span>:)\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u06cc\u06a9 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u0645 <em>\u0627\u0628\u0631 \u06a9\u0644\u0645\u0647<\/em> \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 WordCloud \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/amueller.github.io\/word_cloud\/\">\u0627\u06cc\u0646\u062c\u0627 \u067e\u06cc\u062f\u0627 \u0634\u062f<\/a>.<\/p>\n<p>\u0627\u06cc\u0646 \u06a9\u0644\u0645\u0647 \u0627\u0628\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0631\u0627 \u0628\u0647 \u0645\u0627 \u0645\u06cc \u062f\u0647\u062f \u0631\u0648\u06cc \u0686\u0647 \u0646\u0648\u0639 \u06a9\u0644\u0645\u0627\u062a\u06cc \u0645\u0639\u0645\u0648\u0644\u0627 \u062f\u0631 \u0628\u0631\u0631\u0633\u06cc \u0647\u0627\u06cc \u0628\u0631\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/visualizing-analyzing-api-data-with-seaborn-and-matplotlib-3.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0645\u062a\u0623\u0633\u0641\u0627\u0646\u0647 \u0647\u0646\u0648\u0632 \u067e\u0631 \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627\u06cc\u062c \u0627\u0633\u062a\u060c \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u06a9\u0644\u0645\u0627\u062a \u0645\u0631\u0648\u0631\u06cc \u0628\u0627 \u06cc\u06a9 \u0637\u0631\u062d \u0641\u06cc\u0644\u062a\u0631 TF-IDF \u0627\u06cc\u062f\u0647 \u062e\u0648\u0628\u06cc \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u0627\u0647\u062f\u0627\u0641 \u0627\u06cc\u0646 \u0646\u0645\u0627\u06cc\u0634 \u0633\u0627\u062f\u0647\u060c \u0627\u06cc\u0646 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u062e\u0648\u0628 \u0627\u0633\u062a.<\/p>\n<p>\u0645\u0627 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0641\u0627\u0647\u06cc\u0645\u06cc \u062f\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u0646\u0642\u062f \u0628\u0627\u0632\u06cc \u0647\u0627 \u0635\u062d\u0628\u062a \u0645\u06cc \u0634\u0648\u062f: \u06af\u06cc\u0645 \u067e\u0644\u06cc\u060c \u062f\u0627\u0633\u062a\u0627\u0646\u060c \u0634\u062e\u0635\u06cc\u062a \u0647\u0627\u060c \u062c\u0647\u0627\u0646\u060c \u0627\u06a9\u0634\u0646\u060c \u0645\u06a9\u0627\u0646 \u0647\u0627 \u0648 \u063a\u06cc\u0631\u0647.<\/p>\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0631\u0627\u06cc \u062e\u0648\u062f\u0645\u0627\u0646 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062f\u0631 \u0628\u0631\u0631\u0633\u06cc \u0628\u0627\u0632\u06cc \u0647\u0627 \u0628\u0627 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 40 \u0628\u0631\u0631\u0633\u06cc \u0628\u0631\u062a\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u06cc\u0627\u0641\u062a \u0645\u06cc \u0634\u0648\u0646\u062f: \u0645\u0627\u06cc\u06a9 \u0645\u0627\u0647\u0627\u0631\u062f\u06cc. <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.gamespot.com\/reviews\/uncharted-4-a-thiefs-end-review\/1900-6416423\/\">\u0646\u0642\u062f \u0648 \u0628\u0631\u0631\u0633\u06cc Uncharted 4<\/a>:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/visualizing-analyzing-api-data-with-seaborn-and-matplotlib-4.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0645\u0637\u0645\u0626\u0646\u0627\u064b\u060c \u0627\u06cc\u0646 \u0628\u0631\u0631\u0633\u06cc \u0628\u0647 \u0627\u06a9\u0634\u0646\u060c \u06af\u06cc\u0645 \u067e\u0644\u06cc\u060c \u0634\u062e\u0635\u06cc\u062a \u0647\u0627 \u0648 \u062f\u0627\u0633\u062a\u0627\u0646 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u062f.<\/p>\n<p>\u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0645\u0627 \u0634\u0647\u0648\u062f\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u0648\u0631\u0647\u0627 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0638\u0627\u0647\u0631 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0627\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0639\u062f\u0627\u062f \u062f\u0641\u0639\u0627\u062a \u0646\u0645\u0627\u06cc\u0634 \u06a9\u0644\u0645\u0627\u062a \u062e\u0627\u0635 \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0634\u0645\u0627\u0631\u06cc\u0645.<\/p>\n<h3 id=\"counter\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%b4%d8%ae%d9%88%d8%a7%d9%86\"><\/span>\u067e\u06cc\u0634\u062e\u0648\u0627\u0646<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u0631\u0627\u06cc\u062c\u200c\u062a\u0631\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0627 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u062f\u0646 \u06a9\u0644\u0645\u0627\u062a \u0648 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0622\u0646\u0647\u0627 \u0628\u0647 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u0627\u062a \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062a\u0639\u062f\u0627\u062f \u0641\u0631\u062f\u06cc \u0622\u0646\u0647\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645\u060c \u06a9\u0647 \u0647\u0631 \u0628\u0627\u0631 \u06a9\u0647 \u0647\u0645\u0627\u0646 \u06a9\u0644\u0645\u0647 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f.<\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0622\u0646 \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>Counter<\/code> \u0648 <code>most_common()<\/code> \u062a\u0627\u0628\u0639:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">get_word_counts<\/span>(<span class=\"hljs-params\">words_list<\/span>):<\/span>\n    word_count = {}\n\n    <span class=\"hljs-keyword\">for<\/span> word <span class=\"hljs-keyword\">in<\/span> words_list:\n        word = word.translate(translator).lower()\n        <span class=\"hljs-keyword\">if<\/span> word <span class=\"hljs-keyword\">not<\/span> <span class=\"hljs-keyword\">in<\/span> stop_words:\n            <span class=\"hljs-keyword\">if<\/span> word <span class=\"hljs-keyword\">not<\/span> <span class=\"hljs-keyword\">in<\/span> word_count:\n                word_count(word) = <span class=\"hljs-number\">1<\/span>\n            <span class=\"hljs-keyword\">else<\/span>:\n                word_count(word) += <span class=\"hljs-number\">1<\/span>\n\n    <span class=\"hljs-keyword\">return<\/span> word_count\n\nreview_word_count = get_word_counts(review_words)\nreview_word_count = Counter(review_word_count)\nreview_list = review_word_count.most_common()\n<span class=\"hljs-built_in\">print<\/span>(review_list)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0634\u0645\u0627\u0631\u0634 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0631\u0627\u06cc\u062c \u062a\u0631\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">(('game', 1231), ('one', 405), ('also', 308), ('time', 293), ('games', 289), ('like', 285), ('get', 278), ('even', 271), ('well', 224), ('much', 212), ('new', 200), ('play', 199), ('level', 195), ('different', 195), ('players', 193) ...)\n<\/code><\/pre>\n<h3 id=\"namedentityrecognition\"><span class=\"ez-toc-section\" id=\"%d8%a8%d9%87_%d9%86%d8%a7%d9%85_entity_recognition\"><\/span>\u0628\u0647 \u0646\u0627\u0645 Entity Recognition<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645 <code>en_core_web_sm<\/code>\u060c \u06cc\u06a9 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/spacy.io\/usage\/models\">\u0641\u0636\u0627\u06cc\u06cc<\/a>.  \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u062e\u062a\u0644\u0641 \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f \u0641\u0647\u0631\u0633\u062a \u0634\u062f\u0647 \u0627\u0633\u062a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/spacy.io\/api\/annotation\">\u0627\u06cc\u0646\u062c\u0627<\/a>.<\/p>\n<p>\u0645\u0627 \u0628\u0627\u06cc\u062f \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627 \u0648 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0627\u0632 \u0633\u0646\u062f (\u0641\u0647\u0631\u0633\u062a \u06a9\u0644\u0645\u0627\u062a) \u0628\u06af\u06cc\u0631\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">doc = nlp(<span class=\"hljs-built_in\">str<\/span>(review_words))\nlabels = (x.label_ <span class=\"hljs-keyword\">for<\/span> x <span class=\"hljs-keyword\">in<\/span> doc.ents)\nitems = (x.text <span class=\"hljs-keyword\">for<\/span> x <span class=\"hljs-keyword\">in<\/span> doc.ents)\n<\/code><\/pre>\n<p>\u0645\u0627 \u0645\u06cc\u062a\u0648\u0627\u0646\u06cc\u0645 print \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u06cc\u0627\u0641\u062a \u0634\u062f\u0647 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f\u06cc \u0627\u0632 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627.<\/p>\n<pre><code class=\"hljs\">\n<span class=\"hljs-built_in\">print<\/span>(((X.text, X.label_) <span class=\"hljs-keyword\">for<\/span> X <span class=\"hljs-keyword\">in<\/span> doc.ents))\n\n\n<span class=\"hljs-built_in\">print<\/span>(Counter(labels))\n\n\n<span class=\"hljs-built_in\">print<\/span>(Counter(items).most_common(<span class=\"hljs-number\">20<\/span>))\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0686\u0627\u067e \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">((<span class=\"hljs-string\">'Nintendo'<\/span>, <span class=\"hljs-string\">'ORG'<\/span>), (<span class=\"hljs-string\">'NES'<\/span>, <span class=\"hljs-string\">'ORG'<\/span>), (<span class=\"hljs-string\">'Super'<\/span>, <span class=\"hljs-string\">'WORK_OF_ART'<\/span>), (<span class=\"hljs-string\">'Mario'<\/span>, <span class=\"hljs-string\">'PERSON'<\/span>), (<span class=\"hljs-string\">'15'<\/span>, <span class=\"hljs-string\">'CARDINAL'<\/span>), (<span class=\"hljs-string\">'Super'<\/span>, <span class=\"hljs-string\">'WORK_OF_ART'<\/span>), (<span class=\"hljs-string\">'Mario'<\/span>, <span class=\"hljs-string\">'PERSON'<\/span>), (<span class=\"hljs-string\">'Super'<\/span>, <span class=\"hljs-string\">'WORK_OF_ART'<\/span>) ...)\n\nCounter({<span class=\"hljs-string\">'PERSON'<\/span>: <span class=\"hljs-number\">1227<\/span>, <span class=\"hljs-string\">'CARDINAL'<\/span>: <span class=\"hljs-number\">496<\/span>, <span class=\"hljs-string\">'ORG'<\/span>: <span class=\"hljs-number\">478<\/span>, <span class=\"hljs-string\">'WORK_OF_ART'<\/span>: <span class=\"hljs-number\">204<\/span>, <span class=\"hljs-string\">'ORDINAL'<\/span>: <span class=\"hljs-number\">200<\/span>, <span class=\"hljs-string\">'NORP'<\/span>: <span class=\"hljs-number\">110<\/span>, <span class=\"hljs-string\">'PRODUCT'<\/span>: <span class=\"hljs-number\">88<\/span>, <span class=\"hljs-string\">'GPE'<\/span>: <span class=\"hljs-number\">63<\/span>, <span class=\"hljs-string\">'TIME'<\/span>: <span class=\"hljs-number\">12<\/span>, <span class=\"hljs-string\">'DATE'<\/span>: <span class=\"hljs-number\">12<\/span>, <span class=\"hljs-string\">'LOC'<\/span>: <span class=\"hljs-number\">12<\/span>, <span class=\"hljs-string\">'QUANTITY'<\/span>: <span class=\"hljs-number\">4<\/span> ...)\n\n((<span class=\"hljs-string\">'first'<\/span>, <span class=\"hljs-number\">147<\/span>), (<span class=\"hljs-string\">'two'<\/span>, <span class=\"hljs-number\">110<\/span>), (<span class=\"hljs-string\">'Metal'<\/span>, <span class=\"hljs-number\">85<\/span>), (<span class=\"hljs-string\">'Solid'<\/span>, <span class=\"hljs-number\">82<\/span>), (<span class=\"hljs-string\">'GTAIII'<\/span>, <span class=\"hljs-number\">78<\/span>), (<span class=\"hljs-string\">'Warcraft'<\/span>, <span class=\"hljs-number\">72<\/span>), (<span class=\"hljs-string\">'2'<\/span>, <span class=\"hljs-number\">59<\/span>), (<span class=\"hljs-string\">'Mario'<\/span>, <span class=\"hljs-number\">56<\/span>), (<span class=\"hljs-string\">'four'<\/span>, <span class=\"hljs-number\">54<\/span>), (<span class=\"hljs-string\">'three'<\/span>, <span class=\"hljs-number\">42<\/span>), (<span class=\"hljs-string\">'NBA'<\/span>, <span class=\"hljs-number\">41<\/span>) ...)\n<\/code><\/pre>\n<p>\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0645\u06cc\u200c\u062e\u0648\u0627\u0633\u062a\u06cc\u0645 \u0631\u0627\u06cc\u062c\u200c\u062a\u0631\u06cc\u0646 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0634\u0646\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0645\u0627\u0646\u0646\u062f \u0627\u0641\u0631\u0627\u062f \u0648 \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645.  \u0645\u0627 \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0628\u0633\u0627\u0632\u06cc\u0645 \u062a\u0627 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627 \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0645\u0627 \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u0646\u0647\u0627\u062f\u0647\u0627\/\u0627\u0641\u0631\u0627\u062f\u060c \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627 \u0648 GPE\u0647\u0627\u06cc \u0646\u0627\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 (\u0645\u0648\u0642\u0639\u06cc\u062a\u200c\u0647\u0627) \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">word_counter<\/span>(<span class=\"hljs-params\">doc, ent_name, col_name<\/span>):<\/span>\n    ent_list = ()\n    <span class=\"hljs-keyword\">for<\/span> ent <span class=\"hljs-keyword\">in<\/span> doc.ents:\n        <span class=\"hljs-keyword\">if<\/span> ent.label_ == ent_name:\n            ent_list.append(ent.text)\n    df = pd.DataFrame(data=ent_list, columns=(col_name))\n    <span class=\"hljs-keyword\">return<\/span> df\n\nreview_persons = word_counter(doc, <span class=\"hljs-string\">'PERSON'<\/span>, <span class=\"hljs-string\">'Named Entities'<\/span>)\nreview_org = word_counter(doc, <span class=\"hljs-string\">'ORG'<\/span>, <span class=\"hljs-string\">'Organizations'<\/span>)\nreview_gpe = word_counter(doc, <span class=\"hljs-string\">'GPE'<\/span>, <span class=\"hljs-string\">'GPEs'<\/span>)\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u062a\u0646\u0647\u0627 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0631\u0633\u0645 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">plot_categories<\/span>(<span class=\"hljs-params\">column, df, num<\/span>):<\/span>\n    sns.countplot(x=column, data=df,\n                  order=df(column).value_counts().iloc(<span class=\"hljs-number\">0<\/span>:num).index)\n    plt.xticks(rotation=-<span class=\"hljs-number\">45<\/span>)\n    plt.show()\n\nplot_categories(<span class=\"hljs-string\">\"Named Entities\"<\/span>, review_persons, <span class=\"hljs-number\">30<\/span>)\nplot_categories(<span class=\"hljs-string\">\"Organizations\"<\/span>, review_org, <span class=\"hljs-number\">30<\/span>)\nplot_categories(<span class=\"hljs-string\">\"GPEs\"<\/span>, review_gpe, <span class=\"hljs-number\">30<\/span>)\n<\/code><\/pre>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u062a\u0648\u0637\u0626\u0647 \u0647\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/visualizing-analyzing-api-data-with-seaborn-and-matplotlib-5.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0632 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0646\u0627\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc\u200c\u0631\u0648\u062f\u060c \u0628\u06cc\u0634\u062a\u0631 \u0646\u062a\u0627\u06cc\u062c \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0646\u0627\u0645 \u0634\u062e\u0635\u06cc\u062a\u200c\u0647\u0627\u06cc \u0628\u0627\u0632\u06cc \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u06a9\u0627\u0645\u0644 \u0646\u06cc\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0627\u0646\u0646\u062f &#8220;Xbox&#8221; \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0646\u0647\u0627\u062f \u0646\u0627\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0628\u0647 \u062c\u0627\u06cc \u06cc\u06a9 \u0633\u0627\u0632\u0645\u0627\u0646 \u0628\u0647 \u0627\u0634\u062a\u0628\u0627\u0647 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0627\u0645\u0627 \u0627\u06cc\u0646 \u0647\u0646\u0648\u0632 \u0628\u0647 \u0645\u0627 \u0627\u06cc\u062f\u0647\u200c\u0627\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u0634\u062e\u0635\u06cc\u062a\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0628\u0631\u0631\u0633\u06cc\u200c\u0647\u0627\u06cc \u0628\u0631\u062a\u0631 \u0645\u0648\u0631\u062f \u0628\u062d\u062b \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647\u200c\u0627\u0646\u062f\u060c \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/visualizing-analyzing-api-data-with-seaborn-and-matplotlib-6.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0637\u0631\u062d \u0633\u0627\u0632\u0645\u0627\u0646\u06cc \u0628\u0631\u062e\u06cc \u0627\u0632 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0648 \u0646\u0627\u0634\u0631\u0627\u0646 \u0645\u0646\u0627\u0633\u0628 \u0628\u0627\u0632\u06cc \u0645\u0627\u0646\u0646\u062f \u067e\u0644\u06cc \u0627\u0633\u062a\u06cc\u0634\u0646 \u0648 \u0646\u06cc\u0646\u062a\u0646\u062f\u0648 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\u060c \u0627\u0645\u0627 \u0645\u0648\u0627\u0631\u062f\u06cc \u0645\u0627\u0646\u0646\u062f &#8220;480p&#8221; \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0633\u0627\u0632\u0645\u0627\u0646 \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/visualizing-analyzing-api-data-with-seaborn-and-matplotlib-7.png\" alt=\"\" title=\"\"><\/p>\n<p>\u062f\u0631 \u0628\u0627\u0644\u0627 \u0646\u0645\u0648\u062f\u0627\u0631 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 GPE \u0647\u0627 \u06cc\u0627 \u0645\u06a9\u0627\u0646 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0627\u0633\u062a.  \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u00ab\u0647\u0627\u0644\u06cc\u0648\u0648\u062f\u00bb \u0648 \u00ab\u0645\u06cc\u0627\u0645\u06cc\u00bb \u0627\u063a\u0644\u0628 \u062f\u0631 \u0646\u0642\u062f \u0628\u0627\u0632\u06cc \u0647\u0627 \u0638\u0627\u0647\u0631 \u0645\u06cc \u0634\u0648\u0646\u062f.  (\u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0628\u0627\u0632\u06cc \u0647\u0627\u061f \u06cc\u0627 \u0634\u0627\u06cc\u062f \u0628\u0627\u0632\u0628\u06cc\u0646 \u0686\u06cc\u0632\u06cc \u0631\u0627 \u062f\u0631 \u0628\u0627\u0632\u06cc \u0628\u0647 \u0633\u0628\u06a9 \u0647\u0627\u0644\u06cc\u0648\u0648\u062f\u06cc \u062a\u0648\u0635\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f\u061f)<\/p>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f\u060c \u0627\u0646\u062c\u0627\u0645 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0645\u0641\u0647\u0648\u0645 \u06a9\u0627\u0645\u0644 \u0646\u06cc\u0633\u062a\u060c \u0627\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0646\u0648\u0627\u0639 \u0645\u0648\u0636\u0648\u0639\u0627\u062a\u06cc \u06a9\u0647 \u062f\u0631 \u0645\u062a\u0646 \u0645\u0648\u0631\u062f \u0628\u062d\u062b \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f\u060c \u0634\u0647\u0648\u062f\u06cc \u0628\u062f\u0647\u062f.<\/p>\n<h3 id=\"plottingnumericalvalues\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b1%d8%b3%db%8c%d9%85_%d9%85%d9%82%d8%a7%d8%af%db%8c%d8%b1_%d8%b9%d8%af%d8%af%db%8c\"><\/span>\u062a\u0631\u0633\u06cc\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0639\u062f\u062f\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0639\u062f\u062f\u06cc \u0631\u0627 \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0645\u062a\u06cc\u0627\u0632 \u0631\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0631\u0631\u0633\u06cc \u0647\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u0645\u060c \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0634\u0645\u0627\u0631\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0631\u0633\u0645 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">scores = ()\n\n<span class=\"hljs-keyword\">for<\/span> score <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">list<\/span>(reviews.find({}, {<span class=\"hljs-string\">\"_id\"<\/span>:<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-string\">\"score\"<\/span>: <span class=\"hljs-number\">1<\/span>})):\n    scores.append(score)\nscores = pd.DataFrame(scores, index=<span class=\"hljs-literal\">None<\/span>).reset_index()\n\ncounts = scores(<span class=\"hljs-string\">'score'<\/span>).value_counts()\n\nsns.countplot(x=<span class=\"hljs-string\">\"score\"<\/span>, data=scores)\nplt.xticks(rotation=-<span class=\"hljs-number\">90<\/span>)\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/visualizing-analyzing-api-data-with-seaborn-and-matplotlib-8.png\" alt=\"\" title=\"\"><\/p>\n<p>\u062f\u0631 \u0628\u0627\u0644\u0627 \u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u0646\u0645\u0631\u0627\u062a \u0628\u0631\u0631\u0633\u06cc \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 0 \u062a\u0627 9.9 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc\u200c\u0631\u0633\u062f \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0627\u0645\u062a\u06cc\u0627\u0632\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 7 \u0648 8 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0645\u0646\u0637\u0642\u06cc \u0627\u0633\u062a.  \u0647\u0641\u062a \u0627\u063a\u0644\u0628 \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u0642\u06cc\u0627\u0633 \u0645\u0631\u0648\u0631 \u062f\u0647 \u0646\u0642\u0637\u0647 \u0627\u06cc<\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc\u060c \u0630\u062e\u06cc\u0631\u0647\u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0627\u0645\u0631\u0648\u0632 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0648\u0631\u062f \u062a\u0642\u0627\u0636\u0627 \u0647\u0633\u062a\u0646\u062f \u0648 MongoDB \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0627\u06cc\u062c \u062a\u0631\u06cc\u0646 \u067e\u0644\u062a \u0641\u0631\u0645 \u0647\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 NoSQL \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0627\u0646\u0633\u062a\u0646 \u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 NoSQL \u0648 \u0631\u0648\u0634 \u062a\u0641\u0633\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0622\u0646\u0647\u0627\u060c \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0645\u062c\u0647\u0632 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-20 08:45:07<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;16062&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc API \u0628\u0627 MongoDB\u060c Seaborn \u0648 Matplotlib&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 12<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u0645\u0647\u0627\u0631\u062a\u06cc \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627 \u0628\u0631\u0627\u06cc \u0645\u0648\u0642\u0639\u06cc\u062a \u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0645\u06cc \u0634\u0648\u062f\u060c \u062a\u062c\u0631\u0628\u0647 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 NoSQL\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 MongoDB \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 API\u060c \u0630\u062e\u06cc\u0631\u0647 \u0622\u0646 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 MongoDB \u0648 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