{"id":102398,"date":"2025-03-20T18:13:57","date_gmt":"2025-03-20T14:43:57","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/"},"modified":"2025-03-20T18:13:57","modified_gmt":"2025-03-20T14:43:57","slug":"a-beginners-guide-to-numpy-for-data-analysis-2gg8","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/","title":{"rendered":"\u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc \u0628\u0631\u0627\u06cc numpy \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627"},"content":{"rendered":"<div data-article-id=\"2343673\" id=\"article-body\">\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0645\u0627 \u0628\u0647 Numpy \u060c \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Python \u06a9\u0647 \u0636\u0631\u0648\u0631\u06cc 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\u062e\u0648\u0627\u0647\u06cc\u0645 \u0631\u0633\u06cc\u062f \u062a\u0627 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u062c\u0645\u0639 \u06a9\u0646\u06cc\u0645. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0645\u0627\u062c\u0631\u0627\u062c\u0648\u06cc\u06cc \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645 \u0648 \u062c\u0627\u062f\u0648\u06cc Numpy \u0631\u0627 \u0628\u0627\u0632 \u06a9\u0646\u06cc\u0645!<\/p>\n<hr\/>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span 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href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#2_%D8%AE%D8%B5%D9%88%D8%B5%DB%8C%D8%A7%D8%AA_%D8%A2%D8%B1%D8%A7%DB%8C%D9%87\" >2. \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u0622\u0631\u0627\u06cc\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#3_%D8%B9%D9%85%D9%84%DB%8C%D8%A7%D8%AA_%D8%A7%D8%B3%D8%A7%D8%B3%DB%8C\" >3 \u0639\u0645\u0644\u06cc\u0627\u062a \u0627\u0633\u0627\u0633\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#%D8%B9%D9%85%D9%84%DB%8C%D8%A7%D8%AA_%D8%B9%D8%A7%D9%82%D9%84%D8%A7%D9%86%D9%87\" >\u0639\u0645\u0644\u06cc\u0627\u062a \u0639\u0627\u0642\u0644\u0627\u0646\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#%D8%B9%D9%85%D9%84%DB%8C%D8%A7%D8%AA_%D8%A2%D8%B1%D8%A7%DB%8C%D9%87_%D8%A8%D9%87_%D8%A2%D8%B1%D8%A7%DB%8C%D9%87\" >\u0639\u0645\u0644\u06cc\u0627\u062a \u0622\u0631\u0627\u06cc\u0647 \u0628\u0647 \u0622\u0631\u0627\u06cc\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#%D8%B9%D9%85%D9%84%DB%8C%D8%A7%D8%AA_%D9%85%D8%A7%D8%AA%D8%B1%DB%8C%D8%B3\" >\u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u0627\u062a\u0631\u06cc\u0633<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#4_%D8%AA%D9%88%D8%A7%D8%A8%D8%B9_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%AC%D8%B2%DB%8C%D9%87_%D9%88_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\" >4. \u062a\u0648\u0627\u0628\u0639 \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \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-15\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#%D9%86%D9%85%D8%A7%DB%8C%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D9%88_%D8%A8%D8%B1%D8%B4\" >\u0646\u0645\u0627\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0628\u0631\u0634<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#%D8%AA%D9%88%D8%A7%D8%A8%D8%B9_%D8%A2%D9%85%D8%A7%D8%B1%DB%8C\" >\u062a\u0648\u0627\u0628\u0639 \u0622\u0645\u0627\u0631\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#%D9%81%DB%8C%D9%84%D8%AA%D8%B1_%DA%A9%D8%B1%D8%AF%D9%86_%D8%A8%D8%A7_npwhere\" >\u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0628\u0627 np.where()<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#%D8%A2%D8%B1%D8%A7%DB%8C%D9%87_%D9%87%D8%A7%DB%8C_%D8%AA%D8%BA%DB%8C%DB%8C%D8%B1_%D8%B4%DA%A9%D9%84\" >\u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#%D9%85%D8%B1%D8%AA%D8%A8_%D8%B3%D8%A7%D8%B2%DB%8C\" >\u0645\u0631\u062a\u0628 \u0633\u0627\u0632\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#%D9%85%D9%82%D8%A7%D8%AF%DB%8C%D8%B1_%D9%85%D9%86%D8%AD%D8%B5%D8%B1_%D8%A8%D9%87_%D9%81%D8%B1%D8%AF\" >\u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#%D8%AA%D8%AC%D9%85%D8%B9\" >\u062a\u062c\u0645\u0639<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#5_%D9%85%DB%8C%D9%86%DB%8C_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%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_%D8%AA%D8%B5%D8%A7%D8%AF%D9%81%DB%8C\" >5. \u0645\u06cc\u0646\u06cc \u067e\u0631\u0648\u0698\u0647: \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#%D9%87%D8%AF%D9%81_%D9%BE%D8%B1%D9%88%DA%98%D9%87\" >\u0647\u062f\u0641 \u067e\u0631\u0648\u0698\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D9%BE%D8%B1%D9%88%DA%98%D9%87\" >\u062a\u0646\u0638\u06cc\u0645 \u067e\u0631\u0648\u0698\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#%D8%B1%D9%85%D8%B2_%D9%BE%D8%B1%D9%88%DA%98%D9%87\" >\u0631\u0645\u0632 \u067e\u0631\u0648\u0698\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#%D9%85%D8%AB%D8%A7%D9%84_%D8%A7%D8%AC%D8%B1%D8%A7_%D9%88_%D8%AA%D8%AC%D8%B2%DB%8C%D9%87\" >\u0645\u062b\u0627\u0644 \u0627\u062c\u0631\u0627 \u0648 \u062a\u062c\u0632\u06cc\u0647<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/nabfollower.com\/blog\/a-beginners-guide-to-numpy-for-data-analysis-2gg8\/#%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\" >\u067e\u0627\u06cc\u0627\u0646<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D9%85%D8%AD%DB%8C%D8%B7\"><\/span>\n<p>  \u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u06a9\u0627\u0648\u0634 NUMPY \u060c \u0628\u0627\u06cc\u062f \u0645\u062d\u06cc\u0637 \u062e\u0648\u062f \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u06a9\u062f \u0648 \u0645\u06cc\u0646\u06cc \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0639\u062f\u0627\u064b \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u062d\u0648\u0647 \u0622\u0645\u0627\u062f\u0647 \u0634\u062f\u0646 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<strong>\u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<\/strong>: \u0627\u06af\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0647\u0646\u0648\u0632 \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0634\u0645\u0627 \u0646\u06cc\u0633\u062a \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u0627\u0632 python.org \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u062d\u06cc\u0646 \u0646\u0635\u0628 \u060c \u0645\u0627 \u06af\u0632\u06cc\u0646\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u0645\u0633\u06cc\u0631 \u0645\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f &#8211; \u0627\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u0631\u0627 \u0622\u0633\u0627\u0646 \u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<strong>\u0646\u0635\u0628 numpy<\/strong>: \u0645\u0627 \u06cc\u06a9 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 (\u06cc\u0627 \u0641\u0631\u0645\u0627\u0646 \u0641\u0631\u0645\u0627\u0646 \u0631\u0627 \u062f\u0631 \u0648\u06cc\u0646\u062f\u0648\u0632) \u0628\u0627\u0632 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0648 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645:\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>   pip install numpy\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06cc\u0646 \u0628\u0647 \u0645\u062f\u06cc\u0631 \u0628\u0633\u062a\u0647 Python (PIP) \u0645\u06cc \u06af\u0648\u06cc\u062f \u06a9\u0647 NUMPY \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0627 \u0648\u0627\u06a9\u0634\u06cc \u0648 \u0646\u0635\u0628 \u06a9\u0646\u062f.<\/p>\n<ol>\n<li>\n<strong>\u0648\u06cc\u0631\u0627\u06cc\u0634\u06af\u0631 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f<\/strong>: \u0645\u0627 \u0627\u0628\u0632\u0627\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u06a9\u062f \u062e\u0648\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627 \u0634\u0627\u0645\u0644:<\/p>\n<ul>\n<li>\n<strong>\u0628\u06cc\u06a9\u0627\u0631<\/strong>: \u0627\u06cc\u0646 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a &#8211; \u0641\u0642\u0637 \u067e\u0633 \u0627\u0632 \u0646\u0635\u0628 \u0622\u0646 \u0631\u0627 \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u06a9\u062f<\/strong>: \u06cc\u06a9 \u0648\u06cc\u0631\u0627\u06cc\u0634\u06af\u0631 \u0631\u0627\u06cc\u06af\u0627\u0646 \u0648 \u0645\u062d\u0628\u0648\u0628 \u062f\u0631 Code.VisualStudio.com \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a.<\/li>\n<li>\u06cc\u0627 \u0647\u0631 \u0648\u06cc\u0631\u0627\u06cc\u0634\u06af\u0631 \u0645\u062a\u0646\u06cc \u0631\u0627 \u06a9\u0647 \u062a\u0631\u062c\u06cc\u062d \u0645\u06cc \u062f\u0647\u06cc\u0645!<\/li>\n<\/ul>\n<\/li>\n<li>\n<strong>\u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0631\u0627 \u062a\u0633\u062a \u06a9\u0646\u06cc\u062f<\/strong>: \u0628\u0631\u0627\u06cc \u062a\u0623\u06cc\u06cc\u062f \u0647\u0645\u0647 \u0686\u06cc\u0632 \u060c \u0645\u0627 \u06cc\u06a9 \u067e\u0631\u0648\u0646\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c <code>test.py<\/code>) \u062f\u0631 \u0648\u06cc\u0631\u0627\u06cc\u0634\u06af\u0631 \u0645\u0627 \u0648 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646:\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>   <span class=\"kn\">import<\/span> <span class=\"n\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"n\">np<\/span>\n   <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"n\">__version__<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0648\u0642\u062a\u06cc \u0622\u0646 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u060c \u06cc\u06a9 \u0634\u0645\u0627\u0631\u0647 \u0646\u0633\u062e\u0647 \u0631\u0627 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 (\u0645\u0627\u0646\u0646\u062f <code>1.26.4<\/code>) \u06cc\u0639\u0646\u06cc \u0647\u0645\u0647 \u0645\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u06cc\u0645!<\/p>\n<p>\u0628\u0627 \u0622\u0645\u0627\u062f\u0647 \u0628\u0648\u062f\u0646 \u0645\u062d\u06cc\u0637 \u060c \u0645\u0627 \u062e\u0648\u0628 \u0647\u0633\u062a\u06cc\u0645 \u06a9\u0647 \u0628\u0647 Numpy \u0634\u06cc\u0631\u062c\u0647 \u0628\u0632\u0646\u06cc\u0645!<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"numpy_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  numpy \u0686\u06cc\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Numpy \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0639\u062f\u062f\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0647 \u0645\u0627 \u0645\u06cc \u062f\u0647\u062f <code>ndarray<\/code> (\u0622\u0631\u0627\u06cc\u0647 N \u0628\u0639\u062f\u06cc) \u060c \u06a9\u0647 \u0633\u0631\u06cc\u0639\u062a\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0627\u0632 \u0644\u06cc\u0633\u062a \u0647\u0627\u06cc \u0645\u0639\u0645\u0648\u0644\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06cc\u06a9 \u0633\u0646\u06af \u0628\u0646\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a \u0648 \u0628\u0647 \u0637\u0631\u0632 \u0634\u06af\u0641\u062a \u0627\u0646\u06af\u06cc\u0632\u06cc \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Pandas \u0648 Matplotlib \u062c\u0641\u062a \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 NUMPY \u062f\u0631 \u06a9\u062f \u0645\u0627 \u060c \u0622\u0646 \u0631\u0627 \u0628\u0627:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"n\">np<\/span>  <span class=\"c1\"># 'np' is the common shortcut\n<\/span><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_numpy_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85%D8%9F\"><\/span>\n<p>  \u0686\u0631\u0627 \u0627\u0632 numpy \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0641\u0631\u0627\u062a\u0631 \u0628\u0631\u0648\u06cc\u0645 \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0686\u0631\u0627 Numpy \u0628\u0633\u06cc\u0627\u0631 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\n<strong>\u0633\u0631\u0639\u062a<\/strong>: \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0628\u0633\u06cc\u0627\u0631 \u0633\u0631\u06cc\u0639 \u0627\u0633\u062a \u0648 \u06a9\u0627\u0631 \u0645\u0627 \u0631\u0627 \u06a9\u0627\u0631\u0622\u0645\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<strong>\u0633\u0647\u0648\u0644\u062a<\/strong>: \u0645\u0627 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u062d\u0644\u0642\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0646\u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u0634\u062a.<\/li>\n<li>\n<strong>\u0642\u062f\u0631\u062a<\/strong>: \u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u060c \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u062f\u0627\u062e\u0644\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<p>\u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0632\u0627\u06cc\u0627 \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 Numpy \u0686\u0647 \u06a9\u0627\u0631\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f!<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"1_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%D8%A2%D8%B1%D8%A7%DB%8C%D9%87_%D9%87%D8%A7%DB%8C_numpy\"><\/span>\n<p>  1. \u0627\u06cc\u062c\u0627\u062f \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc numpy<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0622\u0631\u0627\u06cc\u0647 \u0647\u0627 \u067e\u0627\u06cc\u0647 \u0648 \u0627\u0633\u0627\u0633 Numpy \u0647\u0633\u062a\u0646\u062f \u0648 \u0645\u0627 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u0622\u0646\u0647\u0627 \u06a9\u0634\u0641 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%D8%B2_%DB%8C%DA%A9_%D9%84%DB%8C%D8%B3%D8%AA\"><\/span>\n<p>  \u0627\u0632 \u06cc\u06a9 \u0644\u06cc\u0633\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u0628\u0647 \u0637\u0648\u0631 \u0645\u0646\u0638\u0645 Python \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 Numpy \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Turning a list into a 1D array\n<\/span><span class=\"n\">array<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">])<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">array<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0634\u06a9\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>\n<code>np.array()<\/code>  \u0644\u06cc\u0633\u062a \u0645\u0627 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 numpy \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u062e\u0631\u0648\u062c\u06cc: <code>[1 2 3 4]<\/code> &#8211; \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 1D \u060c \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u0631\u062f\u06cc\u0641 \u0627\u0639\u062f\u0627\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A2%D8%B1%D8%A7%DB%8C%D9%87_2D_%D9%85%D8%A7%D8%AA%D8%B1%DB%8C%D8%B3\"><\/span>\n<p>  \u0622\u0631\u0627\u06cc\u0647 2D (\u0645\u0627\u062a\u0631\u06cc\u0633)<br \/>\n<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 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0644\u06cc\u0633\u062a \u0647\u0627 \u060c \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 2D \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u06cc\u0627 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0627\u0633\u062a \u060c \u0628\u0633\u0627\u0632\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Building a 2D array with rows and columns\n<\/span><span class=\"n\">array_2d<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">]])<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">array_2d<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0634\u06a9\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>\u0647\u0631 \u0644\u06cc\u0633\u062a \u062f\u0627\u062e\u0644\u06cc \u062f\u0631 \u0622\u0631\u0627\u06cc\u0647 2D \u0645\u0627 \u0628\u0647 \u06cc\u06a9 \u0631\u062f\u06cc\u0641 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li>\u062e\u0631\u0648\u062c\u06cc:\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>  [[1 2]\n   [3 4]]\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ul>\n<li>\u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u0627\u062a\u0631\u06cc\u0633 2&#215;2 \u0628\u0647 \u0645\u0627 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A2%D8%B1%D8%A7%DB%8C%D9%87_%D9%87%D8%A7%DB%8C_%D8%AE%D8%A7%D8%B5\"><\/span>\n<p>  \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc \u062e\u0627\u0635<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Numpy \u0628\u0647 \u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u062e\u0627\u0635 \u0645\u0627\u0646\u0646\u062f \u0647\u0645\u0647 \u0635\u0641\u0631\u0647\u0627 \u060c \u0622\u0646\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u06cc\u0627 \u062f\u0646\u0628\u0627\u0644\u0647 \u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u060c \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Generating an array of zeros\n<\/span><span class=\"n\">zeros<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">zeros<\/span><span class=\"p\">((<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">))<\/span>  <span class=\"c1\"># 2 rows, 3 columns\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">zeros<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Generating an array of ones\n<\/span><span class=\"n\">ones<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">ones<\/span><span class=\"p\">((<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">))<\/span>   <span class=\"c1\"># 3 rows, 2 columns\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">ones<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Generating a range of numbers\n<\/span><span class=\"n\">range_array<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">arange<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># Start at 0, stop before 10, step by 2\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">range_array<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0634\u06a9\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>\n<code>np.zeros((2, 3))<\/code>: \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 2&#215;3 \u067e\u0631 \u0627\u0632 \u0645\u0627 \u0628\u0647 \u0645\u0627 \u0645\u06cc \u062f\u0647\u062f <code>0.0<\/code>\u0628\u0634\u0631<\/p>\n<ul>\n<li>\u062e\u0631\u0648\u062c\u06cc: <code>[[0. 0. 0.] [0. 0. 0.]]<\/code>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<code>np.ones((3, 2))<\/code>: \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 3&#215;2 \u0627\u0632 <code>1.0<\/code>\u0628\u0634\u0631<\/p>\n<ul>\n<li>\u062e\u0631\u0648\u062c\u06cc: <code>[[1. 1.] [1. 1.] [1. 1.]]<\/code>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<code>np.arange(0, 10, 2)<\/code>: \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f <code>[0 2 4 6 8]<\/code>\u060c \u0645\u0634\u0627\u0628\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 <code>range()<\/code> \u0627\u0645\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A2%D8%B1%D8%A7%DB%8C%D9%87_%D9%87%D8%A7%DB%8C_%D8%AA%D8%B5%D8%A7%D8%AF%D9%81%DB%8C\"><\/span>\n<p>  \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u06cc\u0627 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Generating random floats between 0 and 1\n<\/span><span class=\"n\">random_array<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"n\">random<\/span><span class=\"p\">.<\/span><span class=\"nf\">rand<\/span><span class=\"p\">(<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># 2x2 array\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">random_array<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0634\u06a9\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>\n<code>np.random.rand(2, 2)<\/code>: \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 2&#215;2 \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u06cc\u0646 0 \u062a\u0627 1 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u062e\u0631\u0648\u062c\u06cc: \u0686\u06cc\u0632\u06cc \u0634\u0628\u06cc\u0647 \u0628\u0647 <code>[[0.45 0.12] [0.78 0.33]]<\/code> (\u0645\u0642\u0627\u062f\u06cc\u0631 \u0647\u0631 \u0628\u0627\u0631 \u0645\u062a\u0641\u0627\u0648\u062a \u062e\u0648\u0627\u0647\u0646\u062f \u0628\u0648\u062f).<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"2_%D8%AE%D8%B5%D9%88%D8%B5%DB%8C%D8%A7%D8%AA_%D8%A2%D8%B1%D8%A7%DB%8C%D9%87\"><\/span>\n<p>  2. \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u0622\u0631\u0627\u06cc\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u0622\u0631\u0627\u06cc\u0647 \u0645\u0627 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0647\u0645 \u0627\u0633\u062a \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u0645\u0641\u06cc\u062f \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Setting up a 2D array\n<\/span><span class=\"n\">array<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">]])<\/span>\n\n<span class=\"c1\"># Checking the shape: rows and columns\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Shape:<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">array<\/span><span class=\"p\">.<\/span><span class=\"n\">shape<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># (2, 3)\n<\/span>\n<span class=\"c1\"># Checking the total number of elements\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Size:<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">array<\/span><span class=\"p\">.<\/span><span class=\"n\">size<\/span><span class=\"p\">)<\/span>   <span class=\"c1\"># 6\n<\/span>\n<span class=\"c1\"># Checking the data type\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Type:<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">array<\/span><span class=\"p\">.<\/span><span class=\"n\">dtype<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># int64 (or similar)\n<\/span><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0634\u06a9\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>\n<code>shape<\/code>: <code>(2, 3)<\/code> \u0628\u0647 \u0645\u0627 \u0645\u06cc \u06af\u0648\u06cc\u062f 2 \u0631\u062f\u06cc\u0641 \u0648 3 \u0633\u062a\u0648\u0646 \u062f\u0627\u0631\u06cc\u0645.<\/li>\n<li>\n<code>size<\/code>: <code>6<\/code> \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u0639\u0646\u0627\u0635\u0631 (2 * 3) \u0627\u0633\u062a.<\/li>\n<li>\n<code>dtype<\/code>: <code>int64<\/code> \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0639\u0646\u0627\u0635\u0631 \u0645\u0627 \u0639\u062f\u062f \u0635\u062d\u06cc\u062d \u0647\u0633\u062a\u0646\u062f.<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"3_%D8%B9%D9%85%D9%84%DB%8C%D8%A7%D8%AA_%D8%A7%D8%B3%D8%A7%D8%B3%DB%8C\"><\/span>\n<p>  3 \u0639\u0645\u0644\u06cc\u0627\u062a \u0627\u0633\u0627\u0633\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Numpy \u0631\u06cc\u0627\u0636\u06cc \u0631\u0627 \u0628\u0627 <em>\u0639\u0645\u0644\u06cc\u0627\u062a \u0628\u0631\u062f\u0627\u0631<\/em>\u060c \u06cc\u0639\u0646\u06cc \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062d\u0644\u0642\u0647 \u0647\u0627 \u0631\u0627 \u06a9\u0627\u0645\u0644\u0627\u064b \u067e\u0631\u0634 \u06a9\u0646\u06cc\u0645!<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B9%D9%85%D9%84%DB%8C%D8%A7%D8%AA_%D8%B9%D8%A7%D9%82%D9%84%D8%A7%D9%86%D9%87\"><\/span>\n<p>  \u0639\u0645\u0644\u06cc\u0627\u062a \u0639\u0627\u0642\u0644\u0627\u0646\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u0633\u0647\u0648\u0644\u062a \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 \u062f\u0631 \u0647\u0631 \u0639\u0646\u0635\u0631 \u0628\u0647 \u0635\u0648\u0631\u062a \u0622\u0631\u0627\u06cc\u0647 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Adding 2 to every element\n<\/span><span class=\"n\">a<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">])<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">a<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># [3 4 5]\n<\/span>\n<span class=\"c1\"># Multiplying every element by 3\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">a<\/span> <span class=\"o\">*<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># [3 6 9]\n<\/span><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0634\u06a9\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>\n<code>a + 2<\/code>: 2 \u0628\u0647 \u0647\u0631 \u0639\u0646\u0635\u0631 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u062f: <code>[1+2, 2+2, 3+2]<\/code>\u0628\u0634\u0631<\/li>\n<li>\n<code>a * 3<\/code>: \u0647\u0631 \u0639\u0646\u0635\u0631 \u0631\u0627 \u0636\u0631\u0628 \u0645\u06cc \u06a9\u0646\u062f: <code>[1*3, 2*3, 3*3]<\/code>\u0628\u0634\u0631<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B9%D9%85%D9%84%DB%8C%D8%A7%D8%AA_%D8%A2%D8%B1%D8%A7%DB%8C%D9%87_%D8%A8%D9%87_%D8%A2%D8%B1%D8%A7%DB%8C%D9%87\"><\/span>\n<p>  \u0639\u0645\u0644\u06cc\u0627\u062a \u0622\u0631\u0627\u06cc\u0647 \u0628\u0647 \u0622\u0631\u0627\u06cc\u0647<br \/>\n<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 \u062f\u0648 \u0639\u0646\u0635\u0631 \u0622\u0631\u0627\u06cc\u0647 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0639\u0646\u0635\u0631 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Adding two arrays together\n<\/span><span class=\"n\">b<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([<\/span><span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">])<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">a<\/span> <span class=\"o\">+<\/span> <span class=\"n\">b<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># [5 7 9]\n<\/span>\n<span class=\"c1\"># Multiplying two arrays\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">a<\/span> <span class=\"o\">*<\/span> <span class=\"n\">b<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># [4 10 18]\n<\/span><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0634\u06a9\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>\n<code>a + b<\/code>: \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646 \u0639\u0646\u0627\u0635\u0631 \u0639\u0627\u0642\u0644\u0627\u0646\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f: <code>[1+4, 2+5, 3+6]<\/code>\u0628\u0634\u0631<\/li>\n<li>\n<code>a * b<\/code>: \u0636\u0631\u0628 \u0639\u0646\u0627\u0635\u0631 \u0639\u0627\u0642\u0644\u0627\u0646\u0647 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f: <code>[1*4, 2*5, 3*6]<\/code>\u0628\u0634\u0631<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B9%D9%85%D9%84%DB%8C%D8%A7%D8%AA_%D9%85%D8%A7%D8%AA%D8%B1%DB%8C%D8%B3\"><\/span>\n<p>  \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u0627\u062a\u0631\u06cc\u0633<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc 2D \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0639\u0645\u0644\u06cc\u0627\u062a \u062e\u0627\u0635 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0645\u0627\u0646\u0646\u062f \u0627\u0646\u062a\u0642\u0627\u0644 \u06cc\u0627 \u0636\u0631\u0628 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Setting up a 2x2 matrix\n<\/span><span class=\"n\">matrix<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">]])<\/span>\n\n<span class=\"c1\"># Transposing (swapping rows and columns)\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">matrix<\/span><span class=\"p\">.<\/span><span class=\"n\">T<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Performing matrix multiplication\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">dot<\/span><span class=\"p\">(<\/span><span class=\"n\">matrix<\/span><span class=\"p\">,<\/span> <span class=\"n\">matrix<\/span><span class=\"p\">))<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0634\u06a9\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>\n<code>matrix.T<\/code>: \u062a\u0644\u0646\u06af\u0631 <code>[[1 2] [3 4]]<\/code> \u0628\u0647 <code>[[1 3] [2 4]]<\/code>\u0628\u0634\u0631<\/li>\n<li>\n<code>np.dot()<\/code>: \u0645\u0627\u062a\u0631\u06cc\u0633 \u0631\u0627 \u0628\u0647 \u062e\u0648\u062f\u06cc \u062e\u0648\u062f \u0636\u0631\u0628 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0627\u0632\u062f\u0647:<\/p>\n<ul>\n<li>\u062e\u0631\u0648\u062c\u06cc: <code>[[7 10] [15 22]]<\/code>\u0628\u0634\u0631<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"4_%D8%AA%D9%88%D8%A7%D8%A8%D8%B9_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%AC%D8%B2%DB%8C%D9%87_%D9%88_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\"><\/span>\n<p>  4. \u062a\u0648\u0627\u0628\u0639 \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062d\u0627\u0644 \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f Numpy \u0631\u0627 \u06a9\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0646\u0633\u06cc\u0645 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f \u060c \u06a9\u0634\u0641 \u06a9\u0646\u06cc\u0645.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%86%D9%85%D8%A7%DB%8C%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D9%88_%D8%A8%D8%B1%D8%B4\"><\/span>\n<p>  \u0646\u0645\u0627\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0628\u0631\u0634<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0645\u0627\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0628\u0631\u0634 \u0628\u0647 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u0627\u0632 \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Working with a 1D array\n<\/span><span class=\"n\">array<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">20<\/span><span class=\"p\">,<\/span> <span class=\"mi\">30<\/span><span class=\"p\">,<\/span> <span class=\"mi\">40<\/span><span class=\"p\">])<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">array<\/span><span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">])<\/span>      <span class=\"c1\"># 20 (2nd element)\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">array<\/span><span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">:<\/span><span class=\"mi\">3<\/span><span class=\"p\">])<\/span>    <span class=\"c1\"># [20 30] (elements 2 to 3)\n<\/span>\n<span class=\"c1\"># Working with a 2D array\n<\/span><span class=\"n\">array_2d<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">]])<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">array_2d<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">])<\/span>  <span class=\"c1\"># 2 (row 1, column 2)\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">array_2d<\/span><span class=\"p\">[:,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">])<\/span>  <span class=\"c1\"># [2 5] (all rows, column 2)\n<\/span><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0634\u06a9\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>\n<code>array[1]<\/code>: \u0639\u0646\u0635\u0631 \u0631\u0627 \u062f\u0631 \u0641\u0647\u0631\u0633\u062a 1 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<code>array[1:3]<\/code>: \u0628\u0631\u0634 \u0627\u0632 \u0634\u0627\u062e\u0635 1 \u062a\u0627 2.<\/li>\n<li>\n<code>array_2d[0, 1]<\/code>: Fetches Row 0 \u060c \u0633\u062a\u0648\u0646 1.<\/li>\n<li>\n<code>array_2d[:, 1]<\/code>: <code>:<\/code> \u0647\u0645\u0647 \u0631\u062f\u06cc\u0641 \u0647\u0627 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u062f \u060c <code>1<\/code> \u0633\u062a\u0648\u0646 1 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D9%88%D8%A7%D8%A8%D8%B9_%D8%A2%D9%85%D8%A7%D8%B1%DB%8C\"><\/span>\n<p>  \u062a\u0648\u0627\u0628\u0639 \u0622\u0645\u0627\u0631\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Numpy \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0641\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0622\u0645\u0627\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Analyzing a simple dataset\n<\/span><span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">])<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">mean<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">))<\/span>    <span class=\"c1\"># 3.0 (average)\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">median<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">))<\/span>  <span class=\"c1\"># 3.0 (middle value)\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">std<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">))<\/span>     <span class=\"c1\"># 1.414... (spread)\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">min<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">))<\/span>     <span class=\"c1\"># 1 (smallest)\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">max<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">))<\/span>     <span class=\"c1\"># 5 (largest)\n<\/span><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0634\u06a9\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>\n<code>mean<\/code>: \u0628\u0627 \u062c\u0645\u0639 \u0628\u0646\u062f\u06cc \u062a\u0645\u0627\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0648 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 \u062a\u0639\u062f\u0627\u062f \u060c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<code>median<\/code>: \u0647\u0646\u06af\u0627\u0645 \u0645\u0631\u062a\u0628 \u0633\u0627\u0632\u06cc \u0627\u0631\u0632\u0634 \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0631\u0627 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<code>std<\/code>: \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0627 \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<code>min<\/code>\/<code>max<\/code>: \u06a9\u0648\u0686\u06a9\u062a\u0631\u06cc\u0646 \u0648 \u0628\u0632\u0631\u06af\u062a\u0631\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%81%DB%8C%D9%84%D8%AA%D8%B1_%DA%A9%D8%B1%D8%AF%D9%86_%D8%A8%D8%A7_npwhere\"><\/span>\n<p>  \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0628\u0627 <code>np.where()<\/code><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0646\u06cc\u0645 \u06cc\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0634\u0631\u0627\u06cc\u0637 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u0645 <code>np.where()<\/code>\u0628\u0634\u0631<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Filtering values greater than 3\n<\/span><span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">indices<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">where<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span> <span class=\"o\">&gt;<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">indices<\/span><span class=\"p\">)<\/span>        <span class=\"c1\"># (array([1, 3]),)\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">[<\/span><span class=\"n\">indices<\/span><span class=\"p\">])<\/span>  <span class=\"c1\"># [5 6]\n<\/span>\n<span class=\"c1\"># Replacing values &gt; 3 with 10\n<\/span><span class=\"n\">data_new<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">where<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span> <span class=\"o\">&gt;<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span><span class=\"p\">)<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">data_new<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># [ 1 10  3 10  2]\n<\/span><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0634\u06a9\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>\n<code>np.where(data &gt; 3)<\/code>: \u0634\u0627\u062e\u0635 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f <code>[1, 3]<\/code> \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u06cc\u0634 \u0627\u0632 3 \u0627\u0633\u062a.<\/li>\n<li>\n<code>data[indices]<\/code>: \u0622\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u062f: <code>[5, 6]<\/code>\u0628\u0634\u0631<\/li>\n<li>\n<code>np.where(condition, x, y)<\/code>: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f <code>x<\/code> (10) \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631\u0633\u062a \u0627\u0633\u062a \u060c \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u062f <code>y<\/code> (\u0645\u0642\u062f\u0627\u0631 \u0627\u0635\u0644\u06cc).<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A2%D8%B1%D8%A7%DB%8C%D9%87_%D9%87%D8%A7%DB%8C_%D8%AA%D8%BA%DB%8C%DB%8C%D8%B1_%D8%B4%DA%A9%D9%84\"><\/span>\n<p>  \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a \u060c \u0645\u0627 \u0628\u0627\u06cc\u062f \u0634\u06a9\u0644 \u0622\u0631\u0627\u06cc\u0647 \u0631\u0627 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0648\u062f \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u0645 \u060c \u0648 <code>reshape()<\/code> \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Reshaping a 1D array into 2D\n<\/span><span class=\"n\">array<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">arange<\/span><span class=\"p\">(<\/span><span class=\"mi\">6<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># [0 1 2 3 4 5]\n<\/span><span class=\"n\">reshaped<\/span> <span class=\"o\">=<\/span> <span class=\"n\">array<\/span><span class=\"p\">.<\/span><span class=\"nf\">reshape<\/span><span class=\"p\">(<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">reshaped<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0634\u06a9\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>\n<code>reshape(2, 3)<\/code>: 6 \u0639\u0646\u0635\u0631 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 2&#215;3 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\u062e\u0631\u0648\u062c\u06cc: <code>[[0 1 2] [3 4 5]]<\/code>\u0628\u0634\u0631<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AA%D8%A8_%D8%B3%D8%A7%D8%B2%DB%8C\"><\/span>\n<p>  \u0645\u0631\u062a\u0628 \u0633\u0627\u0632\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>sort()<\/code>\u0628\u0634\u0631<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Sorting an unsorted array\n<\/span><span class=\"n\">unsorted<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">])<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">sort<\/span><span class=\"p\">(<\/span><span class=\"n\">unsorted<\/span><span class=\"p\">))<\/span>  <span class=\"c1\"># [1 2 3 4]\n<\/span><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0634\u06a9\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>\n<code>np.sort()<\/code>: \u0622\u0631\u0627\u06cc\u0647 \u0631\u0627 \u0627\u0632 \u06a9\u0648\u0686\u06a9\u062a\u0631\u06cc\u0646 \u062a\u0627 \u0628\u0632\u0631\u06af\u062a\u0631\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D9%82%D8%A7%D8%AF%DB%8C%D8%B1_%D9%85%D9%86%D8%AD%D8%B5%D8%B1_%D8%A8%D9%87_%D9%81%D8%B1%D8%AF\"><\/span>\n<p>  \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u062a\u0645\u0627\u06cc\u0632 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u060c \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>unique()<\/code>\u0628\u0634\u0631<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Finding unique values\n<\/span><span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">])<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">unique<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">))<\/span>  <span class=\"c1\"># [1 2 3]\n<\/span><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0634\u06a9\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>\n<code>np.unique()<\/code>: \u06a9\u067e\u06cc \u0647\u0627 \u0631\u0627 \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u0645\u0631\u062a\u0628 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D8%AC%D9%85%D8%B9\"><\/span>\n<p>  \u062a\u062c\u0645\u0639<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u060c \u0645\u0627\u0646\u0646\u062f \u062c\u0645\u0639 \u0628\u0646\u062f\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u060c \u0628\u0627 \u062a\u0648\u0627\u0628\u0639 \u062a\u062c\u0645\u06cc\u0639 \u062e\u0644\u0627\u0635\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Summarizing a 2D array\n<\/span><span class=\"n\">array_2d<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">]])<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">sum<\/span><span class=\"p\">(<\/span><span class=\"n\">array_2d<\/span><span class=\"p\">))<\/span>         <span class=\"c1\"># 10 (total)\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">sum<\/span><span class=\"p\">(<\/span><span class=\"n\">array_2d<\/span><span class=\"p\">,<\/span> <span class=\"n\">axis<\/span><span class=\"o\">=<\/span><span class=\"mi\">0<\/span><span class=\"p\">))<\/span> <span class=\"c1\"># [4 6] (sum of columns)\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">sum<\/span><span class=\"p\">(<\/span><span class=\"n\">array_2d<\/span><span class=\"p\">,<\/span> <span class=\"n\">axis<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">))<\/span> <span class=\"c1\"># [3 7] (sum of rows)\n<\/span><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0634\u06a9\u0633\u062a:<\/strong><\/p>\n<ul>\n<li>\n<code>sum()<\/code>: \u0647\u0645\u0647 \u0639\u0646\u0627\u0635\u0631 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<code>axis=0<\/code>: \u062e\u0644\u0627\u0635\u0647 \u0647\u0631 \u0633\u062a\u0648\u0646.<\/li>\n<li>\n<code>axis=1<\/code>: \u0645\u0628\u0627\u0644\u063a \u062f\u0631 \u0647\u0631 \u0633\u0637\u0631.<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"5_%D9%85%DB%8C%D9%86%DB%8C_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%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_%D8%AA%D8%B5%D8%A7%D8%AF%D9%81%DB%8C\"><\/span>\n<p>  5. \u0645\u06cc\u0646\u06cc \u067e\u0631\u0648\u0698\u0647: \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062d\u0627\u0644 \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0645\u06cc\u0646\u06cc \u067e\u0631\u0648\u0698\u0647 \u0633\u0631\u06af\u0631\u0645 \u06a9\u0646\u0646\u062f\u0647 \u0647\u0645\u0631\u0627\u0647 \u06a9\u0646\u06cc\u0645!<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%87%D8%AF%D9%81_%D9%BE%D8%B1%D9%88%DA%98%D9%87\"><\/span>\n<p>  \u0647\u062f\u0641 \u067e\u0631\u0648\u0698\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 3&#215;3 \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u0635\u062d\u06cc\u062d \u062a\u0635\u0627\u062f\u0641\u06cc \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u060c \u062d\u062f\u0627\u06a9\u062b\u0631 \u0645\u0642\u062f\u0627\u0631 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u0633\u0637\u0631 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u060c \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 5 \u0631\u0627 \u0628\u0627 0 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0622\u0631\u0627\u06cc\u0647 \u062d\u0627\u0635\u0644 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D9%BE%D8%B1%D9%88%DA%98%D9%87\"><\/span>\n<p>  \u062a\u0646\u0638\u06cc\u0645 \u067e\u0631\u0648\u0698\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0645\u0627 \u0642\u0628\u0644\u0627\u064b \u0645\u062d\u06cc\u0637 \u062e\u0648\u062f \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u060c \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u067e\u0631\u0648\u0646\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u062a\u0647\u06cc\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>: \u062f\u0631 \u0648\u06cc\u0631\u0627\u06cc\u0634\u06af\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0645\u0627 \u060c \u0645\u0627 \u06cc\u06a9 \u067e\u0631\u0648\u0646\u062f\u0647 \u062c\u062f\u06cc\u062f \u0628\u0647 \u0646\u0627\u0645 \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>numpy_project.py<\/code>\u0628\u0634\u0631<\/li>\n<li>\n<strong>\u06a9\u062f \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f<\/strong>: \u0645\u0627 \u06a9\u062f \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0646\u062f\u0647 \u06a9\u067e\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0622\u0646 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B1%D9%85%D8%B2_%D9%BE%D8%B1%D9%88%DA%98%D9%87\"><\/span>\n<p>  \u0631\u0645\u0632 \u067e\u0631\u0648\u0698\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"n\">np<\/span>  <span class=\"c1\"># Import NumPy\n<\/span>\n<span class=\"c1\"># Step 1: Generating a 3x3 array of random integers between 1 and 10\n<\/span><span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"n\">random<\/span><span class=\"p\">.<\/span><span class=\"nf\">randint<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">11<\/span><span class=\"p\">,<\/span> <span class=\"n\">size<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">))<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Original array:<\/span><span class=\"se\">\\n<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Step 2: Finding the maximum value in each row\n<\/span><span class=\"n\">max_per_row<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">max<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">,<\/span> <span class=\"n\">axis<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"se\">\\n<\/span><span class=\"s\">Max value in each row:<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">max_per_row<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Step 3: Replacing values greater than 5 with 0\n<\/span><span class=\"n\">filtered_data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">where<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span> <span class=\"o\">&gt;<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span><span class=\"p\">)<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"se\">\\n<\/span><span class=\"s\">Array after replacing &gt; 5 with 0:<\/span><span class=\"se\">\\n<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">filtered_data<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Step 4: Calculating the average of the final array\n<\/span><span class=\"n\">average<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">mean<\/span><span class=\"p\">(<\/span><span class=\"n\">filtered_data<\/span><span class=\"p\">)<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"se\">\\n<\/span><span class=\"s\">Average of final array:<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">average<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D8%A7%D8%AC%D8%B1%D8%A7_%D9%88_%D8%AA%D8%AC%D8%B2%DB%8C%D9%87\"><\/span>\n<p>  \u0645\u062b\u0627\u0644 \u0627\u062c\u0631\u0627 \u0648 \u062a\u062c\u0632\u06cc\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0622\u0631\u0627\u06cc\u0647 \u062a\u0635\u0627\u062f\u0641\u06cc \u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>Original array:\n [[ 3  7  2]\n  [ 9  4  6]\n  [ 1  8  5]]\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ul>\n<li>\n<strong>\u0645\u0631\u062d\u0644\u0647 1<\/strong>: <code>np.random.randint(1, 11, size=(3, 3))<\/code> \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 3&#215;3 \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u0647\u0627\u06cc 1 \u062a\u0627 10 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<strong>\u0645\u0631\u062d\u0644\u0647 2<\/strong>: <code>np.max(data, axis=1)<\/code> \u062d\u062f\u0627\u06a9\u062b\u0631 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u0631\u062f\u06cc\u0641 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f: <code>[7 9 8]<\/code>\u0628\u0634\u0631<\/p>\n<ul>\n<li>\n<code>axis=1<\/code>  \u06cc\u0639\u0646\u06cc \u0645\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0631\u062f\u06cc\u0641 \u0647\u0633\u062a\u06cc\u0645.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 3<\/strong>: <code>np.where(data &gt; 5, 0, data)<\/code> 7 \u060c 9 \u060c 6 \u060c 8 \u0631\u0627 \u0628\u0627 0 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f:\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>  [[3 0 2]\n   [0 4 0]\n   [1 0 5]]\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ul>\n<li>\n<strong>\u0645\u0631\u062d\u0644\u0647 4<\/strong>: <code>np.mean(filtered_data)<\/code> \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u062f: <code>(3+0+2+0+4+0+1+0+5)\/9 = 1.67<\/code>\u0628\u0634\u0631<\/li>\n<\/ul>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0627\u0639\u062f\u0627\u062f \u062a\u0635\u0627\u062f\u0641\u06cc \u0647\u0633\u062a\u0646\u062f \u060c \u062e\u0631\u0648\u062c\u06cc \u0645\u0627 \u0645\u062a\u0641\u0627\u0648\u062a \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f \u060c \u0627\u0645\u0627 \u0631\u0648\u0646\u062f \u06cc\u06a9\u0633\u0627\u0646 \u0627\u0633\u062a!<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\"><\/span>\n<p>  \u067e\u0627\u06cc\u0627\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0628\u0631\u06cc\u06a9 \u0645\u06cc \u06af\u0648\u06cc\u0645 &#8211; \u0645\u0627 \u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645 \u0628\u0632\u0631\u06af \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc Numpy \u0628\u0631\u062f\u06cc\u0645! \u0645\u0627 \u0686\u06af\u0648\u0646\u06af\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627 \u060c \u0627\u0646\u062c\u0627\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0633\u0631\u06cc\u0639 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0633\u0647\u0648\u0644\u062a \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645. \u0645\u06cc\u0646\u06cc \u067e\u0631\u0648\u0698\u0647 \u0628\u0647 \u0645\u0627 \u0641\u0631\u0635\u062a\u06cc \u062f\u0627\u062f \u062a\u0627 \u0627\u06cc\u0646 \u0645\u0647\u0627\u0631\u062a \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0634\u06cc \u0639\u0645\u0644\u06cc \u0628\u06a9\u0627\u0631 \u06af\u06cc\u0631\u06cc\u0645 \u0648 \u0627\u06a9\u0646\u0648\u0646 \u0645\u062c\u0647\u0632 \u0647\u0633\u062a\u06cc\u0645 \u062a\u0627 \u0639\u0645\u06cc\u0642 \u062a\u0631 \u062d\u0641\u0631 \u06a9\u0646\u06cc\u0645. Numpy \u062f\u0631\u0647\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0648 \u0628\u0627 \u06a9\u0645\u06cc \u062a\u0645\u0631\u06cc\u0646 \u0628\u06cc\u0634\u062a\u0631 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u06cc\u0645 \u06cc\u0627 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Matplotlib \u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u06cc\u0627 \u067e\u0627\u0646\u062f\u0627 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a \u06cc\u0627\u0641\u062a\u0647 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u06cc\u0645. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u0645 \u0648 \u0627\u0632 \u0633\u0641\u0631 \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632 \u0628\u0627 Python \u0648 Numpy \u0644\u0630\u062a \u0628\u0628\u0631\u06cc\u0645!<\/p>\n<hr\/><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0645\u0627 \u0628\u0647 Numpy \u060c \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Python \u06a9\u0647 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a \u060c \u0634\u06cc\u0631\u062c\u0647 \u0645\u06cc \u0632\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u062a\u0639\u062f\u0627\u062f \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0633\u0627\u062f\u0647 \u0648 \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632 \u0628\u0627\u0634\u062f. \u0627\u06cc\u0646 \u06a9\u0647 \u0622\u06cc\u0627 \u0634\u0645\u0627 \u062a\u0627\u0632\u0647 \u0628\u0627 Python \u0634\u0631\u0648\u0639 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f \u06cc\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u06a9\u0646\u062c\u06a9\u0627\u0648 \u0647\u0633\u062a\u06cc\u062f \u060c \u0645\u0627 \u0634\u0645\u0627 \u0631\u0627 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":102399,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-102398","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/102398","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=102398"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/102398\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/102399"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=102398"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=102398"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=102398"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}