{"id":15062,"date":"2024-01-08T07:22:22","date_gmt":"2024-01-08T03:52:22","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/ocr-%d8%b1%d8%a7-%d8%a7%d9%86%d8%ac%d8%a7%d9%85-%d8%af%d9%87%db%8c%d8%af-%d8%b1%d9%88%db%8c-%db%8c%da%a9-pdf-%d8%a7%d8%b3%da%a9%d9%86-%d8%b4%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88\/"},"modified":"2024-01-08T07:22:22","modified_gmt":"2024-01-08T03:52:22","slug":"ocr-%d8%b1%d8%a7-%d8%a7%d9%86%d8%ac%d8%a7%d9%85-%d8%af%d9%87%db%8c%d8%af-%d8%b1%d9%88%db%8c-%db%8c%da%a9-pdf-%d8%a7%d8%b3%da%a9%d9%86-%d8%b4%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/ocr-%d8%b1%d8%a7-%d8%a7%d9%86%d8%ac%d8%a7%d9%85-%d8%af%d9%87%db%8c%d8%af-%d8%b1%d9%88%db%8c-%db%8c%da%a9-pdf-%d8%a7%d8%b3%da%a9%d9%86-%d8%b4%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88\/","title":{"rendered":"OCR \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u0631\u0648\u06cc \u06cc\u06a9 PDF \u0627\u0633\u06a9\u0646 \u0634\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 borb"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/ocr-%d8%b1%d8%a7-%d8%a7%d9%86%d8%ac%d8%a7%d9%85-%d8%af%d9%87%db%8c%d8%af-%d8%b1%d9%88%db%8c-%db%8c%da%a9-pdf-%d8%a7%d8%b3%da%a9%d9%86-%d8%b4%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88\/#%d9%86%d8%b5%d8%a8_borb\" >\u0646\u0635\u0628 borb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/ocr-%d8%b1%d8%a7-%d8%a7%d9%86%d8%ac%d8%a7%d9%85-%d8%af%d9%87%db%8c%d8%af-%d8%b1%d9%88%db%8c-%db%8c%da%a9-pdf-%d8%a7%d8%b3%da%a9%d9%86-%d8%b4%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88\/#%e2%80%9c%d8%b3%d9%86%d8%af_pdf_%d9%85%d9%86_%d9%85%d8%aa%d9%86_%d9%86%d8%af%d8%a7%d8%b1%d8%af%e2%80%9d\" >&#8220;\u0633\u0646\u062f PDF \u0645\u0646 \u0645\u062a\u0646 \u0646\u062f\u0627\u0631\u062f!&#8221;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/ocr-%d8%b1%d8%a7-%d8%a7%d9%86%d8%ac%d8%a7%d9%85-%d8%af%d9%87%db%8c%d8%af-%d8%b1%d9%88%db%8c-%db%8c%da%a9-pdf-%d8%a7%d8%b3%da%a9%d9%86-%d8%b4%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88\/#%d8%a7%db%8c%d8%ac%d8%a7%d8%af_%db%8c%da%a9_%d8%aa%d8%b5%d9%88%db%8c%d8%b1\" >\u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/ocr-%d8%b1%d8%a7-%d8%a7%d9%86%d8%ac%d8%a7%d9%85-%d8%af%d9%87%db%8c%d8%af-%d8%b1%d9%88%db%8c-%db%8c%da%a9-pdf-%d8%a7%d8%b3%da%a9%d9%86-%d8%b4%d8%af%d9%87-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 4<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<p>\u0627\u06cc\u0646 <strong><em>\u0641\u0631\u0645\u062a \u0633\u0646\u062f \u0642\u0627\u0628\u0644 \u062d\u0645\u0644 (PDF)<\/em><\/strong>  \u06cc\u06a9 \u0646\u06cc\u0633\u062a <strong><em>WYSIWYG (\u0622\u0646\u0686\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u0622\u0648\u0631\u06cc\u062f)<\/em><\/strong>  \u0642\u0627\u0644\u0628  \u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u067e\u0644\u062a\u0641\u0631\u0645-\u0622\u06af\u0646\u0648\u0633\u062a\u06cc\u06a9\u060c \u0645\u0633\u062a\u0642\u0644 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u0627\u0635\u0644\u06cc \u0648 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u0631\u0646\u062f\u0631 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0647\u062f\u0641\u060c PDF \u0633\u0627\u062e\u062a\u0647 \u0634\u062f \u062a\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0686\u06cc\u0632\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u06cc\u06a9 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0648 \u0645\u062a\u06a9\u06cc \u0628\u0627 \u0622\u0646 \u062a\u0639\u0627\u0645\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627 \u0648 \u0639\u0645\u0644\u06cc\u0627\u062a \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u0646 \u0628\u0647 \u0646\u062a\u06cc\u062c\u0647.  \u062f\u0631 \u0648\u0627\u0642\u0639 PDF \u0627\u0633\u062a <em>\u0645\u0633\u062a\u0642\u0631 \u0631\u0648\u06cc<\/em>  \u06cc\u06a9 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc &#8211; <a rel=\"nofollow noreferrer noopener\" target=\"_blank\" href=\"https:\/\/www.adobe.com\/products\/postscript.html\" class=\"broken_link\">\u067e\u0633\u062a \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a<\/a>\u06a9\u0647 \u0627\u0648\u0644\u06cc\u0646 \u062f\u0633\u062a\u06af\u0627\u0647 \u0645\u0633\u062a\u0642\u0644 \u0628\u0648\u062f <em>\u0632\u0628\u0627\u0646 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0635\u0641\u062d\u0647<\/em>.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <a rel=\"nofollow noreferrer noopener\" target=\"_blank\" href=\"https:\/\/borbpdf.com\/\"><em>\u0628\u0648\u0631\u0628<\/em><\/a>  &#8211; \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u0647 \u0628\u0647 \u062e\u0648\u0627\u0646\u062f\u0646\u060c \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f \u0627\u0633\u0646\u0627\u062f PDF \u0627\u062e\u062a\u0635\u0627\u0635 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a.  \u0647\u0645 \u06cc\u06a9 \u0645\u062f\u0644 \u0633\u0637\u062d \u067e\u0627\u06cc\u06cc\u0646 (\u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0628\u0647 \u0645\u062e\u062a\u0635\u0627\u062a \u0648 \u0637\u0631\u062d\u200c\u0628\u0646\u062f\u06cc \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0635\u0648\u0631\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f) \u0648 \u0647\u0645 \u06cc\u06a9 \u0645\u062f\u0644 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 (\u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062f\u0642\u06cc\u0642 \u062d\u0627\u0634\u06cc\u0647\u200c\u0647\u0627\u060c \u0645\u0648\u0642\u0639\u06cc\u062a\u200c\u0647\u0627 \u0648 \u063a\u06cc\u0631\u0647 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0645\u062f\u06cc\u0631 \u0637\u0631\u062d\u200c\u0628\u0646\u062f\u06cc \u0648\u0627\u06af\u0630\u0627\u0631 \u06a9\u0646\u06cc\u062f) \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. .<\/p>\n<blockquote>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0631\u0648\u0634 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <strong>\u062a\u0634\u062e\u06cc\u0635 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0646\u0648\u0631\u06cc (OCR)<\/strong> \u0631\u0648\u06cc  \u06cc\u06a9 \u0633\u0646\u062f \u067e\u06cc \u062f\u06cc \u0627\u0641 \u0627\u0633\u06a9\u0646 \u0634\u062f\u0647<\/p>\n<\/blockquote>\n<h2 id=\"installingborb\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%b5%d8%a8_borb\"><\/span>\u0646\u0635\u0628 borb<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><em>\u0628\u0648\u0631\u0628<\/em> \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0645\u0646\u0628\u0639 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f \u0631\u0648\u06cc <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/jorisschellekens\/borb\">GitHub<\/a>\u060c \u06cc\u0627 \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 <code>pip<\/code>:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install borb<\/span>\n<\/code><\/pre>\n<h2 id=\"mypdfdocumenthasnotext\"><span class=\"ez-toc-section\" id=\"%e2%80%9c%d8%b3%d9%86%d8%af_pdf_%d9%85%d9%86_%d9%85%d8%aa%d9%86_%d9%86%d8%af%d8%a7%d8%b1%d8%af%e2%80%9d\"><\/span>&#8220;\u0633\u0646\u062f PDF \u0645\u0646 \u0645\u062a\u0646 \u0646\u062f\u0627\u0631\u062f!&#8221;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u0644\u0627\u0633\u06cc\u06a9 \u062a\u0631\u06cc\u0646 \u0633\u0648\u0627\u0644\u0627\u062a \u0627\u0633\u062a \u0631\u0648\u06cc \u0647\u0631 \u0627\u0646\u062c\u0645\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u06cc\u0627 \u0645\u06cc\u0632 \u06a9\u0645\u06a9:<\/p>\n<blockquote>\n<p><em>&#8220;\u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u0633\u0646\u062f \u0645\u0646 \u0645\u062a\u0646\u06cc \u062f\u0631 \u0622\u0646 \u0646\u062f\u0627\u0631\u062f. \u06a9\u0645\u06a9 \u06a9\u0646\u06cc\u062f\u061f&#8221;<\/em><\/p>\n<\/blockquote>\n<p>\u06cc\u0627:<\/p>\n<blockquote>\n<p><em>&#8220;\u0646\u0645\u0648\u0646\u0647 \u06a9\u062f \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062a\u0646 \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u0633\u0646\u062f \u0645\u0646 \u06a9\u0627\u0631 \u0646\u0645\u06cc \u06a9\u0646\u062f. \u0686\u0637\u0648\u0631\u061f&#8221;<\/em><\/p>\n<\/blockquote>\n<p>\u067e\u0627\u0633\u062e \u0627\u063a\u0644\u0628 \u0628\u0647 \u0647\u0645\u0627\u0646 \u0627\u0646\u062f\u0627\u0632\u0647 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a <em>&#8220;\u0627\u0633\u06a9\u0646\u0631 \u0634\u0645\u0627 \u0627\u0632 \u0634\u0645\u0627 \u0645\u062a\u0646\u0641\u0631 \u0627\u0633\u062a&#8221;<\/em>.<\/p>\n<p>\u0627\u06a9\u062b\u0631 \u0627\u0633\u0646\u0627\u062f\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0631\u0627\u06cc \u0622\u0646\u0647\u0627 \u06a9\u0627\u0631 \u0646\u0645\u06cc \u06a9\u0646\u062f \u0627\u0633\u0646\u0627\u062f PDF \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0627\u0633\u0627\u0633\u0627\u064b \u062a\u0635\u0627\u0648\u06cc\u0631 \u062c\u0644\u0627\u0644\u06cc \u0647\u0633\u062a\u0646\u062f.  \u0622\u0646\u0647\u0627 \u062d\u0627\u0648\u06cc \u062a\u0645\u0627\u0645 \u0645\u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 PDF \u0647\u0633\u062a\u0646\u062f\u060c \u0627\u0645\u0627 \u0635\u0641\u062d\u0627\u062a \u0622\u0646\u0647\u0627 \u0641\u0642\u0637 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0632\u0631\u06af (\u0627\u063a\u0644\u0628 \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u067e\u0627\u06cc\u06cc\u0646) \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0627 \u0627\u0633\u06a9\u0646 \u06a9\u0627\u063a\u0630\u0647\u0627\u06cc \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f <em>\u0628\u062f\u0648\u0646 \u0631\u0646\u062f\u0631 \u0645\u062a\u0646<\/em> \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0627\u06cc\u0646 \u0627\u0633\u0646\u0627\u062f  \u0648 \u0627\u06a9\u062b\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc PDF \u0642\u0627\u062f\u0631 \u0628\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0622\u0646\u0647\u0627 \u0646\u062e\u0648\u0627\u0647\u0646\u062f \u0628\u0648\u062f. <code>borb<\/code>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u062f \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u062f\u0627\u062e\u0644\u06cc \u0627\u0632 OCR \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0627\u0632 \u06cc\u06a9 \u0648\u06cc\u0698\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>EventListener<\/code> \u0627\u062c\u0631\u0627 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f <code>OCRAsOptionalContentGroup<\/code>.  \u0627\u06cc\u0646 \u06a9\u0644\u0627\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f <code>tesseract<\/code> (\u0648 \u06cc\u0627 \u0628\u0647 \u062c\u0627\u06cc <code>pytesseract<\/code>) \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 OCR (\u062a\u0634\u062e\u06cc\u0635 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0646\u0648\u0631\u06cc) \u0631\u0648\u06cc \u0631\u0627 <code>Document<\/code>.<\/p>\n<blockquote>\n<p>\u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0631\u0628\u0627\u0631\u0647 OCR \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u06a9\u0633\u0628 \u06a9\u0646\u06cc\u062f\u060c \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0645\u0627 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0633\u0627\u062f\u0647 \u0646\u0648\u06cc\u0633\u0647\u200c\u0647\u0627\u06cc \u0646\u0648\u0631\u06cc \u0628\u0627 PyTesseract \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f!<\/p>\n<\/blockquote>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645\u060c \u0645\u062a\u0646 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0645\u062c\u062f\u062f\u0627\u064b \u062f\u0631 \u0647\u0631 \u0635\u0641\u062d\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 &#8220;\u0644\u0627\u06cc\u0647&#8221; \u0648\u06cc\u0698\u0647 \u062f\u0631\u062c \u0645\u06cc \u0634\u0648\u062f (\u062f\u0631 PDF \u0628\u0647 \u0622\u0646 &#8220;\u06af\u0631\u0648\u0647 \u0645\u062d\u062a\u0648\u0627\u06cc \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc&#8221; \u0645\u06cc \u06af\u0648\u06cc\u0646\u062f).<\/p>\n<p>\u0628\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u062d\u062a\u0648\u0627\u060c \u062a\u0631\u0641\u0646\u062f\u0647\u0627\u06cc \u0645\u0639\u0645\u0648\u0644 (<code>SimpleTextExtraction<\/code>) \u0646\u062a\u0627\u06cc\u062c \u0645\u0648\u0631\u062f \u0627\u0646\u062a\u0638\u0627\u0631 \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0634\u0645\u0627 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u0631\u0648\u0634\u06cc \u0634\u0631\u0648\u0639 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f \u06a9\u0647 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 PIL \u0628\u0627 \u0645\u0642\u062f\u0627\u0631\u06cc \u0645\u062a\u0646 \u062f\u0631 \u0622\u0646 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0633\u067e\u0633 \u062f\u0631 \u06cc\u06a9 PDF \u062f\u0631\u062c \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h2 id=\"creatinganimage\"><span class=\"ez-toc-section\" id=\"%d8%a7%db%8c%d8%ac%d8%a7%d8%af_%db%8c%da%a9_%d8%aa%d8%b5%d9%88%db%8c%d8%b1\"><\/span>\u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> typing\n<span class=\"hljs-keyword\">from<\/span> pathlib <span class=\"hljs-keyword\">import<\/span> Path\n\n<span class=\"hljs-keyword\">from<\/span> PIL <span class=\"hljs-keyword\">import<\/span> Image <span class=\"hljs-keyword\">as<\/span> PILImage  \n<span class=\"hljs-keyword\">from<\/span> PIL <span class=\"hljs-keyword\">import<\/span> ImageDraw, ImageFont\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">create_image<\/span>() -&gt; PILImage:<\/span>\n    \n    img = PILImage.new(<span class=\"hljs-string\">\"RGB\"<\/span>, (<span class=\"hljs-number\">256<\/span>, <span class=\"hljs-number\">256<\/span>), color=(<span class=\"hljs-number\">255<\/span>, <span class=\"hljs-number\">255<\/span>, <span class=\"hljs-number\">255<\/span>))\n\n    \n    \n    font = ImageFont.truetype(<span class=\"hljs-string\">\"\/usr\/share\/fonts\/truetype\/ubuntu\/UbuntuMono-B.ttf\"<\/span>, <span class=\"hljs-number\">24<\/span>)\n\n    \n    draw = ImageDraw.Draw(img)\n    draw.text((<span class=\"hljs-number\">10<\/span>, <span class=\"hljs-number\">10<\/span>),\n              <span class=\"hljs-string\">\"Hello World!\"<\/span>,\n              fill=(<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">0<\/span>),\n              font=font)\n\n    \n    <span class=\"hljs-keyword\">return<\/span> img\n<\/code><\/pre>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 PDF \u0628\u0627 \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0633\u0627\u0632\u06cc\u0645 \u062a\u0627 \u0633\u0646\u062f \u0627\u0633\u06a9\u0646 \u0634\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u062f\u060c \u06a9\u0647 \u0642\u0627\u0628\u0644 \u062a\u062c\u0632\u06cc\u0647 \u0646\u06cc\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u062d\u0627\u0648\u06cc \u0645\u062a\u0627\u062f\u06cc\u062a\u0627 \u0646\u06cc\u0633\u062a:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> typing\n\n<span class=\"hljs-keyword\">from<\/span> borb.pdf.canvas.layout.image.image <span class=\"hljs-keyword\">import<\/span> Image\n<span class=\"hljs-keyword\">from<\/span> borb.pdf.canvas.layout.page_layout.multi_column_layout <span class=\"hljs-keyword\">import<\/span> SingleColumnLayout\n<span class=\"hljs-keyword\">from<\/span> borb.pdf.canvas.layout.page_layout.page_layout <span class=\"hljs-keyword\">import<\/span> PageLayout\n<span class=\"hljs-keyword\">from<\/span> borb.pdf.canvas.layout.text.paragraph <span class=\"hljs-keyword\">import<\/span> Paragraph\n<span class=\"hljs-keyword\">from<\/span> borb.pdf.document <span class=\"hljs-keyword\">import<\/span> Document\n<span class=\"hljs-keyword\">from<\/span> borb.pdf.page.page <span class=\"hljs-keyword\">import<\/span> Page\n<span class=\"hljs-keyword\">from<\/span> borb.pdf.pdf <span class=\"hljs-keyword\">import<\/span> PDF\n\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">create_document<\/span>():<\/span>\n\n    \n    d: Document = Document()\n\n    \n    p: Page = Page()\n    d.append_page(p)\n\n    \n    l: PageLayout = SingleColumnLayout(p)\n\n    \n    l.add(Paragraph(<span class=\"hljs-string\">\"Lorem Ipsum\"<\/span>))\n\n    \n    l.add(Image(create_image()))\n\n    \n    <span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">\"output_001.pdf\"<\/span>, <span class=\"hljs-string\">\"wb\"<\/span>) <span class=\"hljs-keyword\">as<\/span> pdf_file_handle:\n        PDF.dumps(pdf_file_handle, d)\n<\/code><\/pre>\n<p>\u0633\u0646\u062f \u062d\u0627\u0635\u0644 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0628\u0627\u0634\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/applying-ocr-to-a-scanned-pdf-in-python-using-borb-1.png\" alt=\"\u0633\u0646\u062f \u067e\u06cc \u062f\u06cc \u0627\u0641 \u0628\u0627 \u062a\u0635\u0648\u06cc\u0631\" title=\"\"><\/p>\n<p>\u0648\u0642\u062a\u06cc \u0645\u062a\u0646 \u0627\u06cc\u0646 \u0633\u0646\u062f \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0641\u0642\u0637 \u062e\u0637 \u0628\u0627\u0644\u0627\u06cc\u06cc \u0645\u062a\u0646 \u0627\u0633\u062a.  \u0628\u0642\u06cc\u0647 \u06cc\u06a9 \u0627\u0633\u062a <em>\u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0645\u062a\u0646<\/em> (\u062a\u0635\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u062f):<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/applying-ocr-to-a-scanned-pdf-in-python-using-borb-2.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631 pdf \u0642\u0627\u0628\u0644 \u0627\u0646\u062a\u062e\u0627\u0628 \u0646\u06cc\u0633\u062a\" title=\"\"><\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f OCR \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0633\u0646\u062f \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u0645 \u0648 \u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u06a9\u0646\u06cc\u0645 <em>\u0645\u062a\u0646 \u0648\u0627\u0642\u0639\u06cc<\/em> \u0628\u0647 \u0637\u0648\u0631\u06cc \u06a9\u0647 \u0642\u0627\u0628\u0644 \u062a\u062c\u0632\u06cc\u0647 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">\n<span class=\"hljs-keyword\">from<\/span> pathlib <span class=\"hljs-keyword\">import<\/span> Path\n<span class=\"hljs-keyword\">from<\/span> borb.toolkit.ocr.ocr_as_optional_content_group <span class=\"hljs-keyword\">import<\/span> OCRAsOptionalContentGroup\n<span class=\"hljs-keyword\">from<\/span> borb.toolkit.text.simple_text_extraction <span class=\"hljs-keyword\">import<\/span> SimpleTextExtraction\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">apply_ocr_to_document<\/span>():<\/span>\n\n    \n    tesseract_data_dir: Path = Path(<span class=\"hljs-string\">\"\/home\/joris\/Downloads\/tessdata-master\/\"<\/span>)\n    <span class=\"hljs-keyword\">assert<\/span> tesseract_data_dir.exists()\n    l: OCRAsOptionalContentGroup = OCRAsOptionalContentGroup(tesseract_data_dir)\n\n    \n    doc: typing.<span class=\"hljs-type\">Optional<\/span>(Document) = <span class=\"hljs-literal\">None<\/span>\n    <span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">\"output_001.pdf\"<\/span>, <span class=\"hljs-string\">\"rb\"<\/span>) <span class=\"hljs-keyword\">as<\/span> pdf_file_handle:\n        doc = PDF.loads(pdf_file_handle, (l))\n\n    <span class=\"hljs-keyword\">assert<\/span> doc <span class=\"hljs-keyword\">is<\/span> <span class=\"hljs-keyword\">not<\/span> <span class=\"hljs-literal\">None<\/span>\n\n    \n    <span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">\"output_002.pdf\"<\/span>, <span class=\"hljs-string\">\"wb\"<\/span>) <span class=\"hljs-keyword\">as<\/span> pdf_file_handle:\n        PDF.dumps(pdf_file_handle, doc)\n<\/code><\/pre>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u0627\u0636\u0627\u0641\u06cc \u062f\u0631 PDF \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a <em>&#8220;OCR \u062a\u0648\u0633\u0637 Borb&#8221;<\/em>\u0648 \u062d\u0627\u0648\u06cc \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627\u06cc \u0631\u0646\u062f\u0631 \u0627\u0633\u062a <code>borb<\/code> \u062f\u0648\u0628\u0627\u0631\u0647 \u062f\u0631\u062c \u0634\u062f <code>Document<\/code>.<\/p>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0645\u0627\u06cc\u0627\u0646 \u0628\u0648\u062f\u0646 \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f (\u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0647\u0646\u06af\u0627\u0645 \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f):<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/applying-ocr-to-a-scanned-pdf-in-python-using-borb-3.png\" alt=\"\u0644\u0627\u06cc\u0647 \u0645\u062e\u0641\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f on borb ocr pdf\" title=\"\"><br \/>\n<img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/applying-ocr-to-a-scanned-pdf-in-python-using-borb-4.png\" alt=\"\u0644\u0627\u06cc\u0647 \u067e\u0646\u0647\u0627\u0646 borb ocr pdf \u0631\u0627 \u062e\u0627\u0645\u0648\u0634 \u06a9\u0631\u062f\" title=\"\"><\/p>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 borb \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 rendering postscript \u062f\u0648\u0628\u0627\u0631\u0647 \u062f\u0631\u062c \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a <em>&#8220;\u0633\u0644\u0627\u0645 \u062f\u0646\u06cc\u0627!&#8221;<\/em> \u062f\u0631 \u0633\u0646\u062f \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0631\u0627 \u0645\u062e\u0641\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<blockquote>\n<p>\u0628\u0647 \u062e\u0627\u0637\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 OCR \u06cc\u06a9 \u0627\u06a9\u062a\u0634\u0627\u0641\u06cc \u0627\u0633\u062a.  \u0645\u06a9\u0627\u0646 \u0648 \u0645\u062a\u0646 \u062a\u0637\u0628\u06cc\u0642 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0647\u0645\u06cc\u0634\u0647 100\u066a \u062f\u0631\u0633\u062a \u0646\u0628\u0627\u0634\u062f.  \u0627\u06cc\u0646 \u0641\u0642\u0637 \u0631\u0627\u0647 \u0627\u0633\u062a.  \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644\u060c \u0634\u0645\u0627 \u0644\u0627\u06cc\u0647 \u0631\u0627 \u067e\u0646\u0647\u0627\u0646 \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u06cc\u062f (\u0627\u0645\u0627 \u0642\u0627\u0628\u0644 \u0627\u0646\u062a\u062e\u0627\u0628) \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc \u062f\u0631 \u062c\u0627\u06cc \u062e\u0648\u062f \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0642\u0631\u06cc\u0628\u06cc \u0627\u0632 \u0622\u0646 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06cc\u0627 \u06a9\u067e\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<\/blockquote>\n<p>\u0627\u06a9\u0646\u0648\u0646 (\u062d\u062a\u06cc \u0628\u0627 \u067e\u0646\u0647\u0627\u0646 \u0628\u0648\u062f\u0646 \u0644\u0627\u06cc\u0647)\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062a\u0646 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/applying-ocr-to-a-scanned-pdf-in-python-using-borb-5.png\" alt=\"\u0645\u062a\u0646 ocr \u0642\u0627\u0628\u0644 \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0633\u062a\u060c \u062d\u062a\u06cc \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 pdf borb \u0646\u0627\u0645\u0631\u0626\u06cc \u0628\u0627\u0634\u062f\" title=\"\"><\/p>\n<p>\u0648 \u062f\u0631 \u0635\u0648\u0631\u062a \u062f\u0631\u062e\u0648\u0627\u0633\u062a <code>SimpleTextExtraction<\/code> \u0627\u06a9\u0646\u0648\u0646\u060c \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0645\u0627\u0645 \u0645\u062a\u0646 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0622\u0646 \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f <code>Document<\/code>.<\/p>\n<pre><code class=\"hljs\">\n<span class=\"hljs-keyword\">from<\/span> borb.toolkit.text.simple_text_extraction <span class=\"hljs-keyword\">import<\/span> SimpleTextExtraction\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">read_modified_document<\/span>():<\/span>\n\n    doc: typing.<span class=\"hljs-type\">Optional<\/span>(Document) = <span class=\"hljs-literal\">None<\/span>\n    l: SimpleTextExtraction = SimpleTextExtraction()\n    <span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">\"output_002.pdf\"<\/span>, <span class=\"hljs-string\">\"rb\"<\/span>) <span class=\"hljs-keyword\">as<\/span> pdf_file_handle:\n        doc = PDF.loads(pdf_file_handle, (l))\n\n    <span class=\"hljs-built_in\">print<\/span>(l.get_text_for_page(<span class=\"hljs-number\">0<\/span>))\n\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">main<\/span>():<\/span>\n    create_document()\n    apply_ocr_to_document()\n    read_modified_document()\n\n    \n<span class=\"hljs-keyword\">if<\/span> __name__ == <span class=\"hljs-string\">\"__main__\"<\/span>:\n    main()\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0686\u0627\u067e \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<pre><code class=\"hljs\">Lorem Ipsum\nHello World!\n<\/code><\/pre>\n<p>\u0639\u0627\u0644\u06cc!<\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u0647\u200c\u0627\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 OCR \u0631\u0627 \u062f\u0631 \u0627\u0633\u0646\u0627\u062f PDF \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0627\u0633\u0646\u0627\u062f \u0627\u0633\u06a9\u0646 \u0634\u062f\u0647 \u0634\u0645\u0627 \u0642\u0627\u0628\u0644 \u062c\u0633\u062a\u062c\u0648 \u0648 \u0622\u0645\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0622\u06cc\u0646\u062f\u0647 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-08 07:22:05<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;15062&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;OCR \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u0631\u0648\u06cc \u06cc\u06a9 PDF \u0627\u0633\u06a9\u0646 \u0634\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 borb&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 4<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0627\u06cc\u0646 \u0641\u0631\u0645\u062a \u0633\u0646\u062f \u0642\u0627\u0628\u0644 \u062d\u0645\u0644 (PDF) \u06cc\u06a9 \u0646\u06cc\u0633\u062a WYSIWYG (\u0622\u0646\u0686\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u0622\u0648\u0631\u06cc\u062f) \u0642\u0627\u0644\u0628 \u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u067e\u0644\u062a\u0641\u0631\u0645-\u0622\u06af\u0646\u0648\u0633\u062a\u06cc\u06a9\u060c \u0645\u0633\u062a\u0642\u0644 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u0627\u0635\u0644\u06cc \u0648 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u0631\u0646\u062f\u0631 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f. \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0647\u062f\u0641\u060c PDF \u0633\u0627\u062e\u062a\u0647 \u0634\u062f \u062a\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0686\u06cc\u0632\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u06cc\u06a9 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0648 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":15063,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-15062","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/15062","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=15062"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/15062\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/15063"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=15062"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=15062"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=15062"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}