{"id":15627,"date":"2024-01-14T21:55:37","date_gmt":"2024-01-14T18:25:37","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%b1%d8%b3%d9%85-inline-%d9%88-%d8%a8%d8%a7-qt-matplotlib-%d8%a8%d8%a7-ipython-jupyter-%d9%86%d9%88%d8%aa-%d8%a8%d9%88%da%a9\/"},"modified":"2024-01-14T21:55:37","modified_gmt":"2024-01-14T18:25:37","slug":"%d8%b1%d9%88%d8%b4-%d8%b1%d8%b3%d9%85-inline-%d9%88-%d8%a8%d8%a7-qt-matplotlib-%d8%a8%d8%a7-ipython-jupyter-%d9%86%d9%88%d8%aa-%d8%a8%d9%88%da%a9","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%b1%d8%b3%d9%85-inline-%d9%88-%d8%a8%d8%a7-qt-matplotlib-%d8%a8%d8%a7-ipython-jupyter-%d9%86%d9%88%d8%aa-%d8%a8%d9%88%da%a9\/","title":{"rendered":"\u0631\u0648\u0634 \u0631\u0633\u0645 Inline \u0648 \u0628\u0627 Qt &#8211; Matplotlib \u0628\u0627 IPython\/Jupyter \u0646\u0648\u062a \u0628\u0648\u06a9"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%b1%d8%b3%d9%85-inline-%d9%88-%d8%a8%d8%a7-qt-matplotlib-%d8%a8%d8%a7-ipython-jupyter-%d9%86%d9%88%d8%aa-%d8%a8%d9%88%da%a9\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%b1%d8%b3%d9%85-inline-%d9%88-%d8%a8%d8%a7-qt-matplotlib-%d8%a8%d8%a7-ipython-jupyter-%d9%86%d9%88%d8%aa-%d8%a8%d9%88%da%a9\/#%d8%b1%d8%a7%d9%87_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c_ipython\" >\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc IPython<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%b1%d8%b3%d9%85-inline-%d9%88-%d8%a8%d8%a7-qt-matplotlib-%d8%a8%d8%a7-ipython-jupyter-%d9%86%d9%88%d8%aa-%d8%a8%d9%88%da%a9\/#%d9%88%d8%a7%d8%b1%d8%af_%da%a9%d8%b1%d8%af%d9%86_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7_%d9%88_%d8%aa%d8%ac%d8%b3%d9%85_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\" >\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%b1%d8%b3%d9%85-inline-%d9%88-%d8%a8%d8%a7-qt-matplotlib-%d8%a8%d8%a7-ipython-jupyter-%d9%86%d9%88%d8%aa-%d8%a8%d9%88%da%a9\/#backend%d9%87%d8%a7%db%8c_matplotlib\" >Backend\u0647\u0627\u06cc Matplotlib<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%b1%d8%b3%d9%85-inline-%d9%88-%d8%a8%d8%a7-qt-matplotlib-%d8%a8%d8%a7-ipython-jupyter-%d9%86%d9%88%d8%aa-%d8%a8%d9%88%da%a9\/#%d9%86%d9%82%d8%b4%d9%87_matplotlib_%d8%af%d8%b1_%d9%be%d9%86%d8%ac%d8%b1%d9%87_%d8%ae%d8%a7%d8%b1%d8%ac%db%8c_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_ipythonjupyter\" >\u0646\u0642\u0634\u0647 Matplotlib \u062f\u0631 \u067e\u0646\u062c\u0631\u0647 \u062e\u0627\u0631\u062c\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 IPython\/Jupyter<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%b1%d8%b3%d9%85-inline-%d9%88-%d8%a8%d8%a7-qt-matplotlib-%d8%a8%d8%a7-ipython-jupyter-%d9%86%d9%88%d8%aa-%d8%a8%d9%88%da%a9\/#matplotlib_plot_inline_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_ipythonjupyter_%d8%af%d8%b1_%d8%ae%d8%b7\" >Matplotlib Plot Inline \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 IPython\/Jupyter (\u062f\u0631 \u062e\u0637)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%b1%d8%b3%d9%85-inline-%d9%88-%d8%a8%d8%a7-qt-matplotlib-%d8%a8%d8%a7-ipython-jupyter-%d9%86%d9%88%d8%aa-%d8%a8%d9%88%da%a9\/#matplotlib_plot_inline_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_ipythonjupyter_notebook\" >Matplotlib Plot Inline \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 IPython\/Jupyter (notebook)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%b1%d8%b3%d9%85-inline-%d9%88-%d8%a8%d8%a7-qt-matplotlib-%d8%a8%d8%a7-ipython-jupyter-%d9%86%d9%88%d8%aa-%d8%a8%d9%88%da%a9\/#%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<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0639\u062f\u0627\u062f\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u062e\u062a\u0644\u0641 \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u0632 \u0628\u06cc\u0646 \u0647\u0645\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u060c Matplotlib \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u062d\u0628\u0648\u0628 \u062a\u0631\u06cc\u0646 \u0648 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a.  \u0628\u0627 Matplotlib \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u062c\u0633\u0645 \u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<p>Jupyter  \u0646\u0648\u062a\u200c\u0628\u0648\u06a9\u200c\u0647\u0627 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628\u200c\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9\u200c\u06af\u0630\u0627\u0631\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u06a9\u062f \u0648 \u062a\u0635\u0648\u06cc\u0631\u0633\u0627\u0632\u06cc \u0647\u0633\u062a\u0646\u062f.  \u0627\u06af\u0631\u0686\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 Matplotlib \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0646\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 Matplotlib \u062f\u0631 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. Jupyter notebook.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0622\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a <em>\u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 IPython notebook \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc Matplotlib \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0637\u06cc<\/em>.<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0647\u062f\u0641 Matplotlib &#8220;inline&#8221; \u0648 &#8220;\u0631\u0627 \u067e\u0648\u0634\u0634 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u062f.notebook&#8221; \u0645\u062a\u062f\u0647\u0627\u06cc \u062c\u0627\u062f\u0648\u06cc\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 Backend\u0647\u0627\u06cc Matplotlib \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h2 id=\"settingupipython\"><span class=\"ez-toc-section\" id=\"%d8%b1%d8%a7%d9%87_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c_ipython\"><\/span>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc IPython<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Jupyter  \u0646\u0648\u062a\u200c\u0628\u0648\u06a9\u200c\u0647\u0627 \u062a\u0639\u0627\u0645\u0644\u06cc \u0647\u0633\u062a\u0646\u062f \u0648 \u0627\u06af\u0631 \u0628\u0647 \u0634\u0645\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u06a9\u0627\u0631\u062a\u0627\u0646 \u0631\u0627 \u0628\u0627 \u062f\u06cc\u06af\u0631 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u0627\u0646 \u0648 \u062a\u062d\u0644\u06cc\u0644\u06af\u0631\u0627\u0646 \u062f\u0631 \u0642\u0627\u0644\u0628\u06cc \u062a\u06a9\u0631\u0627\u0631\u067e\u0630\u06cc\u0631 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u06cc\u06a9 Jupyter notebook <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/Jupyter.org\/install\">\u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<\/a>.<\/p>\n<p>\u0633\u0627\u062f\u0647 \u062a\u0631\u06cc\u0646 \u0648 \u0633\u0627\u062f\u0647 \u062a\u0631\u06cc\u0646 \u0631\u0627\u0647 \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 a Jupyter notebook \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u06cc\u0631 \u0628\u0633\u062a\u0647 \u0627\u0633\u062a.  \u0627\u06af\u0631 \u0627\u0632 Conda \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f Jupyter \u0641\u0627\u06cc\u0644 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> conda install -c conda-forge notebook<\/span>\n<\/code><\/pre>\n<p>\u0627\u06af\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f pip\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f Jupyter \u0628\u0627 \u0627\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631 \u062f\u0631 \u0639\u0648\u0636:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install notebook<\/span>\n<\/code><\/pre>\n<p>\u0628\u0639\u062f \u0627\u0632 Jupyter \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 a \u0631\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f Jupyter notebook  \u0628\u0627 \u0628\u0627\u0632 \u06a9\u0631\u062f\u0646 \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 \u0632\u06cc\u0631 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0628\u0627 \u0646\u0627\u0645:<\/p>\n<pre><code class=\"hljs\">Jupyter Notebook\n<\/code><\/pre>\n<p>\u0633\u067e\u0633 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u062e\u0648\u062f \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f Jupyter notebook \u0628\u0627 \u0627\u0634\u0627\u0631\u0647 \u06a9\u0631\u062f\u0646 \u0645\u0631\u0648\u0631\u06af\u0631 \u062e\u0648\u062f \u0628\u0647 \u0622\u062f\u0631\u0633 \u0632\u06cc\u0631:<\/p>\n<pre><code class=\"hljs\">http:\/\/localhost:8888\/tree?\n<\/code><\/pre>\n<h2 id=\"importingdataandvisualizingdata\"><span class=\"ez-toc-section\" id=\"%d9%88%d8%a7%d8%b1%d8%af_%da%a9%d8%b1%d8%af%d9%86_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7_%d9%88_%d8%aa%d8%ac%d8%b3%d9%85_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\"><\/span>\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0627\u0632 \u0645\u0639\u0631\u0648\u0641 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.kaggle.com\/jsphyg\/tipping\" class=\"broken_link\">\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0646\u06a9\u0627\u062a<\/a>.<\/p>\n<p>\u062e\u0648\u0628 import \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 <code>.csv<\/code> \u0641\u0627\u06cc\u0644\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 <code>matplotlib.pyplot<\/code> \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645  \u067e\u0633 \u0627\u0632 \u0622\u0646\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0633\u0627\u062f\u0647 \u0628\u0633\u0627\u0632\u06cc\u0645:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/how-to-plot-inline-and-with-qt-matplotlib-with-ipython-and-jupyter-notebooks-1.png\" alt=\"\u0698\u0648\u067e\u06cc\u062a\u0631 notebook \u062a\u062c\u0633\u0645 matplotlib\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u0631\u0648\u0634\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062a\u062c\u0633\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u062f Jupyter notebook.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06af\u0631 \u0634\u0645\u0627 \u0627\u06cc\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u06af\u0630\u0627\u0634\u062a\u06cc\u062f notebook \u0628\u0627 \u0634\u062e\u0635\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0641\u0639\u0644\u06cc &#8211; \u0622\u0646\u0647\u0627 \u0628\u0627\u06cc\u062f \u062e\u0648\u062f\u0634\u0627\u0646 \u06a9\u062f \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u0646\u062f \u062a\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0628\u06cc\u0646\u0646\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u062e\u0648\u062f \u062a\u062c\u0633\u0645\u200c\u0647\u0627 \u062f\u0631 \u0622\u0646 \u06af\u0646\u062c\u0627\u0646\u062f\u0647 \u0634\u0648\u0646\u062f notebook \u0628\u062f\u0646\u060c \u0634\u0645\u0627 \u0627\u0632 <code>inline<\/code> \u062f\u0633\u062a\u0648\u0631\u060c \u06a9\u0647 \u0628\u0647 \u06cc\u06a9 \u0628\u0627\u0637\u0646 Matplotlib \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f.<\/p>\n<h2 id=\"matplotlibbackends\"><span class=\"ez-toc-section\" id=\"backend%d9%87%d8%a7%db%8c_matplotlib\"><\/span>Backend\u0647\u0627\u06cc Matplotlib<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0646\u0645\u0627\u06cc\u0634 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0634\u0627\u0645\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>show()<\/code> \u062a\u0627\u0628\u0639 \u0627\u0632 PyPlot.  \u0628\u0627 Jupyter \u062f\u0631 \u0646\u0648\u062a\u200c\u0628\u0648\u06a9\u200c\u0647\u0627\u060c \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0636\u0631\u0648\u0631\u06cc \u0646\u06cc\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u067e\u0633 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0633\u0644\u0648\u0644\u200c\u0647\u0627\u06cc \u062d\u0627\u0648\u06cc \u06a9\u062f\u06cc \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.  \u0627\u06cc\u0646 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0647\u0633\u062a\u0646\u062f\u060c <em>\u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0637\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/em>\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0622\u0646\u0647\u0627 \u062f\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f notebook \u062e\u0648\u062f<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0634\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0637\u0631\u062d \u0631\u0627 \u062f\u0631 \u062e\u0627\u0631\u062c \u0627\u0632 \u0635\u0641\u062d\u0647 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u062f notebook\u060c \u06a9\u0647 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0628\u06a9 \u0627\u0646\u062f Matplotlib \u0642\u0627\u0628\u0644 \u0627\u0646\u062c\u0627\u0645 \u0627\u0633\u062a. Jupyter \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u06cc\u06a9 Backend Matplotlib \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0647\u0631\u0686\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u060c \u0622\u0646 \u0631\u0627 \u0644\u063a\u0648 \u06a9\u0631\u062f <em>\u062a\u0648\u0627\u0628\u0639 \u062c\u0627\u062f\u0648\u06cc\u06cc<\/em>\u060c \u06a9\u0647 \u0628\u0627 \u0646\u0627\u0645 \u062e\u0648\u0627\u0646\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f <code>%<\/code> \u0634\u062e\u0635\u06cc\u062a.<\/p>\n<h3 id=\"matplotlibplotonexternalwindowusingipythonjupyter\"><span class=\"ez-toc-section\" id=\"%d9%86%d9%82%d8%b4%d9%87_matplotlib_%d8%af%d8%b1_%d9%be%d9%86%d8%ac%d8%b1%d9%87_%d8%ae%d8%a7%d8%b1%d8%ac%db%8c_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_ipythonjupyter\"><\/span>\u0646\u0642\u0634\u0647 Matplotlib \u062f\u0631 \u067e\u0646\u062c\u0631\u0647 \u062e\u0627\u0631\u062c\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 IPython\/Jupyter<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u062a\u0644\u0627\u0634 \u0628\u0631\u0627\u06cc \u0637\u0631\u062d \u0631\u06cc\u0632\u06cc \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 \u062e\u0627\u0631\u062c\u06cc \u0627\u0632 notebook:<\/p>\n<pre><code class=\"hljs\">%matplotlib qt\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0645\u0627 \u0628\u0647 \u0622\u0646 \u06af\u0641\u062a\u06cc\u0645 Jupyter notebook \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Qt \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0641\u0631\u06cc\u0645 \u0631\u0648\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u062d\u0644\u06cc \u0645\u0627 \u062f\u0631 \u0639\u0648\u0636.  \u0627\u06cc\u0646 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u062a\u0627\u0628\u0639 \u0642\u0628\u0644 \u0627\u0632 Matplotlib \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f import:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/how-to-plot-inline-and-with-qt-matplotlib-with-ipython-and-jupyter-notebooks-2.png\" alt=\"\u0698\u0648\u067e\u06cc\u062a\u0631 notebook qt \u0646\u0645\u0648\u062f\u0627\u0631 \u062e\u0627\u0631\u062c\u06cc matplotlib\" title=\"\"><\/p>\n<h3 id=\"matplotlibplotinlineusingipythonjupyterinline\"><span class=\"ez-toc-section\" id=\"matplotlib_plot_inline_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_ipythonjupyter_%d8%af%d8%b1_%d8%ae%d8%b7\"><\/span>Matplotlib Plot Inline \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 IPython\/Jupyter (\u062f\u0631 \u062e\u0637)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u0627\u0632 Jupyter \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a Backend \u0631\u0627 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0628\u0631\u0627\u06cc Matplotlib \u062a\u0646\u0638\u06cc\u0645 \u0646\u06a9\u0646\u062f \u0648 \u0646\u062a\u0648\u0627\u0646\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0631\u0648\u0646 \u062e\u0637\u06cc \u0627\u0631\u0627\u0626\u0647 \u06a9\u0646\u062f.  \u062f\u0631 \u0622\u0646 \u0635\u0648\u0631\u062a\u060c \u0631\u0633\u0645 \u062e\u0637\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u062f\u0648 \u0631\u0648\u0634 \u0627\u062c\u0628\u0627\u0631\u06cc \u06a9\u0631\u062f.<\/p>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f <code>inline<\/code> \u062a\u0627\u0628\u0639\u060c \u0628\u0647 \u062c\u0627\u06cc <code>qt<\/code> \u0645\u062c\u0628\u0648\u0631 \u06a9\u0631\u062f\u0646 Jupyter \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0637\u06cc:<\/p>\n<pre><code class=\"hljs\">%matplotlib inline\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u0633\u06cc \u06a9\u0647 \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f notebook \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u062c\u0633\u0645 \u0647\u0627 \u0631\u0627 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u062c\u0631\u0627\u06cc \u0645\u062c\u062f\u062f \u0633\u0644\u0648\u0644 \u0647\u0627\u06cc \u06a9\u062f \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/how-to-plot-inline-and-with-qt-matplotlib-with-ipython-and-jupyter-notebooks-3.png\" alt=\"\u0698\u0648\u067e\u06cc\u062a\u0631 notebook \u0637\u0631\u062d \u062f\u0631\u0648\u0646 \u062e\u0637\u06cc matplotlib\" title=\"\"><\/p>\n<h3 id=\"matplotlibplotinlineusingipythonjupyternotebook\"><span class=\"ez-toc-section\" id=\"matplotlib_plot_inline_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_ipythonjupyter_notebook\"><\/span>Matplotlib Plot Inline \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 IPython\/Jupyter (notebook)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0631\u0648\u0634 \u062f\u0648\u0645 \u0627\u0631\u0627\u0626\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 Matplotlib \u062f\u0631 a notebook \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>notebook<\/code> \u0628\u0627\u0637\u0646:<\/p>\n<pre><code class=\"hljs\">%matplotlib notebook\n<\/code><\/pre>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <code>%matplotlib notebook<\/code> \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631 \u062f\u0627\u062e\u0644 \u0622\u0646 \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a notebook \u062e\u0648\u062f\u060c \u0628\u0647 \u06a9\u0633\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u0647\u0633\u062a\u0646\u062f \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f notebook \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0634\u06a9\u0644 \u06cc\u0627 \u0628\u0632\u0631\u06af\u0646\u0645\u0627\u06cc\u06cc \u0631\u0648\u06cc \u0634\u06a9\u0644:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/how-to-plot-inline-and-with-qt-matplotlib-with-ipython-and-jupyter-notebooks-4.png\" alt=\"\u0698\u0648\u067e\u06cc\u062a\u0631 notebook \u0637\u0631\u062d \u062f\u0631\u0648\u0646 \u062e\u0637\u06cc matplotlib\" title=\"\"><\/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 \u0622\u0645\u0648\u0632\u0634 \u0628\u0647 \u0631\u0648\u0634 \u062a\u0631\u0633\u06cc\u0645 \u0646\u0642\u0634\u0647 \u067e\u0631\u062f\u0627\u062e\u062a\u0647 \u0627\u06cc\u0645 <em>\u062e\u0627\u0631\u062c\u06cc<\/em> (\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Qt) \u0648 <em>\u062e\u0637\u06cc<\/em> (\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <code>inline<\/code> \u0648 <code>notebook<\/code> \u062a\u0648\u0627\u0628\u0639 \u062c\u0627\u062f\u0648\u06cc\u06cc) \u062f\u0631 IPython\/Jupyter \u0646\u0648\u062a \u0628\u0648\u06a9 \u0647\u0627<\/p>\n<p>\u0627\u06af\u0631 \u0628\u0647 \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0639\u0644\u0627\u0642\u0647 \u062f\u0627\u0631\u06cc\u062f \u0648 \u0646\u0645\u06cc\u200c\u062f\u0627\u0646\u06cc\u062f \u0627\u0632 \u06a9\u062c\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f\u060c \u062d\u062a\u0645\u0627\u064b \u0645\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f <em>\u0628\u0633\u062a\u0647 \u06a9\u062a\u0627\u0628<\/em> \u0631\u0648\u06cc <a class=\"ebook-link\" href=\"https:\/\/gum.co\/data-visualization-in-python-book-bundle\" target=\"_blank\" rel=\"noopener\"><em>\u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/em><\/a>:<\/p>\n<p><em><strong>\u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 Matplotlib \u0648 Pandas<\/strong><\/em>  \u06a9\u062a\u0627\u0628\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0645\u0637\u0644\u0642 \u0631\u0627 \u0628\u0627 \u062f\u0627\u0646\u0634 \u067e\u0627\u06cc\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 Pandas \u0648 Matplotlib \u0628\u0628\u0631\u062f \u0648 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u062f \u067e\u0627\u06cc\u0647 \u0627\u06cc \u0642\u0648\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0627 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0628\u0633\u0627\u0632\u0646\u062f &#8211; \u0627\u0632 \u0637\u0631\u062d \u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u0637\u0631\u062d \u0647\u0627\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc \u0645\u062a\u062d\u0631\u06a9 \u0628\u0627 \u062f\u06a9\u0645\u0647 \u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc.<\/p>\n<blockquote>\n<p>\u0627\u06cc\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0639\u0645\u06cc\u0642 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0647\u0645\u0647 \u0686\u06cc\u0632\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0648 Matplotlib \u0628\u062f\u0627\u0646\u06cc\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0631\u0648\u0634 \u0633\u0627\u062e\u062a \u0627\u0646\u0648\u0627\u0639 \u0637\u0631\u062d \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u062e\u0648\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062a\u0639\u0628\u06cc\u0647 \u0646\u0634\u062f\u0647 \u0627\u0646\u062f \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/blockquote>\n<p><em><strong>\u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/strong><\/em>\u060c \u06a9\u062a\u0627\u0628\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0628\u062a\u062f\u06cc \u062a\u0627 \u0645\u062a\u0648\u0633\u0637\u060c \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0633\u0627\u062f\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0647\u0633\u062a\u0647 \u0627\u06cc \u0645\u0627\u0646\u0646\u062f Matplotlib \u0648 Seaborn \u0631\u0627 \u067e\u0648\u0634\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0627\u0639\u0644\u0627\u0645\u06cc \u0648 \u062a\u062c\u0631\u0628\u06cc \u0645\u0627\u0646\u0646\u062f Altair \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635\u060c \u062f\u0631 \u0637\u0648\u0644 \u06f1\u06f1 \u0641\u0635\u0644\u060c \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628 \u06f9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u067e\u0648\u0634\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f: Pandas\u060c Matplotlib\u060c Seaborn\u060c Bokeh\u060c Altair\u060c Plotly\u060c GGPlot\u060c GeoPandas \u0648 VisPy.<\/p>\n<blockquote>\n<p>\u0627\u06cc\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u062d\u0631\u0641\u0647 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/blockquote>\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 1403-01-14 21:55:05<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;15627&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;\u0631\u0648\u0634 \u0631\u0633\u0645 Inline \u0648 \u0628\u0627 Qt - Matplotlib \u0628\u0627 IPython\\\/Jupyter \u0646\u0648\u062a \u0628\u0648\u06a9&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>\u0645\u0639\u0631\u0641\u06cc \u062a\u0639\u062f\u0627\u062f\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u062e\u062a\u0644\u0641 \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u0632 \u0628\u06cc\u0646 \u0647\u0645\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u060c Matplotlib \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u062d\u0628\u0648\u0628 \u062a\u0631\u06cc\u0646 \u0648 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a. \u0628\u0627 Matplotlib \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u062c\u0633\u0645 \u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f. Jupyter \u0646\u0648\u062a\u200c\u0628\u0648\u06a9\u200c\u0647\u0627 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628\u200c\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9\u200c\u06af\u0630\u0627\u0631\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u06a9\u062f [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":15628,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-15627","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\/15627","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=15627"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/15627\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/15628"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=15627"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=15627"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=15627"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}