{"id":16467,"date":"2024-01-25T13:06:56","date_gmt":"2024-01-25T09:36:56","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/"},"modified":"2024-01-25T13:06:56","modified_gmt":"2024-01-25T09:36:56","slug":"%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/","title":{"rendered":"\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Plotly \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646"},"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%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#%d9%86%d8%b5%d8%a8_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87_%d9%87%d8%a7%db%8c_%d9%85%d9%88%d8%b1%d8%af_%d9%86%db%8c%d8%a7%d8%b2\" >\u0646\u0635\u0628 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/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%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#%d9%88%d8%a7%d8%b1%d8%af%d8%a7%d8%aa_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87_%d9%87%d8%a7%db%8c_%d9%85%d9%88%d8%b1%d8%af_%d9%86%db%8c%d8%a7%d8%b2\" >\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/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%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#plotly_for_basic_plots\" >Plotly for Basic Plots<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87\" >\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#%d8%b7%d8%b1%d8%ad_%d9%86%d9%88%d8%a7%d8%b1\" >\u0637\u0631\u062d \u0646\u0648\u0627\u0631<\/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%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#%d8%b7%d8%b1%d8%ad_%d9%be%d8%b1%d8%a7%da%a9%d9%86%d8%af%da%af%db%8c\" >\u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc<\/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%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#%d8%b7%d8%b1%d8%ad_%d8%ac%d8%b9%d8%a8%d9%87\" >\u0637\u0631\u062d \u062c\u0639\u0628\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#%d8%af%d8%a7%d8%b3%d8%aa%d8%a7%d9%86_%d8%aa%d8%a7%d8%b1%db%8c%d8%ae\" >\u062f\u0627\u0633\u062a\u0627\u0646 \u062a\u0627\u0631\u06cc\u062e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#%d8%b7%d8%b1%d8%ad_%d9%85%d8%a7%d8%aa%d8%b1%db%8c%d8%b3_%d9%be%d8%b1%d8%a7%da%a9%d9%86%d8%af%da%af%db%8c\" >\u0637\u0631\u062d \u0645\u0627\u062a\u0631\u06cc\u0633 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#%d8%b7%d8%b1%d8%ad_%da%af%d8%b3%d8%aa%d8%b1%d8%b4\" >\u0637\u0631\u062d \u06af\u0633\u062a\u0631\u0634<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#%d9%86%d9%82%d8%b4%d9%87_%d9%87%d8%a7%db%8c_%d8%b3%d9%87_%d8%a8%d8%b9%d8%af%db%8c\" >\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#%d8%b7%d8%b1%d8%ad_%d8%a8%d8%b1%d8%a7%db%8c_%d8%aa%d9%88%d8%b7%d8%a6%d9%87_%d9%87%d8%a7%db%8c_%d8%ac%d8%ba%d8%b1%d8%a7%d9%81%db%8c%d8%a7%db%8c%db%8c\" >\u0637\u0631\u062d \u0628\u0631\u0627\u06cc \u062a\u0648\u0637\u0626\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#%d9%86%d9%82%d8%b4%d9%87_%d9%87%d8%a7%db%8c_%d8%ac%d8%ba%d8%b1%d8%a7%d9%81%db%8c%d8%a7%db%8c%db%8c_%d8%a8%d8%b1%d8%a7%db%8c_%d8%a7%db%8c%d8%a7%d9%84%d8%a7%d8%aa_%d9%85%d8%aa%d8%ad%d8%af%d9%87\" >\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#%d9%86%d9%82%d8%b4%d9%87_%d9%87%d8%a7%db%8c_%d8%ac%d8%ba%d8%b1%d8%a7%d9%81%db%8c%d8%a7%db%8c%db%8c_%d8%a8%d8%b1%d8%a7%db%8c_%d8%a7%db%8c%d8%a7%d9%84%d8%a7%d8%aa_%d9%85%d8%aa%d8%ad%d8%af%d9%87_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_csv\" >\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CSV<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#%d9%86%d9%82%d8%b4%d9%87_%d9%87%d8%a7%db%8c_%d8%ac%d8%ba%d8%b1%d8%a7%d9%81%db%8c%d8%a7%db%8c%db%8c_%d8%a8%d8%b1%d8%a7%db%8c_%d8%ac%d9%87%d8%a7%d9%86\" >\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062c\u0647\u0627\u0646<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-plotly-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7\/#%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\"> 13<\/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>\u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0642\u0628\u0644\u06cc \u062e\u0648\u062f \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u0648 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.  \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/pandas.pydata.org\/\">\u067e\u0627\u0646\u062f\u0627\u0647\u0627<\/a>\u060c <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/matplotlib.org\/\">Matplotlib<\/a>\u060c \u0648 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/seaborn.pydata.org\/\">\u0645\u062a\u0648\u0644\u062f \u062f\u0631\u06cc\u0627<\/a> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0647\u0633\u062a\u0646\u062f\u060c \u0622\u0646\u0647\u0627 \u0641\u0642\u0637 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u06cc\u0633\u062a\u0627 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u0646\u062f.  \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u06cc\u0633\u062a\u0627 \u0645\u0627\u0646\u0646\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0633\u0627\u062f\u0647 \u063a\u06cc\u0631 \u062a\u0639\u0627\u0645\u0644\u06cc \u0647\u0633\u062a\u0646\u062f.  \u062f\u0631 \u0628\u06cc\u0634\u062a\u0631 \u0645\u0648\u0627\u0631\u062f\u060c \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u0633\u062a\u0627\u062a\u06cc\u06a9 \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u062f\u0631 \u0628\u0631\u062e\u06cc \u0645\u0648\u0627\u0631\u062f \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u062a\u0639\u0627\u0645\u0644 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0647 \u0637\u0631\u062d \u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0631\u0648\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/plot.ly\/python\/\">\u062a\u0648\u0637\u0626\u0647<\/a> \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.  \u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0631\u0633\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>plotly<\/code> \u0648 \u062a\u0648\u0636\u06cc\u062d \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0686\u0646\u06cc\u0646 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc\u06cc \u062a\u0639\u0627\u0645\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<h2 id=\"installingrequiredlibraries\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%b5%d8%a8_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87_%d9%87%d8%a7%db%8c_%d9%85%d9%88%d8%b1%d8%af_%d9%86%db%8c%d8%a7%d8%b2\"><\/span>\u0646\u0635\u0628 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Plotly \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 &#8220;pip\u0627\u0628\u0632\u0627\u0631\u060c \u0628\u0627\u06cc\u062f \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">$ pip install plotly\n<\/code><\/pre>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 Plotly\u060c \u0645\u0627 \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/plot.ly\/ipython-notebooks\/cufflinks\/\">\u062f\u06a9\u0645\u0647 \u0633\u0631\u0622\u0633\u062a\u06cc\u0646<\/a>\u060c \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0627\u062a\u0635\u0627\u0644 \u062f\u0647\u0646\u062f\u0647 \u0628\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pandas \u0648 Plotly \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0627\u062f\u0647 Pandas \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0646\u0635\u0628 <code>cufflinks<\/code> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 pip\u060c \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">$ pip install cufflinks\n<\/code><\/pre>\n<h2 id=\"importingrequiredlibraries\"><span class=\"ez-toc-section\" id=\"%d9%88%d8%a7%d8%b1%d8%af%d8%a7%d8%aa_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87_%d9%87%d8%a7%db%8c_%d9%85%d9%88%d8%b1%d8%af_%d9%86%db%8c%d8%a7%d8%b2\"><\/span>\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Plotly \u0627\u0633\u0627\u0633\u0627 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0622\u0646\u0644\u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0634\u0645\u0627 \u0631\u0627 \u0645\u06cc\u0632\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u06cc\u06a9 \u0628\u0633\u062a\u0647 \u062f\u0627\u062f\u0647 \u0622\u0641\u0644\u0627\u06cc\u0646 \u0646\u06cc\u0632 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a \u0622\u0641\u0644\u0627\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 Plotly \u0631\u0627 \u062f\u0631 \u0642\u0633\u0645\u062a \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645 Jupyter notebook\u060c \u06a9\u0647 \u0645\u0646 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0627\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0645\u060c \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0645 import \u0647\u0631 \u062f\u0648 <code>plotly<\/code> \u0648 <code>cufflinks<\/code> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 NumPy \u0648 Pandas \u0637\u0628\u0642 \u0645\u0639\u0645\u0648\u0644.<\/p>\n<p>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc NumPy \u0648 Pandas \u0631\u0627 \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n<span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n%matplotlib inline\n<\/code><\/pre>\n<p>\u0628\u0639\u062f\u060c \u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 import \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0622\u0641\u0644\u0627\u06cc\u0646 \u0645\u0627\u0698\u0648\u0644 \u0647\u0627\u06cc Plotly \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> plotly.offline <span class=\"hljs-keyword\">import<\/span> download_plotlyjs, init_notebook_mode, plot, iplot\n<\/code><\/pre>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645\u060c \u0628\u0627\u06cc\u062f \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0631\u0627 \u0628\u0647 \u062e\u0648\u062f \u0645\u062a\u0635\u0644 \u06a9\u0646\u06cc\u0645 notebook.  \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0637\u0631\u062d\u200c\u0647\u0627\u06cc Plotly \u062a\u0639\u0627\u0645\u0644\u06cc \u0647\u0633\u062a\u0646\u062f\u060c \u0627\u0632 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u062f\u0631 \u067e\u0634\u062a \u0635\u062d\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0642\u0631\u0627\u0631 \u0627\u0633\u062a \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645 \u062f\u0631 \u0642\u0633\u0645\u062a \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u0646\u062f Jupyter notebook.  \u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 Jupyter notebook \u0628\u0627 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u06cc\u062f \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">init_notebook_mode(connected=<span class=\"hljs-literal\">True<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 import \u0631\u0627 <code>cufflinks<\/code> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0648 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u0645\u0627 \u0627\u0632 \u0622\u0646 \u0628\u0647 \u0635\u0648\u0631\u062a \u0622\u0641\u0644\u0627\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> cufflinks <span class=\"hljs-keyword\">as<\/span> cf\ncf.go_offline()\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0647\u0645\u0647 \u0686\u06cc\u0632\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc Plotly \u062a\u0639\u0627\u0645\u0644\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 \u062f\u0631 \u062f\u0627\u062e\u0644 \u062e\u0648\u062f \u062f\u0627\u0631\u06cc\u0645 Jupyter \u0646\u0648\u062a \u0628\u0648\u06a9 \u0647\u0627<\/p>\n<h2 id=\"plotlyforbasicplots\"><span class=\"ez-toc-section\" id=\"plotly_for_basic_plots\"><\/span>Plotly for Basic Plots<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Plotly \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u062f\u0631 \u0628\u062e\u0634 \u0628\u0639\u062f\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 Plotly \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<h3 id=\"thedataset\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87\"><\/span>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 &#8220;Tips&#8221; \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Seaborn \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc \u0634\u0648\u062f.  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062d\u0627\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0628\u0644\u063a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06af\u0631\u0648\u0647\u06cc \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u062f\u0631 \u0646\u0627\u0647\u0627\u0631 \u0648 \u0634\u0627\u0645 \u062e\u0631\u062c \u0645\u06cc \u06a9\u0646\u0646\u062f.  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 \u062c\u0646\u0633\u06cc\u062a\u060c \u0642\u06cc\u0645\u062a\u060c \u0646\u06a9\u0627\u062a\u060c \u0633\u0646\u060c \u0627\u0646\u062f\u0627\u0632\u0647\u060c \u0631\u0648\u0632\u060c \u0632\u0645\u0627\u0646 \u0648 \u0627\u06cc\u0646\u06a9\u0647 \u0627\u0641\u0631\u0627\u062f\u06cc \u06a9\u0647 \u0646\u0627\u0647\u0627\u0631 \u06cc\u0627 \u0634\u0627\u0645 \u062e\u0648\u0631\u062f\u0647\u200c\u0627\u0646\u062f \u0633\u06cc\u06af\u0627\u0631\u06cc \u0628\u0648\u062f\u0647\u200c\u0627\u0646\u062f \u06cc\u0627 \u062e\u06cc\u0631.<\/p>\n<p>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u062f \u0648 \u067e\u0646\u062c \u0631\u062f\u06cc\u0641 \u0627\u0648\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns\n\ndataset = sns.load_dataset(<span class=\"hljs-string\">'tips'<\/span>)\n\ndataset.head()\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/using-plotly-interactive-data-visualization-python-1.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0634\u0627\u0645\u0644 \u0633\u0647 \u0633\u062a\u0648\u0646 \u0639\u062f\u062f\u06cc \u0627\u0633\u062a: <code>total_bill<\/code>\u060c <code>tip<\/code>\u060c \u0648 <code>size<\/code> \u0648 \u0686\u0647\u0627\u0631 \u0633\u062a\u0648\u0646 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647: <code>sex<\/code>\u060c <code>smoker<\/code>\u060c <code>day<\/code>\u060c \u0648 <code>time<\/code>.<\/p>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Plotly \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u062e\u0648\u062f \u06cc\u0627\u062f\u0622\u0648\u0631\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u0633\u062a\u0627\u062a\u06cc\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u0645 <code>plot()<\/code> \u0631\u0648\u0634 \u0631\u0648\u06cc \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u06cc\u0633\u062a\u0627 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u0646\u062f.  \u0645\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc &#8216;total_bill&#8217;\u060c &#8216;tip&#8217; \u0648 &#8216;sex&#8217; \u0631\u0627 \u0631\u0633\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">dataset2 = dataset((<span class=\"hljs-string\">\"total_bill\"<\/span>, <span class=\"hljs-string\">\"tip\"<\/span>, <span class=\"hljs-string\">\"size\"<\/span>))\ndataset2.plot()\n<\/code><\/pre>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631\u060c \u0645\u0627 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0622\u0646 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>plot<\/code> \u0631\u0648\u0634 \u0631\u0648\u06cc \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0627\u062f\u0647 \u0645\u0627<\/p>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/using-plotly-interactive-data-visualization-python-2.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0645\u0648\u062f\u0627\u0631 \u062e\u0637 \u0627\u0633\u062a\u0627\u062a\u06cc\u06a9 \u0628\u0631\u0627\u06cc \u0633\u062a\u0648\u0646 &#8216;total_bill&#8217; \u0648 &#8216;Tips&#8217; \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062d\u0627\u0644 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Plotly \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645.  \u062f\u0631 \u0642\u0633\u0645\u062a\u06cc \u06a9\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u06cc\u0645\u060c \u0645\u0627 import \u0631\u0627 <code>plot()<\/code> \u062a\u0627\u0628\u0639 \u0627\u0632 <code>plotly.offline<\/code> \u0645\u062f\u0648\u0644.  \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0627\u062f\u0647 Pandas\u060c \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a \u0622\u0646 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u0645 <code>iplot()<\/code> \u0631\u0648\u0634 \u0628\u0647 \u062c\u0627\u06cc <code>plot<\/code> \u0631\u0648\u0634.  \u0628\u0647 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">dataset2.iplot()\n<\/code><\/pre>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0641\u0648\u0642 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u062e\u0637 \u062a\u0639\u0627\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0622\u0646 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>total_bill<\/code>\u060c <code>tip<\/code> \u0648 <code>sex<\/code> \u0633\u062a\u0648\u0646 \u0647\u0627 \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631:<\/p>\n<div>\n    <a href=\"https:\/\/plot.ly\/~usmanmalik57\/22\/?share_key=6UEiar83RP73dwtxncf4iv\" target=\"_blank\" rel=\"nofollow noopener\" title=\"Plot 22\" style=\"display:block;text-align:center\"><img decoding=\"async\" src=\"https:\/\/plot.ly\/~usmanmalik57\/22.png?share_key=6UEiar83RP73dwtxncf4iv\" alt=\"\u0642\u0637\u0639\u0647 22\" style=\"max-width:100%;width:600px\" width=\"600\" title=\"\"><\/a><\/p>\n<\/div>\n<p>\u0627\u06af\u0631 \u0645\u0627\u0648\u0633 \u0631\u0627 \u0631\u0648\u06cc \u0646\u0645\u0648\u062f\u0627\u0631 \u0646\u06af\u0647 \u062f\u0627\u0631\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u0645\u0642\u0627\u062f\u06cc\u0631 \u062a\u063a\u06cc\u06cc\u0631 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u06af\u0648\u0634\u0647 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0628\u0627\u0644\u0627\u06cc \u0637\u0631\u062d\u060c \u0628\u0632\u0631\u06af\u200c\u0646\u0645\u0627\u06cc\u06cc \u0648 \u06a9\u0648\u0686\u06a9\u200c\u0646\u0645\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u062f.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0632 \u0637\u0631\u062d \u0627\u0636\u0627\u0641\u0647 \u0648 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0645\u0648\u062f\u0627\u0631 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u062b\u0627\u0628\u062a \u0646\u06cc\u0632 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u062e\u0634\u060c \u0645\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Plotly \u062a\u0631\u0633\u06cc\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<h3 id=\"thebarplot\"><span class=\"ez-toc-section\" id=\"%d8%b7%d8%b1%d8%ad_%d9%86%d9%88%d8%a7%d8%b1\"><\/span>\u0637\u0631\u062d \u0646\u0648\u0627\u0631<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u0646\u0645\u0648\u062f\u0627\u0631 \u0646\u0648\u0627\u0631 \u062a\u0639\u0627\u0645\u0644\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Plotly\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 <code>iplot()<\/code> \u062a\u0627\u0628\u0639.  \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f &#8220;bar&#8221; \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u062f\u0627\u0631 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f <code>kind<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0632 <code>iplot()<\/code> \u062a\u0627\u0628\u0639.  \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0646\u0647\u0627 \u0631\u0633\u0645 \u06a9\u0646\u06cc\u062f\u060c \u0628\u0647 <code>x<\/code> \u0635\u0641\u062a.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0633\u062a\u0648\u0646 \u0639\u062f\u062f\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u0628\u0647 <code>y<\/code> \u0635\u0641\u062a.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u06cc\u06a9 \u0637\u0631\u062d \u0646\u0648\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc <code>time<\/code> \u0648 <code>sex<\/code> \u0633\u062a\u0648\u0646 \u0647\u0627 \u0631\u0648\u06cc \u0645\u062d\u0648\u0631 x \u0648 <code>total_bill<\/code> \u0631\u0648\u06cc  \u0645\u062d\u0648\u0631 y<\/p>\n<pre><code class=\"hljs\">dataset.iplot(kind=<span class=\"hljs-string\">'bar'<\/span>, x=(<span class=\"hljs-string\">'time'<\/span>, <span class=\"hljs-string\">'sex'<\/span>),y=<span class=\"hljs-string\">'total_bill'<\/span>)\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<div>\n    <a href=\"https:\/\/plot.ly\/~usmanmalik57\/24\/?share_key=18vuwJ9sCVJ8Xp3E722QM1\" target=\"_blank\" rel=\"nofollow noopener\" title=\"Plot 24\" style=\"display:block;text-align:center\"><img decoding=\"async\" src=\"https:\/\/plot.ly\/~usmanmalik57\/24.png?share_key=18vuwJ9sCVJ8Xp3E722QM1\" alt=\"\u0642\u0637\u0639\u0647 24\" style=\"max-width:100%;width:600px\" width=\"600\" title=\"\"><\/a><\/p>\n<\/div>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0686\u0647\u0627\u0631 \u0645\u06cc\u0644\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644 \u0635\u0648\u0631\u062a \u062d\u0633\u0627\u0628 \u062a\u0631\u0633\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0646\u0648\u0627\u0631\u0647\u0627 \u0647\u0645\u0647 \u062a\u0631\u06a9\u06cc\u0628\u0627\u062a \u0645\u0645\u06a9\u0646 \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f <code>sex<\/code> \u0648 <code>time<\/code> \u0633\u062a\u0648\u0646 \u0647\u0627.<\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0646\u0648\u0627\u0631\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u062c\u0645\u0639 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0641\u0631\u06cc\u0645 \u062f\u0627\u062f\u0647 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u062f <code>iplot()<\/code> \u062a\u0627\u0628\u0639 \u0648 &#8220;bar&#8221; \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc <code>kind<\/code> \u0635\u0641\u062a.  \u0627\u06cc\u0646 \u0646\u0648\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0633\u062a\u0648\u0646 \u0639\u062f\u062f\u06cc \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062a\u0627\u0628\u0639 \u062c\u0645\u0639 \u0631\u0633\u0645 \u0645\u06cc \u06a9\u0646\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0646\u0645\u0648\u062f\u0627\u0631 \u0646\u0648\u0627\u0631\u06cc \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0631\u0627 \u0631\u0633\u0645 \u06a9\u0646\u06cc\u062f <code>total_bill<\/code>\u060c <code>tip<\/code> \u0648 <code>size<\/code> \u0633\u062a\u0648\u0646\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">dataset.mean().iplot(kind=<span class=\"hljs-string\">'bar'<\/span>)\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<div>\n    <a href=\"https:\/\/plot.ly\/~usmanmalik57\/26\/?share_key=IEcUzvJIG2BzQXpQgusaij\" target=\"_blank\" rel=\"nofollow noopener\" title=\"Plot 26\" style=\"display:block;text-align:center\"><img decoding=\"async\" src=\"https:\/\/plot.ly\/~usmanmalik57\/26.png?share_key=IEcUzvJIG2BzQXpQgusaij\" alt=\"\u0642\u0637\u0639\u0647 26\" style=\"max-width:100%;width:600px\" width=\"600\" title=\"\"><\/a><\/p>\n<\/div>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0646\u0648\u0627\u0631 \u0631\u0627 \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>total_bill<\/code>\u060c <code>tip<\/code> \u0648 <code>size<\/code> \u0633\u062a\u0648\u0646<\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0646\u0648\u0627\u0631 \u0639\u0645\u0648\u062f\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0646\u0648\u0627\u0631 \u0627\u0641\u0642\u06cc \u0631\u0627 \u0646\u06cc\u0632 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f.  \u062a\u0646\u0647\u0627 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u06af\u0630\u0631\u06cc\u062f <code>barh<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0635\u0641\u062a \u0628\u0631\u0627\u06cc <code>kind<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">dataset.mean().iplot(kind=<span class=\"hljs-string\">'barh'<\/span>)\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<div>\n    <a href=\"https:\/\/plot.ly\/~usmanmalik57\/28\/?share_key=t52GncinguHVSgwH376pW1\" target=\"_blank\" rel=\"nofollow noopener\" title=\"Plot 28\" style=\"display:block;text-align:center\"><img decoding=\"async\" src=\"https:\/\/plot.ly\/~usmanmalik57\/28.png?share_key=t52GncinguHVSgwH376pW1\" alt=\"\u0642\u0637\u0639\u0647 28\" style=\"max-width:100%;width:600px\" width=\"600\" title=\"\"><\/a><\/p>\n<\/div>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0646\u0648\u0627\u0631 \u0627\u0641\u0642\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>total_bill<\/code>\u060c <code>tip<\/code> \u0648 <code>size<\/code> \u0633\u062a\u0648\u0646 \u0647\u0627.<\/p>\n<h3 id=\"thescatterplot\"><span class=\"ez-toc-section\" id=\"%d8%b7%d8%b1%d8%ad_%d9%be%d8%b1%d8%a7%da%a9%d9%86%d8%af%da%af%db%8c\"><\/span>\u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u0646\u0645\u0648\u062f\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc\u060c \u0628\u0627\u06cc\u062f &#8220;scatter&#8221; \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u0622\u0646 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f <code>kind<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0632 <code>iplot()<\/code> \u062a\u0627\u0628\u0639.  \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0628\u0627\u06cc\u062f \u0646\u0627\u0645 \u0633\u062a\u0648\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062d\u0648\u0631 x \u0648 y \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u06cc\u06a9 \u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc <code>total_bill<\/code> \u0633\u062a\u0648\u0646 \u0631\u0648\u06cc \u0645\u062d\u0648\u0631 x \u0648 <code>tip<\/code> \u0633\u062a\u0648\u0646 \u0631\u0648\u06cc \u0645\u062d\u0648\u0631 y<\/p>\n<pre><code class=\"hljs\">dataset.iplot(kind=<span class=\"hljs-string\">'scatter'<\/span>, x=<span class=\"hljs-string\">'total_bill'<\/span>, y=<span class=\"hljs-string\">'tip'<\/span>, mode=<span class=\"hljs-string\">'markers'<\/span>)\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<div>\n    <a href=\"https:\/\/plot.ly\/~usmanmalik57\/30\/?share_key=V4MRLaQ4UFZDNY8ofNwx8h\" target=\"_blank\" rel=\"nofollow noopener\" title=\"Plot 30\" style=\"display:block;text-align:center\"><img decoding=\"async\" src=\"https:\/\/plot.ly\/~usmanmalik57\/30.png?share_key=V4MRLaQ4UFZDNY8ofNwx8h\" alt=\"\u0642\u0637\u0639\u0647 30\" style=\"max-width:100%;width:600px\" width=\"600\" title=\"\"><\/a><\/p>\n<\/div>\n<p>\u0645\u0627\u0648\u0633 \u062e\u0648\u062f \u0631\u0627 \u0631\u0648\u06cc \u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0639\u0627\u0645\u0644\u06cc \u0646\u06af\u0647 \u062f\u0627\u0631\u06cc\u062f \u062a\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0631 \u062d\u0627\u0644 \u062a\u063a\u06cc\u06cc\u0631 \u0622\u0646 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>total_bill<\/code> \u0648 <code>tip<\/code> \u0633\u062a\u0648\u0646 \u0647\u0627.<\/p>\n<h3 id=\"theboxplot\"><span class=\"ez-toc-section\" id=\"%d8%b7%d8%b1%d8%ad_%d8%ac%d8%b9%d8%a8%d9%87\"><\/span>\u0637\u0631\u062d \u062c\u0639\u0628\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0642\u0627\u0644\u0627\u062a \u0642\u0628\u0644\u06cc \u0627\u0645 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0645 \u06a9\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 \u062c\u0639\u0628\u0647 \u0686\u06cc\u0633\u062a \u0648 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Seaborn \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645.  \u0646\u0645\u0648\u062f\u0627\u0631 \u062c\u0639\u0628\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0686\u0627\u0631\u06a9 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.  \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u0633\u0628\u06cc\u0644 \u067e\u0627\u06cc\u06cc\u0646 \u0648 \u067e\u0627\u06cc\u06cc\u0646 \u062c\u0639\u0628\u0647 \u0627\u0648\u0644\u06cc\u0646 \u0686\u0627\u0631\u06a9 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.  \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u067e\u0627\u06cc\u06cc\u0646 \u062c\u0639\u0628\u0647 \u062a\u0627 \u0648\u0633\u0637 \u062c\u0639\u0628\u0647\u060c \u0686\u0627\u0631\u06a9 \u062f\u0648\u0645 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.  \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c \u0641\u0627\u0635\u0644\u0647 \u0627\u0632 \u0648\u0633\u0637 \u062c\u0639\u0628\u0647 \u062a\u0627 \u0627\u0646\u062a\u0647\u0627\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u062c\u0639\u0628\u0647\u060c \u0631\u0628\u0639 \u0633\u0648\u0645 \u0631\u0627 \u06a9\u0645\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0641\u0627\u0635\u0644\u0647 \u0627\u0632 \u0628\u0627\u0644\u0627\u06cc \u062c\u0639\u0628\u0647 \u062a\u0627 \u0633\u0628\u06cc\u0644 \u0628\u0627\u0644\u0627\u06cc\u06cc\u060c \u0622\u062e\u0631\u06cc\u0646 \u0631\u0628\u0639 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Plotly\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u062a\u0639\u0627\u0645\u0644\u06cc \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f.  \u062a\u0646\u0647\u0627 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 <code>box<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0631\u0632\u0634 \u0628\u0647 <code>kind<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0632 <code>iplot()<\/code> \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0639\u0645\u0644 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">dataset2.iplot(kind=<span class=\"hljs-string\">'box'<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0627\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0645 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f <code>total_bill<\/code>\u060c <code>tip<\/code> \u0648 <code>size<\/code>.<br \/><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<div>\n    <a href=\"https:\/\/plot.ly\/~usmanmalik57\/32\/?share_key=7HHzmXKxpYhKblz46kFGwZ\" target=\"_blank\" rel=\"nofollow noopener\" title=\"Plot 32\" style=\"display:block;text-align:center\"><img decoding=\"async\" src=\"https:\/\/plot.ly\/~usmanmalik57\/32.png?share_key=7HHzmXKxpYhKblz46kFGwZ\" alt=\"\u0642\u0637\u0639\u0647 32\" style=\"max-width:100%;width:600px\" width=\"600\" title=\"\"><\/a><\/p>\n<\/div>\n<h3 id=\"thehistplot\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%a7%d8%b3%d8%aa%d8%a7%d9%86_%d8%aa%d8%a7%d8%b1%db%8c%d8%ae\"><\/span>\u062f\u0627\u0633\u062a\u0627\u0646 \u062a\u0627\u0631\u06cc\u062e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Plotly \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645 \u062a\u0639\u0627\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0647\u0631 \u0633\u062a\u0648\u0646 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.  \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0639\u0628\u0648\u0631 \u06a9\u0646\u06cc\u062f <code>hist<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0631\u0632\u0634 \u0628\u0647 <code>kind<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0632 <code>iplot()<\/code> \u062a\u0627\u0628\u0639.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0639\u062f\u0627\u062f \u0633\u0637\u0644 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>bins<\/code> \u0635\u0641\u062a.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645 \u0631\u0627 \u0628\u0631\u0627\u06cc <code>total_bill<\/code> \u0633\u062a\u0648\u0646:<\/p>\n<pre><code class=\"hljs\">dataset(<span class=\"hljs-string\">'total_bill'<\/span>).iplot(kind=<span class=\"hljs-string\">'hist'<\/span>,bins=<span class=\"hljs-number\">25<\/span>)\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<div>\n    <a href=\"https:\/\/plot.ly\/~usmanmalik57\/34\/?share_key=G01NbsgaMqqbHVSavS8uTT\" target=\"_blank\" rel=\"nofollow noopener\" title=\"Plot 34\" style=\"display:block;text-align:center\"><img decoding=\"async\" src=\"https:\/\/plot.ly\/~usmanmalik57\/34.png?share_key=G01NbsgaMqqbHVSavS8uTT\" alt=\"\u0642\u0637\u0639\u0647 34\" style=\"max-width:100%;width:600px\" width=\"600\" title=\"\"><\/a><\/p>\n<\/div>\n<h3 id=\"thescattermatrixplot\"><span class=\"ez-toc-section\" id=\"%d8%b7%d8%b1%d8%ad_%d9%85%d8%a7%d8%aa%d8%b1%db%8c%d8%b3_%d9%be%d8%b1%d8%a7%da%a9%d9%86%d8%af%da%af%db%8c\"><\/span>\u0637\u0631\u062d \u0645\u0627\u062a\u0631\u06cc\u0633 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631 \u0645\u0627\u062a\u0631\u06cc\u0633 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0627\u0633\u0627\u0633\u0627\u064b \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u062a\u0645\u0627\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0628\u0631\u0627\u06cc \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0645\u0627 \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\">dataset2.scatter_matrix()\n<\/code><\/pre>\n<div>\n    <a href=\"https:\/\/plot.ly\/~usmanmalik57\/36\/?share_key=MDo08OxX2EUBT7WCSqdBAq\" target=\"_blank\" rel=\"nofollow noopener\" title=\"Plot 36\" style=\"display:block;text-align:center\"><img decoding=\"async\" src=\"https:\/\/plot.ly\/~usmanmalik57\/36.png?share_key=MDo08OxX2EUBT7WCSqdBAq\" alt=\"\u0642\u0637\u0639\u0647 36\" style=\"max-width:100%;width:600px\" width=\"600\" title=\"\"><\/a><\/p>\n<\/div>\n<h3 id=\"thespreadplot\"><span class=\"ez-toc-section\" id=\"%d8%b7%d8%b1%d8%ad_%da%af%d8%b3%d8%aa%d8%b1%d8%b4\"><\/span>\u0637\u0631\u062d \u06af\u0633\u062a\u0631\u0634<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631 \u06af\u0633\u062a\u0631\u0634 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u06af\u0633\u062a\u0631\u0634 \u0628\u06cc\u0646 \u062f\u0648 \u06cc\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062f\u0631 \u0647\u0631 \u0646\u0642\u0637\u0647 \u062e\u0627\u0635 \u0627\u0633\u062a.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u06af\u0633\u062a\u0631\u0634 \u0628\u06cc\u0646 <code>total_bil<\/code> \u0648 <code>tip<\/code>\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062a\u0627\u0628\u0639 spread \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">dataset((<span class=\"hljs-string\">'total_bill'<\/span>,<span class=\"hljs-string\">'tip'<\/span>)).iplot(kind=<span class=\"hljs-string\">'spread'<\/span>)\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<div>\n    <a href=\"https:\/\/plot.ly\/~usmanmalik57\/38\/?share_key=AAAzD1sHgwGyA7a3Cil7pp\" target=\"_blank\" rel=\"nofollow noopener\" title=\"Plot 38\" style=\"display:block;text-align:center\"><img decoding=\"async\" src=\"https:\/\/plot.ly\/~usmanmalik57\/38.png?share_key=AAAzD1sHgwGyA7a3Cil7pp\" alt=\"\u0642\u0637\u0639\u0647 38\" style=\"max-width:100%;width:600px\" width=\"600\" title=\"\"><\/a><\/p>\n<\/div>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc\u060c \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 <code>total_bill<\/code> \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f\u060c \u06af\u0633\u062a\u0631\u0634 \u0628\u06cc\u0646 <code>total_bill<\/code> \u0648 <code>tip<\/code> \u0646\u06cc\u0632 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f.<\/p>\n<h3 id=\"3dplots\"><span class=\"ez-toc-section\" id=\"%d9%86%d9%82%d8%b4%d9%87_%d9%87%d8%a7%db%8c_%d8%b3%d9%87_%d8%a8%d8%b9%d8%af%db%8c\"><\/span>\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062f\u0648 \u0628\u0639\u062f\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Plotly\u060c \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc \u0646\u06cc\u0632 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 \u0637\u0631\u062d \u0633\u0647 \u0628\u0639\u062f\u06cc \u0628\u0631\u0627\u06cc <code>total_bill<\/code>\u060c <code>tip<\/code> \u0648 <code>size<\/code> \u0633\u062a\u0648\u0646\u060c \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre><code class=\"hljs\">dataset2 = dataset((<span class=\"hljs-string\">\"total_bill\"<\/span>, <span class=\"hljs-string\">\"tip\"<\/span>, <span class=\"hljs-string\">\"size\"<\/span>))\ndata = dataset2.iplot(kind=<span class=\"hljs-string\">'surface'<\/span>, colorscale=<span class=\"hljs-string\">'rdylbu'<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0645\u0648\u062f\u0627\u0631 \u0633\u0647 \u0628\u0639\u062f\u06cc \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062d\u0631\u06a9\u062a \u06a9\u0646\u06cc\u062f\u060c \u0622\u0646 \u0631\u0627 \u0628\u0686\u0631\u062e\u0627\u0646\u06cc\u062f\u060c \u0648 \u0628\u0632\u0631\u06af\u0646\u0645\u0627\u06cc\u06cc \u0648 \u0628\u0632\u0631\u06af\u0646\u0645\u0627\u06cc\u06cc \u0637\u0631\u062d \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/p>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<div>\n    <a href=\"https:\/\/plot.ly\/~usmanmalik57\/40\/?share_key=ocvrYXfILpklZohNSbf6LN\" target=\"_blank\" rel=\"nofollow noopener\" title=\"Plot 40\" style=\"display:block;text-align:center\"><img decoding=\"async\" src=\"https:\/\/plot.ly\/~usmanmalik57\/40.png?share_key=ocvrYXfILpklZohNSbf6LN\" alt=\"\u0642\u0637\u0639\u0647 40\" style=\"max-width:100%;width:600px\" width=\"600\" title=\"\"><\/a><\/p>\n<\/div>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0645\u0627 \u062a\u0639\u062f\u0627\u062f\u06cc \u0627\u0632 \u0645\u062a\u062f\u0627\u0648\u0644 \u062a\u0631\u06cc\u0646 \u0637\u0631\u062d \u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 Plotly \u0631\u0627 \u062f\u06cc\u062f\u06cc\u0645.  \u062f\u0631 \u0628\u062e\u0634 \u0628\u0639\u062f\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Plotly \u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<h2 id=\"plotlyforgeographicalplots\"><span class=\"ez-toc-section\" id=\"%d8%b7%d8%b1%d8%ad_%d8%a8%d8%b1%d8%a7%db%8c_%d8%aa%d9%88%d8%b7%d8%a6%d9%87_%d9%87%d8%a7%db%8c_%d8%ac%d8%ba%d8%b1%d8%a7%d9%81%db%8c%d8%a7%db%8c%db%8c\"><\/span>\u0637\u0631\u062d \u0628\u0631\u0627\u06cc \u062a\u0648\u0637\u0626\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0628\u0627 Plotly\u060c \u0627\u0632 \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc Choropleth \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc Choropleth \u0627\u0646\u0648\u0627\u0639 \u062e\u0627\u0635\u06cc \u0627\u0632 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc Plotly \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.  \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc choropleth \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/plot.ly\/python\/choropleth-maps\/#united-states-choropleth-map\">\u0627\u06cc\u0646\u062c\u0627<\/a>.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0628\u0627 \u06a9\u0645\u06a9 \u0645\u062b\u0627\u0644 \u0647\u0627 \u0631\u0648\u0634 \u062a\u0631\u0633\u06cc\u0645 \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0644 \u062c\u0647\u0627\u0646 \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f.  \u0627\u0645\u0627 \u0642\u0628\u0644 \u0627\u0632 \u0646\u0648\u0634\u062a\u0646 \u06a9\u062f \u0631\u0633\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc\u060c \u0627\u0628\u062a\u062f\u0627 \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f import \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> plotly.plotly <span class=\"hljs-keyword\">as<\/span> py\n<span class=\"hljs-keyword\">import<\/span> plotly.graph_objs <span class=\"hljs-keyword\">as<\/span> go\n<span class=\"hljs-keyword\">from<\/span> plotly.offline <span class=\"hljs-keyword\">import<\/span> download_plotlyjs, init_notebook_mode, plot, iplot\n\ninit_notebook_mode(connected=<span class=\"hljs-literal\">True<\/span>)\n<span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n<\/code><\/pre>\n<h3 id=\"geographicalmapsfortheunitedstates\"><span class=\"ez-toc-section\" id=\"%d9%86%d9%82%d8%b4%d9%87_%d9%87%d8%a7%db%8c_%d8%ac%d8%ba%d8%b1%d8%a7%d9%81%db%8c%d8%a7%db%8c%db%8c_%d8%a8%d8%b1%d8%a7%db%8c_%d8%a7%db%8c%d8%a7%d9%84%d8%a7%d8%aa_%d9%85%d8%aa%d8%ad%d8%af%d9%87\"><\/span>\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0686\u0647\u0627\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Plotly \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n<h4 id=\"step1createadatadictionary\">\u0645\u0631\u062d\u0644\u0647 1: \u06cc\u06a9 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u062f\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/h4>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u062f\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0648\u0627\u0642\u0639 \u062d\u0627\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u0628\u0627\u0634\u062f \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u062f \u0631\u0648\u06cc \u0646\u0642\u0634\u0647.  \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0639\u062f \u0627\u0632 \u0622\u0646 \u062e\u0637 \u0628\u0647 \u062e\u0637 \u062a\u0648\u0636\u06cc\u062d \u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f.<\/p>\n<pre><code class=\"hljs\">map_data = <span class=\"hljs-built_in\">dict<\/span>(<span class=\"hljs-built_in\">type<\/span>=<span class=\"hljs-string\">'choropleth'<\/span>,\n            locations=(<span class=\"hljs-string\">'MI'<\/span>, <span class=\"hljs-string\">'CO'<\/span>, <span class=\"hljs-string\">'FL'<\/span>, <span class=\"hljs-string\">'IN'<\/span>),\n            locationmode=<span class=\"hljs-string\">'USA-states'<\/span>,\n            colorscale=<span class=\"hljs-string\">'Portland'<\/span>,\n            text=(<span class=\"hljs-string\">'Michigan'<\/span>, <span class=\"hljs-string\">'Colorado'<\/span>, <span class=\"hljs-string\">'Florida'<\/span>, <span class=\"hljs-string\">'Indiana'<\/span>),\n            z=(<span class=\"hljs-number\">1.0<\/span>,<span class=\"hljs-number\">2.0<\/span>,<span class=\"hljs-number\">3.0<\/span>,<span class=\"hljs-number\">4.0<\/span>),\n            colorbar=<span class=\"hljs-built_in\">dict<\/span>(title=<span class=\"hljs-string\">\"USA States\"<\/span>)\n           )\n<\/code><\/pre>\n<p>\u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u06a9\u0644\u06cc\u062f \u062f\u0631 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u062f\u0627\u062f\u0647 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f.  \u0622\u0646\u0647\u0627 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ol>\n<li><code>type<\/code>: \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627 \u0627\u0632 \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc choropleth \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0646\u0648\u0639 \u0622\u0646 \u0647\u0645\u06cc\u0634\u0647 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f <code>choropleth<\/code>.<\/li>\n<li><code>locations<\/code>: \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0627\u06cc\u062f \u0627\u062e\u062a\u0635\u0627\u0631\u0627\u062a \u062d\u0627\u0644\u062a \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u0645 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0646\u0642\u0634\u0647 \u0645\u0627  \u0686\u0647\u0627\u0631 \u062d\u0627\u0644\u062a \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f \u0631\u0648\u06cc \u0646\u0642\u0634\u0647 \u0645\u0627: \u00ab\u0645\u06cc\u0634\u06cc\u06af\u0627\u0646 (MI)\u00bb\u060c \u00ab\u06a9\u0644\u0631\u0627\u062f\u0648 (CO)\u00bb\u060c \u00ab\u0641\u0644\u0648\u0631\u06cc\u062f\u0627 (FL)\u060c \u00ab\u0627\u06cc\u0646\u062f\u06cc\u0627\u0646\u0627 (IN)\u00bb<\/li>\n<li><code>locationmode<\/code>  \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f <code>USA-state<\/code> \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627 \u0641\u0642\u0637 \u0646\u0642\u0634\u0647 \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u06cc\u0645.<\/li>\n<li><code>colorscale<\/code>: \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u0644\u06cc\u062f \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0631\u0646\u06af \u0637\u0631\u062d \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/plot.ly\/python\/colorscales\/#custom-contour-plot-colorscale\">\u0645\u0633\u062a\u0646\u062f\u0627\u062a<\/a> \u0628\u0631\u0627\u06cc \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0631\u0646\u06af \u0628\u06cc\u0634\u062a\u0631<\/li>\n<li><code>text<\/code>: \u062d\u0627\u0648\u06cc \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0631\u0634\u062a\u0647 \u0647\u0627 \u0627\u0633\u062a \u06a9\u0647 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u0627\u0648\u0633 \u0631\u0648\u06cc \u0645\u062d\u0644 \u0648\u0636\u0639\u06cc\u062a \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li>\u0627\u06cc\u0646 <code>z<\/code> \u06a9\u0644\u06cc\u062f \u062d\u0627\u0648\u06cc \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0639\u062f\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0645\u0627\u0648\u0633 \u0631\u0648\u06cc \u0645\u06a9\u0627\u0646 \u062d\u0627\u0644\u062a \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f\u060c \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><code>colorbar<\/code>  \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc <code>title<\/code> \u06a9\u0644\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062a\u0646\u06cc \u06a9\u0647 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0646\u0648\u0627\u0631 \u0631\u0646\u06af<\/li>\n<\/ol>\n<h4 id=\"step2createalayout\">\u0645\u0631\u062d\u0644\u0647 2: \u06cc\u06a9 Layout \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/h4>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u062f\u0627\u062f\u0647\u060c \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0627\u06cc\u062c\u0627\u062f \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0637\u0631\u062d \u0628\u0646\u062f\u06cc \u0627\u0633\u062a.  \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u0637\u0631\u062d \u0628\u0646\u062f\u06cc \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0633\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\">map_layout = <span class=\"hljs-built_in\">dict<\/span>(geo = {<span class=\"hljs-string\">'scope'<\/span>:<span class=\"hljs-string\">'usa'<\/span>})\n<\/code><\/pre>\n<p>\u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u062f\u06cc\u06af\u0631 \u0628\u0647 \u0646\u0627\u0645 \u0645\u06cc \u06af\u06cc\u0631\u062f <code>geo<\/code>.  \u0627\u0632 \u0627\u0631\u0632\u0634 \u06af\u0630\u0634\u062a\u06cc\u0645 <code>usa<\/code> \u0628\u0631\u0627\u06cc <code>scope<\/code> \u06a9\u0644\u06cc\u062f \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0646\u0642\u0634\u0647 \u0645\u0627 \u0641\u0642\u0637 \u0645\u062d\u062f\u0648\u062f \u0628\u0647 \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h4 id=\"step3creategraphobject\">\u0645\u0631\u062d\u0644\u0647 3: \u0634\u06cc \u06af\u0631\u0627\u0641 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/h4>\n<p>\u0627\u06af\u0631 \u0628\u0647 \u0628\u062e\u0634\u06cc \u06a9\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u06cc\u0645 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0622\u0646 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u06cc\u0645 <code>plotly.graph_objs<\/code> \u06a9\u0644\u0627\u0633  \u0645\u0631\u062d\u0644\u0647 \u0633\u0648\u0645 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0634\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627\u06cc\u062f \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u0645 <code>Figure<\/code> \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0632 \u062c\u0633\u0645  \u0634\u06cc \u062f\u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062f\u0627\u0631\u062f: <code>data<\/code> \u0648 <code>layout<\/code>.  \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0648\u0644 \u0648 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc layout \u0631\u0627 \u0628\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062f\u0648\u0645 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">map_actual = go.Figure(data=(map_data), layout=map_layout)\n<\/code><\/pre>\n<h4 id=\"step4calliplotmethod\">\u0645\u0631\u062d\u0644\u0647 4: \u0631\u0648\u0634 iplot() \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u062f<\/h4>\n<p>\u0645\u0631\u062d\u0644\u0647 \u0622\u062e\u0631 \u062a\u0645\u0627\u0633 \u0628\u0627 <code>iplot()<\/code> \u062a\u0627\u0628\u0639 \u0648 \u0634\u06cc \u06af\u0631\u0627\u0641\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0633\u0648\u0645 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645\u060c \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0628\u0647 \u0622\u0646 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">iplot(map_actual)\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u0646\u0645\u0648\u062f\u0627\u0631 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0686\u0647\u0627\u0631 \u0627\u06cc\u0627\u0644\u062a \u0622\u0645\u0631\u06cc\u06a9\u0627 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f.  \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0642\u06cc\u0647 \u0627\u06cc\u0627\u0644\u062a \u0631\u0646\u06af\u06cc \u0646\u0634\u062f\u0647 \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0645\u0627 \u0647\u06cc\u0686 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0646 \u062d\u0627\u0644\u062a \u0647\u0627 \u0645\u0634\u062e\u0635 \u0646\u06a9\u0631\u062f\u06cc\u0645.  \u0627\u06af\u0631 \u0645\u0627\u0648\u0633 \u0631\u0627 \u0631\u0648\u06cc \u062d\u0627\u0644\u062a \u0647\u0627\u06cc \u0631\u0646\u06af\u06cc \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f\u060c \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0622\u0646 \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u06cc\u062f <code>text<\/code> \u0648 <code>z<\/code> \u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0646\u06af\u0627\u0645 \u0627\u06cc\u062c\u0627\u062f \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<div>\n    <a href=\"https:\/\/plot.ly\/~usmanmalik57\/42\/?share_key=ccYJowPVwyWwLnjstA2pgu\" target=\"_blank\" rel=\"nofollow noopener\" title=\"Plot 42\" style=\"display:block;text-align:center\"><img decoding=\"async\" src=\"https:\/\/plot.ly\/~usmanmalik57\/42.png?share_key=ccYJowPVwyWwLnjstA2pgu\" alt=\"\u0642\u0637\u0639\u0647 42\" style=\"max-width:100%;width:600px\" width=\"600\" title=\"\"><\/a><\/p>\n<\/div>\n<h3 id=\"geographicalmapsfortheunitedstatesusingcsv\"><span class=\"ez-toc-section\" id=\"%d9%86%d9%82%d8%b4%d9%87_%d9%87%d8%a7%db%8c_%d8%ac%d8%ba%d8%b1%d8%a7%d9%81%db%8c%d8%a7%db%8c%db%8c_%d8%a8%d8%b1%d8%a7%db%8c_%d8%a7%db%8c%d8%a7%d9%84%d8%a7%d8%aa_%d9%85%d8%aa%d8%ad%d8%af%d9%87_%d8%a8%d8%a7_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_csv\"><\/span>\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CSV<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u0627 \u06cc\u06a9 \u0627\u06cc\u062f\u0647 \u0627\u0648\u0644\u06cc\u0647 \u062f\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc Plotly \u0648 choropleth \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645.  \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u06a9\u0646\u0648\u0646 \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645.  \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06cc\u06a9 \u0641\u0627\u06cc\u0644 CSV \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.  \u0645\u0627 \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u062a\u0648\u0644\u06cc\u062f \u0646\u0627\u062e\u0627\u0644\u0635 \u062f\u0627\u062e\u0644\u06cc \u0633\u0631\u0627\u0646\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0645\u0647 \u0627\u06cc\u0627\u0644\u062a \u0647\u0627\u06cc \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h4 id=\"thedataset\">\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/h4>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0627\u06cc\u0646\u062c\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.kaggle.com\/solorzano\/gdp-per-capita-in-us-states\">\u0644\u06cc\u0646\u06a9 \u06a9\u0627\u06af\u0644<\/a>\u060c \u06a9\u0647 \u062f\u0631 \u0642\u0627\u0644\u0628 CSV \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0645\u0646 \u0646\u0627\u0645 \u0641\u0627\u06cc\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0627\u0645.<\/p>\n<p>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u062f \u0648 \u067e\u0646\u062c \u0631\u062f\u06cc\u0641 \u0627\u0648\u0644 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0622\u0646 \u0686\u0627\u067e \u0645\u06cc \u06a9\u0646\u062f console.<\/p>\n<pre><code class=\"hljs\">df = pd.read_csv(<span class=\"hljs-string\">r'E:\/state_gdp.csv'<\/span>)\ndf.head()\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/using-plotly-interactive-data-visualization-python-3.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 \u0646\u0627\u0645 \u0627\u06cc\u0627\u0644\u062a \u0647\u0627\u06cc \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647 \u0622\u0645\u0631\u06cc\u06a9\u0627 \u062f\u0631 <code>Area<\/code> \u0633\u062a\u0648\u0646  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0634\u0627\u0645\u0644 \u062a\u0648\u0644\u06cc\u062f \u0646\u0627\u062e\u0627\u0644\u0635 \u062f\u0627\u062e\u0644\u06cc \u0633\u0631\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u067e\u0646\u062c \u0633\u0627\u0644 \u0627\u0632 2013 \u062a\u0627 2017 \u0627\u0633\u062a. \u0645\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u0644 2017 \u062a\u0631\u0633\u06cc\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0634\u06a9\u0644\u0627\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0646\u0627\u0645 \u06a9\u0627\u0645\u0644 \u0627\u06cc\u0627\u0644\u062a \u0647\u0627 \u0627\u0633\u062a\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc choropleth \u0645\u062e\u0641\u0641 \u0646\u0627\u0645 \u0627\u06cc\u0627\u0644\u062a \u0647\u0627 \u0631\u0627 \u0645\u06cc \u067e\u0630\u06cc\u0631\u0646\u062f.  \u0627\u0648\u0644\u06cc\u0646 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0627\u062e\u062a\u0635\u0627\u0631\u0627\u062a \u0646\u0627\u0645 \u0627\u06cc\u0627\u0644\u062a \u0647\u0627 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u06cc\u06a9 \u0631\u0627\u0647 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u0628\u0631\u0627\u06cc \u0646\u0627\u0645 \u0627\u06cc\u0627\u0644\u062a \u0647\u0627 \u0648 \u0627\u062e\u062a\u0635\u0627\u0631\u0627\u062a \u0622\u0646\u0647\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u0648 \u0633\u067e\u0633 \u0633\u062a\u0648\u0646\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u062e\u062a\u0635\u0627\u0631\u06cc \u0627\u0632 \u0622\u0646 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0628\u0627\u0634\u062f.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06a9\u0644\u06cc\u062f\u0647\u0627 \u0646\u0627\u0645 \u06a9\u0627\u0645\u0644 \u0648\u0636\u0639\u06cc\u062a \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u062e\u062a\u0635\u0627\u0631\u0627\u062a \u062d\u0627\u0644\u062a \u0645\u0631\u0628\u0648\u0637\u0647 \u0647\u0633\u062a\u0646\u062f:<\/p>\n<pre><code class=\"hljs\">us_state_abbrev = {\n    <span class=\"hljs-string\">'Alabama'<\/span>: <span class=\"hljs-string\">'AL'<\/span>,\n    <span class=\"hljs-string\">'Alaska'<\/span>: <span class=\"hljs-string\">'AK'<\/span>,\n    <span class=\"hljs-string\">'Arizona'<\/span>: <span class=\"hljs-string\">'AZ'<\/span>,\n    <span class=\"hljs-string\">'Arkansas'<\/span>: <span class=\"hljs-string\">'AR'<\/span>,\n    <span class=\"hljs-string\">'California'<\/span>: <span class=\"hljs-string\">'CA'<\/span>,\n    <span class=\"hljs-string\">'Colorado'<\/span>: <span class=\"hljs-string\">'CO'<\/span>,\n    <span class=\"hljs-string\">'Connecticut'<\/span>: <span class=\"hljs-string\">'CT'<\/span>,\n    <span class=\"hljs-string\">'Delaware'<\/span>: <span class=\"hljs-string\">'DE'<\/span>,\n    <span class=\"hljs-string\">'Florida'<\/span>: <span class=\"hljs-string\">'FL'<\/span>,\n    <span class=\"hljs-string\">'Georgia'<\/span>: <span class=\"hljs-string\">'GA'<\/span>,\n    <span class=\"hljs-string\">'Hawaii'<\/span>: <span class=\"hljs-string\">'HI'<\/span>,\n    <span class=\"hljs-string\">'Idaho'<\/span>: <span class=\"hljs-string\">'ID'<\/span>,\n    <span class=\"hljs-string\">'Illinois'<\/span>: <span class=\"hljs-string\">'IL'<\/span>,\n    <span class=\"hljs-string\">'Indiana'<\/span>: <span class=\"hljs-string\">'IN'<\/span>,\n    <span class=\"hljs-string\">'Iowa'<\/span>: <span class=\"hljs-string\">'IA'<\/span>,\n    <span class=\"hljs-string\">'Kansas'<\/span>: <span class=\"hljs-string\">'KS'<\/span>,\n    <span class=\"hljs-string\">'Kentucky'<\/span>: <span class=\"hljs-string\">'KY'<\/span>,\n    <span class=\"hljs-string\">'Louisiana'<\/span>: <span class=\"hljs-string\">'LA'<\/span>,\n    <span class=\"hljs-string\">'Maine'<\/span>: <span class=\"hljs-string\">'ME'<\/span>,\n    <span class=\"hljs-string\">'Maryland'<\/span>: <span class=\"hljs-string\">'MD'<\/span>,\n    <span class=\"hljs-string\">'Massachusetts'<\/span>: <span class=\"hljs-string\">'MA'<\/span>,\n    <span class=\"hljs-string\">'Michigan'<\/span>: <span class=\"hljs-string\">'MI'<\/span>,\n    <span class=\"hljs-string\">'Minnesota'<\/span>: <span class=\"hljs-string\">'MN'<\/span>,\n    <span class=\"hljs-string\">'Mississippi'<\/span>: <span class=\"hljs-string\">'MS'<\/span>,\n    <span class=\"hljs-string\">'Missouri'<\/span>: <span class=\"hljs-string\">'MO'<\/span>,\n    <span class=\"hljs-string\">'Montana'<\/span>: <span class=\"hljs-string\">'MT'<\/span>,\n    <span class=\"hljs-string\">'Nebraska'<\/span>: <span class=\"hljs-string\">'NE'<\/span>,\n    <span class=\"hljs-string\">'Nevada'<\/span>: <span class=\"hljs-string\">'NV'<\/span>,\n    <span class=\"hljs-string\">'New Hampshire'<\/span>: <span class=\"hljs-string\">'NH'<\/span>,\n    <span class=\"hljs-string\">'New Jersey'<\/span>: <span class=\"hljs-string\">'NJ'<\/span>,\n    <span class=\"hljs-string\">'New Mexico'<\/span>: <span class=\"hljs-string\">'NM'<\/span>,\n    <span class=\"hljs-string\">'New York'<\/span>: <span class=\"hljs-string\">'NY'<\/span>,\n    <span class=\"hljs-string\">'North Carolina'<\/span>: <span class=\"hljs-string\">'NC'<\/span>,\n    <span class=\"hljs-string\">'North Dakota'<\/span>: <span class=\"hljs-string\">'ND'<\/span>,\n    <span class=\"hljs-string\">'Ohio'<\/span>: <span class=\"hljs-string\">'OH'<\/span>,\n    <span class=\"hljs-string\">'Oklahoma'<\/span>: <span class=\"hljs-string\">'OK'<\/span>,\n    <span class=\"hljs-string\">'Oregon'<\/span>: <span class=\"hljs-string\">'OR'<\/span>,\n    <span class=\"hljs-string\">'Pennsylvania'<\/span>: <span class=\"hljs-string\">'PA'<\/span>,\n    <span class=\"hljs-string\">'Rhode Island'<\/span>: <span class=\"hljs-string\">'RI'<\/span>,\n    <span class=\"hljs-string\">'South Carolina'<\/span>: <span class=\"hljs-string\">'SC'<\/span>,\n    <span class=\"hljs-string\">'South Dakota'<\/span>: <span class=\"hljs-string\">'SD'<\/span>,\n    <span class=\"hljs-string\">'Tennessee'<\/span>: <span class=\"hljs-string\">'TN'<\/span>,\n    <span class=\"hljs-string\">'Texas'<\/span>: <span class=\"hljs-string\">'TX'<\/span>,\n    <span class=\"hljs-string\">'Utah'<\/span>: <span class=\"hljs-string\">'UT'<\/span>,\n    <span class=\"hljs-string\">'Vermont'<\/span>: <span class=\"hljs-string\">'VT'<\/span>,\n    <span class=\"hljs-string\">'Virginia'<\/span>: <span class=\"hljs-string\">'VA'<\/span>,\n    <span class=\"hljs-string\">'Washington'<\/span>: <span class=\"hljs-string\">'WA'<\/span>,\n    <span class=\"hljs-string\">'West Virginia'<\/span>: <span class=\"hljs-string\">'WV'<\/span>,\n    <span class=\"hljs-string\">'Wisconsin'<\/span>: <span class=\"hljs-string\">'WI'<\/span>,\n    <span class=\"hljs-string\">'Wyoming'<\/span>: <span class=\"hljs-string\">'WY'<\/span>,\n}\n<\/code><\/pre>\n<p>\u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0633\u062a\u0648\u0646\u06cc \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0627\u062e\u062a\u0635\u0627\u0631\u0627\u062a \u0628\u0627\u0634\u062f.  \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0627 \u0646\u06af\u0627\u0634\u062a \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0622\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645 <code>Area<\/code> \u0633\u062a\u0648\u0646 \u0628\u0647 \u06a9\u0644\u06cc\u062f \u062f\u0631 <code>us_state_abbrev<\/code> \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a.  \u0633\u067e\u0633 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0633\u062a\u0648\u0646 \u0645\u062e\u0641\u0641 \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0645\u0627\u0646\u0646\u062f \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\">df(<span class=\"hljs-string\">'abbrev'<\/span>) = df(<span class=\"hljs-string\">'Area'<\/span>).<span class=\"hljs-built_in\">map<\/span>(us_state_abbrev)\n<\/code><\/pre>\n<p>\u062d\u0627\u0644\u0627 \u0627\u06af\u0631 \u062f\u0648\u0628\u0627\u0631\u0647 print \u0628\u0627\u0644\u0627\u06cc \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>head()<\/code> \u062a\u0627\u0628\u0639 \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u06cc\u062f <code>abbrev<\/code> \u0633\u062a\u0648\u0646\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">df.head()\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/using-plotly-interactive-data-visualization-python-4.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u062e\u062a\u0635\u0627\u0631\u0627\u062a \u062d\u0627\u0644\u062a \u0631\u0627 \u062f\u0631 \u0642\u0633\u0645\u062a \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>abbrev<\/code> \u0633\u062a\u0648\u0646  \u0630\u06a9\u0631 \u0627\u06cc\u0646 \u0646\u06a9\u062a\u0647 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 <code>Area<\/code> \u0633\u062a\u0648\u0646 \u062f\u0627\u0631\u0627\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0631\u0627\u06cc \u06a9\u0644 \u06a9\u0634\u0648\u0631 \u0646\u06cc\u0632 \u0647\u0633\u062a.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06cc\u0646 \u06a9\u0634\u0648\u0631 \u06cc\u06a9 \u0645\u062e\u0641\u0641 \u0645\u062a\u0646\u0627\u0638\u0631 \u0627\u0632 NaN \u062f\u0631 \u0622\u0646 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a <code>abbrev<\/code> \u0633\u062a\u0648\u0646\u060c \u0648 \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0647\u0646\u06af\u0627\u0645 \u0631\u0633\u0645 \u0646\u0645\u0648\u062f\u0627\u0631 \u0646\u0627\u062f\u06cc\u062f\u0647 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u0642\u0628\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645\u060c \u06af\u0627\u0645\u200c\u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u0645\u0633\u062a\u0642\u06cc\u0645 \u0647\u0633\u062a\u0646\u062f.  \u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u062f\u0627\u062f\u0647 \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">map_data = <span class=\"hljs-built_in\">dict<\/span>(<span class=\"hljs-built_in\">type<\/span>=<span class=\"hljs-string\">'choropleth'<\/span>,\n            locations=df(<span class=\"hljs-string\">'abbrev'<\/span>),\n            locationmode=<span class=\"hljs-string\">'USA-states'<\/span>,\n            colorscale=<span class=\"hljs-string\">'Reds'<\/span>,\n            text=df(<span class=\"hljs-string\">'Area'<\/span>),\n            marker=<span class=\"hljs-built_in\">dict<\/span>(line=<span class=\"hljs-built_in\">dict<\/span>(color=<span class=\"hljs-string\">'rgb(255,0,0)'<\/span>, width=<span class=\"hljs-number\">2<\/span>)),\n            z=df(<span class=\"hljs-string\">'2017'<\/span>),\n            colorbar=<span class=\"hljs-built_in\">dict<\/span>(title=<span class=\"hljs-string\">\"GDP Per Capita - 2017\"<\/span>)\n           )\n<\/code><\/pre>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627\u060c \u0628\u0631\u0627\u06cc <code>locations<\/code> \u06a9\u0644\u06cc\u062f \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0639\u0628\u0648\u0631 \u0627\u0632 <code>abbrev<\/code> \u0633\u062a\u0648\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627  \u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0637\u0631\u062d \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0645 \u0627\u06cc\u0627\u0644\u062a \u0647\u0627\u06cc \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647 \u0686\u0627\u067e \u062e\u0648\u0627\u0647\u062f \u0634\u062f \u0631\u0648\u06cc \u0635\u0641\u062d\u0647 \u0646\u0645\u0627\u06cc\u0634<\/p>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c \u0628\u0631\u0627\u06cc <code>text<\/code> \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0639\u0628\u0648\u0631 \u0627\u0632 \u0633\u062a\u0648\u0646 &#8220;Area&#8221; \u0647\u0633\u062a\u06cc\u0645 \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0646\u0627\u0645 \u06a9\u0627\u0645\u0644 \u0627\u06cc\u0627\u0644\u062a \u0627\u0633\u062a.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0628\u0631\u0627\u06cc <code>z<\/code> \u06a9\u0644\u06cc\u062f\u060c \u0645\u0627 \u0627\u0632 \u062a\u0648\u0644\u06cc\u062f \u0646\u0627\u062e\u0627\u0644\u0635 \u062f\u0627\u062e\u0644\u06cc \u0633\u0631\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u0644 2017 \u0639\u0628\u0648\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0630\u06a9\u0631 \u0627\u06cc\u0646 \u0646\u06a9\u062a\u0647 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u06a9\u0644\u06cc\u062f \u062c\u062f\u06cc\u062f \u062f\u0627\u0631\u06cc\u0645 \u06cc\u0639\u0646\u06cc <code>marker<\/code>.  \u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u0631\u0632 \u0628\u06cc\u0646 \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0645\u0642\u062f\u0627\u0631 RGB \u0627\u0632 <code>255,0,0<\/code> \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0631\u0632 \u0642\u0631\u0645\u0632 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.  \u0639\u0631\u0636 2 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0639\u0631\u0636 \u062d\u0627\u0634\u06cc\u0647 2 \u067e\u06cc\u06a9\u0633\u0644 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0627\u06cc\u062c\u0627\u062f \u0637\u0631\u062d \u0628\u0631\u0627\u06cc \u0646\u0642\u0634\u0647 \u0645\u0627 \u0627\u0633\u062a.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<pre><code class=\"hljs\">map_layout = <span class=\"hljs-built_in\">dict<\/span>(title=<span class=\"hljs-string\">'USA States GDP Per Capita - 2017'<\/span>,\n              geo=<span class=\"hljs-built_in\">dict<\/span>(scope=<span class=\"hljs-string\">'usa'<\/span>,\n                         showlakes=<span class=\"hljs-literal\">True<\/span>,\n                         lakecolor=<span class=\"hljs-string\">'rgb(85,173,240)'<\/span>)\n             )\n<\/code><\/pre>\n<p>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0639\u0628\u0648\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>True<\/code> \u0628\u0631\u0627\u06cc <code>showlakes<\/code> \u06a9\u0644\u06cc\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u062f\u0631\u06cc\u0627\u0686\u0647 \u0647\u0627 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f \u0631\u0648\u06cc \u0646\u0642\u0634\u0647 \u0648 \u0631\u0646\u06af \u0622\u0646\u0647\u0627 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0645\u0642\u062f\u0627\u0631 RGB \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0622\u0628\u06cc \u0631\u0648\u0634\u0646 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f <code>rgb(85,173,240)<\/code>.<\/p>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0628\u0627\u06cc\u062f \u0634\u06cc \u06af\u0631\u0627\u0641 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u0648 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0648 \u0637\u0631\u062d \u0628\u0646\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0622\u0646 \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u06cc\u062f\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0642\u0633\u0645\u062a \u0642\u0628\u0644 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u06cc\u0645.  \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">map_actual = go.Figure(data=(map_data), layout=map_layout)\n<\/code><\/pre>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0622\u062e\u0631\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647\u060c \u0628\u0627\u06cc\u062f \u0628\u0627 \u0622\u0646 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>iplot()<\/code> \u0645\u062a\u062f \u06a9\u0646\u06cc\u062f \u0648 \u0634\u06cc \u06af\u0631\u0627\u0641 \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">iplot(map_actual)\n<\/code><\/pre>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627\u060c \u0646\u0642\u0634\u0647 \u0627\u06cc \u0627\u0632 \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647 \u0628\u0627 \u062a\u0648\u0644\u06cc\u062f \u0646\u0627\u062e\u0627\u0644\u0635 \u062f\u0627\u062e\u0644\u06cc \u0633\u0631\u0627\u0646\u0647 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f.  \u0627\u06cc\u0627\u0644\u062a \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0631\u0646\u06af \u0631\u0648\u0634\u0646 \u062a\u0631 \u062f\u0627\u0631\u0646\u062f \u062a\u0648\u0644\u06cc\u062f \u0646\u0627\u062e\u0627\u0644\u0635 \u062f\u0627\u062e\u0644\u06cc \u06a9\u0645\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0627\u06cc\u0627\u0644\u062a \u0647\u0627\u06cc \u062a\u06cc\u0631\u0647 \u062a\u0631 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/using-plotly-interactive-data-visualization-python-6.png\" alt=\"\" title=\"\"><\/p>\n<h3 id=\"geographicalmapsfortheworld\"><span class=\"ez-toc-section\" id=\"%d9%86%d9%82%d8%b4%d9%87_%d9%87%d8%a7%db%8c_%d8%ac%d8%ba%d8%b1%d8%a7%d9%81%db%8c%d8%a7%db%8c%db%8c_%d8%a8%d8%b1%d8%a7%db%8c_%d8%ac%d9%87%d8%a7%d9%86\"><\/span>\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062c\u0647\u0627\u0646<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u0642\u0628\u0644 \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0622\u0645\u0631\u06cc\u06a9\u0627 \u0631\u0627 \u062f\u06cc\u062f\u06cc\u0645.  \u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0631\u0648\u0634 \u062a\u0631\u0633\u06cc\u0645 \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u062c\u0647\u0627\u0646 \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f.  \u0627\u06cc\u0646 process \u06a9\u0645 \u0648 \u0628\u06cc\u0634 \u0645\u0634\u0627\u0628\u0647 \u0628\u0627\u0642\u06cc \u0645\u06cc \u0645\u0627\u0646\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0648\u0644\u06cc\u0646 \u06af\u0627\u0645\u060c \u06cc\u06a9 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u062f\u0627\u062f\u0647 \u0648 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0622\u0646 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u0637\u0631\u062d \u0628\u0646\u062f\u06cc \u0648 \u0634\u06cc \u06af\u0631\u0627\u0641 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>iplot()<\/code> \u062a\u0627\u0628\u0639 \u0631\u0633\u0645 \u0646\u0645\u0648\u062f\u0627\u0631<\/p>\n<h4 id=\"thedataset\">\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/h4>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u06a9\u0647 \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u062c\u0645\u0639\u06cc\u062a \u06a9\u0634\u0648\u0631\u06cc \u0627\u0632 \u062c\u0647\u0627\u0646 \u0628\u0631\u0627\u06cc \u0633\u0627\u0644 \u0647\u0627\u06cc 1960-2016 \u0627\u0633\u062a.  \u0645\u0627 \u0646\u0642\u0634\u0647 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u062c\u0647\u0627\u0646 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u062c\u0645\u0639\u06cc\u062a \u0647\u0631 \u06a9\u0634\u0648\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u0644 2016 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0627\u06cc\u0646\u062c\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.kaggle.com\/chadalee\/country-wise-population-data\">\u0644\u06cc\u0646\u06a9 \u06a9\u0627\u06af\u0644<\/a>.  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0642\u0627\u0644\u0628 CSV \u062f\u0627\u0646\u0644\u0648\u062f \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n<p>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0647 \u0648 \u067e\u0646\u062c \u0631\u062f\u06cc\u0641 \u0627\u0648\u0644 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f <code>head()<\/code> \u0631\u0648\u0634.<\/p>\n<pre><code class=\"hljs\">df = pd.read_csv(<span class=\"hljs-string\">r'E:\/world_pop.csv'<\/span>)\ndf.head()\n<\/code><\/pre>\n<p>\u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0634\u0627\u0645\u0644 \u0627\u0633\u06a9\u0631\u06cc\u0646 \u0634\u0627\u062a \u0627\u0632 \u062e\u0631\u0648\u062c\u06cc \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/using-plotly-interactive-data-visualization-python-5.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u062f\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062c\u0645\u0639\u06cc\u062a\u06cc \u06a9\u0647 \u0628\u0647 \u062a\u0627\u0632\u06af\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645 \u0631\u0633\u0645 \u06a9\u0646\u06cc\u0645\u060c \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<pre><code class=\"hljs\">map_data = <span class=\"hljs-built_in\">dict<\/span>(\n        <span class=\"hljs-built_in\">type<\/span>=<span class=\"hljs-string\">'choropleth'<\/span>,\n        locations=df(<span class=\"hljs-string\">'Country Code'<\/span>),\n        z=df(<span class=\"hljs-string\">'2016'<\/span>),\n        text=df(<span class=\"hljs-string\">'Country'<\/span>),\n        colorbar={<span class=\"hljs-string\">'title'<\/span>: <span class=\"hljs-string\">'World Population 2016'<\/span>},\n      )\n<\/code><\/pre>\n<p>\u0627\u0632 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u062a\u0646\u0647\u0627 \u062a\u063a\u06cc\u06cc\u0631\u06cc \u06a9\u0647 \u0645\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645 \u062f\u0631 \u0622\u0646 \u0627\u0633\u062a <code>locations<\/code> \u06a9\u0644\u06cc\u062f\u061b  \u0627\u06a9\u0646\u0648\u0646 \u0628\u0647 \u062c\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0631\u0627\u062a \u0627\u06cc\u0627\u0644\u062a\u060c &#8220;\u06a9\u062f \u06a9\u0634\u0648\u0631&#8221; \u0631\u0627 \u062a\u0635\u0648\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0627\u06cc\u0646 \u06cc\u06a9 \u0627\u0644\u0632\u0627\u0645 \u0627\u062c\u0628\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0642\u0634\u0647 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u062c\u0647\u0627\u0646 \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc <code>text<\/code> \u06a9\u0644\u06cc\u062f\u060c \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0627\u0632 \u0633\u062a\u0648\u0646 &#8220;Country&#8221; \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0646\u0627\u0645 \u06a9\u0627\u0645\u0644 \u06a9\u0634\u0648\u0631 \u0627\u0633\u062a.  \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c \u0628\u0631\u0627\u06cc <code>z<\/code> \u06a9\u0644\u06cc\u062f\u060c \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0627\u0632 \u0633\u062a\u0648\u0646 &#8220;2016&#8221; \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0633\u062a\u0648\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u062c\u0645\u0639\u06cc\u062a \u0628\u0631\u0627\u06cc \u0633\u0627\u0644 2016 \u0627\u0633\u062a.<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0627\u06cc\u062c\u0627\u062f \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u0637\u0631\u062d \u0628\u0646\u062f\u06cc \u0627\u0633\u062a.  \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">map_layout = <span class=\"hljs-built_in\">dict<\/span>(\n    title=<span class=\"hljs-string\">'World Population 2016'<\/span>,\n    geo=<span class=\"hljs-built_in\">dict<\/span>(showframe=<span class=\"hljs-literal\">False<\/span>)\n)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0686\u06cc\u062f\u0645\u0627\u0646\u060c \u062a\u0646\u0647\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc \u06a9\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u06cc\u0645\u060c the \u0627\u0633\u062a <code>showFrame<\/code> \u06a9\u0644\u06cc\u062f \u0628\u0631\u0627\u06cc <code>geo<\/code> \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a.  \u0627\u06af\u0631 \u0627\u06cc\u0646 \u06a9\u0644\u06cc\u062f \u0631\u0648\u06cc <code>False<\/code>\u060c \u0646\u0645\u0648\u062f\u0627\u0631 \u062d\u0627\u0635\u0644 \u062f\u0627\u0631\u0627\u06cc \u0645\u0631\u0632 \u0646\u06cc\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u0634\u06cc \u0646\u0645\u0648\u062f\u0627\u0631 Plotly \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u0648 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0648 \u0637\u0631\u062d \u0628\u0646\u062f\u06cc \u0631\u0627 \u06a9\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645\u060c \u0628\u0647 \u0622\u0646 \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u06cc\u0645\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">map_actual = go.Figure(data=(map_data), layout=map_layout)\n<\/code><\/pre>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0622\u062e\u0631\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647\u060c \u0628\u0627\u06cc\u062f \u0628\u0627 \u0622\u0646 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>iplot()<\/code> \u062a\u0627\u0628\u0639 \u0648 \u0634\u06cc \u06af\u0631\u0627\u0641\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u062a\u0627\u0632\u06af\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0628\u0647 \u0622\u0646 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0627\u06cc\u062f \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0628\u0627\u0634\u062f:<\/p>\n<div>\n    <a href=\"https:\/\/plot.ly\/~usmanmalik57\/46\/?share_key=ACpdgaIsSNTVUwe4kCnSUH\" target=\"_blank\" rel=\"nofollow noopener\" title=\"Plot 46\" style=\"display:block;text-align:center\"><img decoding=\"async\" src=\"https:\/\/plot.ly\/~usmanmalik57\/46.png?share_key=ACpdgaIsSNTVUwe4kCnSUH\" alt=\"\u0642\u0637\u0639\u0647 46\" style=\"max-width:100%;width:600px\" width=\"600\" title=\"\"><\/a><\/p>\n<\/div>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0642\u0634\u0647 \u06a9\u0644 \u062c\u0647\u0627\u0646 \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062a\u0631\u0627\u06a9\u0645 \u062c\u0645\u0639\u06cc\u062a \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0646\u0642\u0634\u0647 \u0647\u0646\u062f \u0648 \u0686\u06cc\u0646 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u06a9\u0634\u0648\u0631\u0647\u0627 \u062a\u06cc\u0631\u0647 \u062a\u0631 \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0622\u0646\u0647\u0627 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u06a9\u0634\u0648\u0631\u0647\u0627\u06cc \u0627\u0631\u0648\u067e\u0627\u06cc\u06cc \u06a9\u0647 \u062c\u0645\u0639\u06cc\u062a \u06a9\u0645\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u067e\u0631\u062c\u0645\u0639\u06cc\u062a \u062a\u0631 \u0647\u0633\u062a\u0646\u062f.  \u0627\u06af\u0631 \u0645\u0627\u0648\u0633 \u0631\u0627 \u0631\u0648\u06cc \u0647\u0631 \u06a9\u0634\u0648\u0631\u06cc \u0646\u06af\u0647 \u062f\u0627\u0631\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u0646\u0627\u0645 \u06a9\u0634\u0648\u0631 \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u06a9\u0644 \u062c\u0645\u0639\u06cc\u062a \u0628\u0628\u06cc\u0646\u06cc\u062f.<\/p>\n<p>\u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0639\u0645\u06cc\u0642 \u062a\u0631 \u0631\u0648\u06cc Plotly \u0648 \u0633\u0627\u06cc\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062a\u062c\u0633\u0645 \u067e\u0627\u06cc\u062a\u0648\u0646\u061f  \u0648\u0627\u0631\u0633\u06cc <a class=\"ebook-link\" rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/gum.co\/uTxEFw\">\u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a> \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u0646\u0628\u0639 \u0639\u0627\u0644\u06cc \u0631\u0648\u06cc 9 \u0645\u0648\u0631\u062f \u0627\u0632 \u0645\u062d\u0628\u0648\u0628 \u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f\u060c \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u0648 \u062a\u0641\u0627\u0648\u062a \u0647\u0627\u06cc \u0638\u0631\u06cc\u0641.<\/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>Plotly \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0627\u0633\u062a.  \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u06cc\u062f\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 Plotly \u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u0645\u0627\u0646\u0646\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u0647\u060c \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062e\u0637\u06cc\u060c \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645 \u0648 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.  \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u06cc\u062f\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 Plotly \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0642\u0634\u0647 choropleth \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u0627 \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0644 \u062c\u0647\u0627\u0646 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u0645 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 choropleth \u0631\u0627 \u06a9\u0627\u0648\u0634 \u06a9\u0646\u06cc\u062f \u0648 \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u0646\u0642\u0634\u0647\u200c\u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f\u060c \u0632\u06cc\u0631\u0627 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0648\u0634 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.  \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u062f\u0642\u06cc\u0642 \u0628\u0631\u0627\u06cc \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc choropleth \u062f\u0631 \u0627\u06cc\u0646 \u0644\u06cc\u0646\u06a9 \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a: <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/plot.ly\/python\/choropleth-maps\/\">https:\/\/plot.ly\/python\/choropleth-maps\/<\/a>.<\/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 1403-01-25 13:00:15<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;16467&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;\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Plotly \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646&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\"> 13<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0642\u0628\u0644\u06cc \u062e\u0648\u062f \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u0648 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u067e\u0627\u0646\u062f\u0627\u0647\u0627\u060c Matplotlib\u060c \u0648 \u0645\u062a\u0648\u0644\u062f \u062f\u0631\u06cc\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0647\u0633\u062a\u0646\u062f\u060c \u0622\u0646\u0647\u0627 \u0641\u0642\u0637 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u06cc\u0633\u062a\u0627 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u0646\u062f. \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u06cc\u0633\u062a\u0627 \u0645\u0627\u0646\u0646\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0633\u0627\u062f\u0647 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":16468,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[1749,4524,1748,1746,1776,1786,1814,1753,1744,2421,1912,1796,2750,1755,2358,1745,1785],"class_list":["post-16467","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming","tag-python","tag-plotly","tag-python-hosting","tag-vps-","tag-1776","tag-1786","tag-1814","tag-1753","tag-1744","tag-2421","tag-1912","tag-1796","tag-2750","tag-1755","tag-2358","tag-1745","tag-1785"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16467","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=16467"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16467\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/16468"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=16467"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=16467"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=16467"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}