{"id":16592,"date":"2024-01-27T16:09:26","date_gmt":"2024-01-27T12:39:26","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac-%d9%82%d9%88%d8%a7%d9%86%db%8c%d9%86-%d8%a7%d9%86%d8%ac%d9%85%d9%86-%d8%a7%d8%b2-%d8%b7%d8%b1%db%8c%d9%82-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-ap\/"},"modified":"2024-01-27T16:09:26","modified_gmt":"2024-01-27T12:39:26","slug":"%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac-%d9%82%d9%88%d8%a7%d9%86%db%8c%d9%86-%d8%a7%d9%86%d8%ac%d9%85%d9%86-%d8%a7%d8%b2-%d8%b7%d8%b1%db%8c%d9%82-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-ap","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac-%d9%82%d9%88%d8%a7%d9%86%db%8c%d9%86-%d8%a7%d9%86%d8%ac%d9%85%d9%86-%d8%a7%d8%b2-%d8%b7%d8%b1%db%8c%d9%82-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-ap\/","title":{"rendered":"\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0642\u0648\u0627\u0646\u06cc\u0646 \u0627\u0646\u062c\u0645\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori \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%d8%ae%d8%b1%d8%a7%d8%ac-%d9%82%d9%88%d8%a7%d9%86%db%8c%d9%86-%d8%a7%d9%86%d8%ac%d9%85%d9%86-%d8%a7%d8%b2-%d8%b7%d8%b1%db%8c%d9%82-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-ap\/#%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85_apriori_%d8%a8%d8%b1%d8%a7%db%8c_%d9%82%d8%a7%d9%86%d9%88%d9%86_%da%a9%d8%a7%d9%88%db%8c_%d8%a7%d9%86%d8%ac%d9%85%d9%86\" >\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori \u0628\u0631\u0627\u06cc \u0642\u0627\u0646\u0648\u0646 \u06a9\u0627\u0648\u06cc \u0627\u0646\u062c\u0645\u0646<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac-%d9%82%d9%88%d8%a7%d9%86%db%8c%d9%86-%d8%a7%d9%86%d8%ac%d9%85%d9%86-%d8%a7%d8%b2-%d8%b7%d8%b1%db%8c%d9%82-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-ap\/#%d9%86%d8%b8%d8%b1%db%8c%d9%87_%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85_apriori\" >\u0646\u0638\u0631\u06cc\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori<\/a><\/li><\/ul><\/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%d8%ae%d8%b1%d8%a7%d8%ac-%d9%82%d9%88%d8%a7%d9%86%db%8c%d9%86-%d8%a7%d9%86%d8%ac%d9%85%d9%86-%d8%a7%d8%b2-%d8%b7%d8%b1%db%8c%d9%82-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-ap\/#%d9%85%d8%b1%d8%a7%d8%ad%d9%84_%d8%af%d8%b1%da%af%db%8c%d8%b1_%d8%af%d8%b1_%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85_apriori\" >\u0645\u0631\u0627\u062d\u0644 \u062f\u0631\u06af\u06cc\u0631 \u062f\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac-%d9%82%d9%88%d8%a7%d9%86%db%8c%d9%86-%d8%a7%d9%86%d8%ac%d9%85%d9%86-%d8%a7%d8%b2-%d8%b7%d8%b1%db%8c%d9%82-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-ap\/#%d9%be%db%8c%d8%a7%d8%af%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85_apriori_%d8%a8%d8%a7_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\" >\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac-%d9%82%d9%88%d8%a7%d9%86%db%8c%d9%86-%d8%a7%d9%86%d8%ac%d9%85%d9%86-%d8%a7%d8%b2-%d8%b7%d8%b1%db%8c%d9%82-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-ap\/#%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\" >\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627<\/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%d8%ae%d8%b1%d8%a7%d8%ac-%d9%82%d9%88%d8%a7%d9%86%db%8c%d9%86-%d8%a7%d9%86%d8%ac%d9%85%d9%86-%d8%a7%d8%b2-%d8%b7%d8%b1%db%8c%d9%82-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-ap\/#%d9%88%d8%a7%d8%b1%d8%af_%da%a9%d8%b1%d8%af%d9%86_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87\" >\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \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-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac-%d9%82%d9%88%d8%a7%d9%86%db%8c%d9%86-%d8%a7%d9%86%d8%ac%d9%85%d9%86-%d8%a7%d8%b2-%d8%b7%d8%b1%db%8c%d9%82-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-ap\/#%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\" >\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/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%d8%ae%d8%b1%d8%a7%d8%ac-%d9%82%d9%88%d8%a7%d9%86%db%8c%d9%86-%d8%a7%d9%86%d8%ac%d9%85%d9%86-%d8%a7%d8%b2-%d8%b7%d8%b1%db%8c%d9%82-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-ap\/#%d8%a7%d8%b9%d9%85%d8%a7%d9%84_apriori\" >\u0627\u0639\u0645\u0627\u0644 Apriori<\/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%d8%ae%d8%b1%d8%a7%d8%ac-%d9%82%d9%88%d8%a7%d9%86%db%8c%d9%86-%d8%a7%d9%86%d8%ac%d9%85%d9%86-%d8%a7%d8%b2-%d8%b7%d8%b1%db%8c%d9%82-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-ap\/#%d9%85%d8%b4%d8%a7%d9%87%d8%af%d9%87_%d9%86%d8%aa%d8%a7%db%8c%d8%ac\" >\u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u062a\u0627\u06cc\u062c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac-%d9%82%d9%88%d8%a7%d9%86%db%8c%d9%86-%d8%a7%d9%86%d8%ac%d9%85%d9%86-%d8%a7%d8%b2-%d8%b7%d8%b1%db%8c%d9%82-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-ap\/#%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\"> 9<\/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>\u06a9\u0627\u0648\u06cc \u0642\u0648\u0627\u0639\u062f \u0627\u0646\u062c\u0645\u0646 \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0631\u0648\u0627\u0628\u0637 \u0627\u0633\u0627\u0633\u06cc \u0628\u06cc\u0646 \u0622\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a.  \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0633\u0648\u067e\u0631 \u0645\u0627\u0631\u06a9\u062a \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0645\u06cc 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\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u0627\u0642\u0644\u0627\u0645 A \u0648 B \u0628\u0627 \u0647\u0645 \u0628\u06cc\u0634\u062a\u0631 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0634\u0648\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0686\u0646\u062f\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0648\u062f \u0628\u0631\u062f\u0627\u0634\u062a.  \u0645\u062b\u0644\u0627:<\/p>\n<ol>\n<li>A \u0648 B \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0647\u0645 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u0634\u062a\u0631\u06cc \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0631\u0627 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0645\u062c\u0628\u0648\u0631 \u0646\u0628\u0627\u0634\u062f \u0628\u0631\u0627\u06cc \u062e\u0631\u06cc\u062f \u06a9\u0627\u0644\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0631\u0627\u0647 \u062f\u0648\u0631 \u0628\u0631\u0648\u062f.<\/li>\n<li>\u0627\u0641\u0631\u0627\u062f\u06cc \u06a9\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0631\u0627 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u06a9\u0645\u067e\u06cc\u0646 \u062a\u0628\u0644\u06cc\u063a\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u062e\u0631\u06cc\u062f \u0645\u062d\u0635\u0648\u0644 \u062f\u06cc\u06af\u0631 \u0645\u0648\u0631\u062f \u0647\u062f\u0641 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f.<\/li>\n<li>\u062a\u062e\u0641\u06cc\u0641 \u0647\u0627\u06cc \u062f\u0633\u062a\u0647 \u062c\u0645\u0639\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0631\u0627\u0626\u0647 \u0634\u0648\u062f \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0627\u06af\u0631 \u0645\u0634\u062a\u0631\u06cc \u0647\u0631 \u062f\u0648\u06cc \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u062e\u0631\u062f.<\/li>\n<li>\u0647\u0631 \u062f\u0648 A \u0648 B \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0647\u0645 \u0628\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062f.<\/li>\n<\/ol>\n<p>\u0627\u06cc\u0646 process \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Association_rule_learning\">\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0642\u0627\u0646\u0648\u0646 \u0627\u0646\u062c\u0645\u0646<\/a>.<\/p>\n<h2 id=\"apriorialgorithmforassociationrulemining\"><span class=\"ez-toc-section\" id=\"%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85_apriori_%d8%a8%d8%b1%d8%a7%db%8c_%d9%82%d8%a7%d9%86%d9%88%d9%86_%da%a9%d8%a7%d9%88%db%8c_%d8%a7%d9%86%d8%ac%d9%85%d9%86\"><\/span>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori \u0628\u0631\u0627\u06cc \u0642\u0627\u0646\u0648\u0646 \u06a9\u0627\u0648\u06cc \u0627\u0646\u062c\u0645\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0642\u0648\u0627\u0639\u062f \u06a9\u0627\u0648\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0648 Apriori \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0627\u0633\u062a.  \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0646\u0638\u0631\u06cc\u0647 \u067e\u0634\u062a \u0622\u0646 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Apriori_algorithm\">\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori<\/a> \u0648 \u0628\u0639\u062f\u0627\u064b \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f.<\/p>\n<h3 id=\"theoryofapriorialgorithm\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%b8%d8%b1%db%8c%d9%87_%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85_apriori\"><\/span>\u0646\u0638\u0631\u06cc\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0633\u0647 \u062c\u0632\u0621 \u0627\u0635\u0644\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<p>\u0627\u06cc\u0646 \u0633\u0647 \u0645\u0641\u0647\u0648\u0645 \u0631\u0627 \u0628\u0627 \u06a9\u0645\u06a9 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u062a\u0648\u0636\u06cc\u062d \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f.<\/p>\n<p>\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0633\u0627\u0628\u0642\u0647 1 \u0647\u0632\u0627\u0631 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0645\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u06cc\u0645 \u0648 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc\u060c \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0648 \u0645\u0648\u0631\u062f \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645\u060c \u0645\u0627\u0646\u0646\u062f \u0647\u0645\u0628\u0631\u06af\u0631 \u0648 \u0633\u0633 \u06a9\u0686\u0627\u067e.  \u0627\u0632 \u06cc\u06a9 \u0647\u0632\u0627\u0631 \u062a\u0631\u0627\u06a9\u0646\u0634\u060c 100 \u062a\u0631\u0627\u06a9\u0646\u0634 \u062d\u0627\u0648\u06cc \u0633\u0633 \u06a9\u0686\u0627\u067e \u0648 150 \u062a\u0631\u0627\u06a9\u0646\u0634 \u062d\u0627\u0648\u06cc \u0628\u0631\u06af\u0631 \u0627\u0633\u062a.  \u0627\u0632 150 \u0645\u0639\u0627\u0645\u0644\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u0631\u06af\u0631 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f\u060c 50 \u062a\u0631\u0627\u06a9\u0646\u0634 \u062d\u0627\u0648\u06cc \u0633\u0633 \u06a9\u0686\u0627\u067e \u0646\u06cc\u0632 \u0645\u06cc \u0628\u0627\u0634\u062f.  \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc\u060c \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645.<\/p>\n<h4 id=\"support\">\u062d\u0645\u0627\u06cc\u062a \u06a9\u0631\u062f\u0646<\/h4>\n<p>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0628\u0647 \u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u06cc\u06a9 \u0622\u06cc\u062a\u0645 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u06cc\u0627\u0641\u062a\u0646 \u062a\u0639\u062f\u0627\u062f \u062a\u0631\u0627\u06a9\u0646\u0634\u200c\u0647\u0627\u06cc \u062d\u0627\u0648\u06cc \u06cc\u06a9 \u0622\u06cc\u062a\u0645 \u062e\u0627\u0635 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u062a\u0631\u0627\u06a9\u0646\u0634\u200c\u0647\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0631\u062f.  \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0645\u0648\u0631\u062f B \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">Support(B) = (Transactions containing (B))\/(Total Transactions)\n<\/code><\/pre>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u0627\u0632 1000 \u062a\u0631\u0627\u06a9\u0646\u0634\u060c 100 \u062a\u0631\u0627\u06a9\u0646\u0634 \u062d\u0627\u0648\u06cc \u06a9\u0686\u0627\u067e \u0628\u0627\u0634\u062f\u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0645\u0648\u0631\u062f \u06a9\u0686\u0627\u067e \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\">Support(Ketchup) = (Transactions containingKetchup)\/(Total Transactions)\n\nSupport(Ketchup) = 100\/1000\n                 = 10%\n<\/code><\/pre>\n<h4 id=\"confidence\">\u0627\u0639\u062a\u0645\u0627\u062f \u0628\u0647 \u0646\u0641\u0633<\/h4>\n<p>\u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0627\u062d\u062a\u0645\u0627\u0644 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f \u06a9\u0647 \u062f\u0631 \u0635\u0648\u0631\u062a \u062e\u0631\u06cc\u062f \u06a9\u0627\u0644\u0627\u06cc A\u060c \u06cc\u06a9 \u06a9\u0627\u0644\u0627\u06cc B \u0646\u06cc\u0632 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0634\u0648\u062f.  \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u06cc\u0627\u0641\u062a\u0646 \u062a\u0639\u062f\u0627\u062f \u062a\u0631\u0627\u06a9\u0646\u0634 \u0647\u0627\u06cc\u06cc \u06a9\u0647 A \u0648 B \u0628\u0627 \u0647\u0645 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0647\u0627\u06cc\u06cc \u06a9\u0647 A \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f\u060c \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0631\u062f.  \u0627\u0632 \u0646\u0638\u0631 \u0631\u06cc\u0627\u0636\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f:<\/p>\n<pre><code class=\"hljs\">Confidence(A\u2192B) = (Transactions containing both (A and B))\/(Transactions containing A)\n<\/code><\/pre>\n<p>\u0628\u0631\u06af\u0631\u062f\u06cc\u0645 \u0628\u0647 \u0645\u0634\u06a9\u0644\u0645\u0627\u0646\u060c \u0645\u0627 50 \u062a\u0631\u0627\u06a9\u0646\u0634 \u062f\u0627\u0634\u062a\u06cc\u0645 \u06a9\u0647 \u0628\u0631\u06af\u0631 \u0648 \u0633\u0633 \u06a9\u0686\u0627\u067e \u0628\u0627 \u0647\u0645 \u062e\u0631\u06cc\u062f\u0646\u062f.  \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u0631 150 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0647\u0645\u0628\u0631\u06af\u0631 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f.  \u0633\u067e\u0633 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u062d\u062a\u0645\u0627\u0644 \u062e\u0631\u06cc\u062f \u0633\u0633 \u06af\u0648\u062c\u0647\u200c\u0641\u0631\u0646\u06af\u06cc \u0631\u0627 \u0647\u0646\u06af\u0627\u0645 \u062e\u0631\u06cc\u062f \u0647\u0645\u0628\u0631\u06af\u0631 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 Burger -> Ketchup \u0646\u0634\u0627\u0646 \u062f\u0627\u062f \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u0631\u06cc\u0627\u0636\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0646\u0648\u0634\u062a\u0647 \u0634\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">Confidence(Burger\u2192Ketchup) = (Transactions containing both (Burger and Ketchup))\/(Transactions containing A)\n\nConfidence(Burger\u2192Ketchup) = 50\/150\n                           = 33.3%\n<\/code><\/pre>\n<p>\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u062a\u0648\u062c\u0647 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u0634\u0627\u0628\u0647 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Naive Bayes \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06cc\u0646 \u062f\u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0631\u0627\u06cc \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u0645\u0634\u06a9\u0644\u0627\u062a \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<h4 id=\"lift\">\u0628\u0644\u0646\u062f \u06a9\u0631\u062f\u0646<\/h4>\n<p><code>Lift(A -&gt; B)<\/code>  \u0628\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0646\u0633\u0628\u062a \u0641\u0631\u0648\u0634 B \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0641\u0631\u0648\u0634 A \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f.  Lift (A \u2013> B) \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u062a\u0642\u0633\u06cc\u0645 \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0631\u062f <code>Confidence(A -&gt; B)<\/code> \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 <code>Support(B)<\/code>.  \u0627\u0632 \u0646\u0638\u0631 \u0631\u06cc\u0627\u0636\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f:<\/p>\n<pre><code class=\"hljs\">Lift(A\u2192B) = (Confidence (A\u2192B))\/(Support (B))\n<\/code><\/pre>\n<p>\u0628\u0631\u06af\u0631\u062f\u06cc\u0645 \u0628\u0647 \u0645\u0634\u06a9\u0644 \u0628\u0631\u06af\u0631 \u0648 \u0633\u0633 \u06a9\u0686\u0627\u067e\u060c <code>Lift(Burger -&gt; Ketchup)<\/code> \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\">Lift(Burger\u2192Ketchup) = (Confidence (Burger\u2192Ketchup))\/(Support (Ketchup))\n\nLift(Burger\u2192Ketchup) = 33.3\/10\n                     = 3.33\n<\/code><\/pre>\n<p>Lift \u0627\u0633\u0627\u0633\u0627\u064b \u0628\u0647 \u0645\u0627 \u0645\u06cc \u06af\u0648\u06cc\u062f \u06a9\u0647 \u0627\u062d\u062a\u0645\u0627\u0644 \u062e\u0631\u06cc\u062f \u0628\u0631\u06af\u0631 \u0648 \u0633\u0633 \u06af\u0648\u062c\u0647 \u0641\u0631\u0646\u06af\u06cc \u0628\u0627 \u0647\u0645 3.33 \u0628\u0631\u0627\u0628\u0631 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0627\u062d\u062a\u0645\u0627\u0644 \u062e\u0631\u06cc\u062f \u0641\u0642\u0637 \u0633\u0633 \u06a9\u0686\u0627\u067e \u0627\u0633\u062a.  \u0627\u0641\u0632\u0627\u06cc\u0634 1 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u06cc\u0686 \u0627\u0631\u062a\u0628\u0627\u0637\u06cc \u0628\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644\u0627\u062a A \u0648 B \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f. \u0627\u0641\u0632\u0627\u06cc\u0634 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 1 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062d\u0635\u0648\u0644\u0627\u062a A \u0648 B \u0628\u0627 \u0647\u0645 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0644\u06cc\u0641\u062a \u06a9\u0645\u062a\u0631 \u0627\u0632 1 \u0628\u0647 \u062d\u0627\u0644\u062a\u06cc \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0639\u06cc\u062f \u0627\u0633\u062a \u062f\u0648 \u0645\u062d\u0635\u0648\u0644 \u0628\u0627 \u0647\u0645 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<h2 id=\"stepsinvolvedinapriorialgorithm\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%a7%d8%ad%d9%84_%d8%af%d8%b1%da%af%db%8c%d8%b1_%d8%af%d8%b1_%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85_apriori\"><\/span>\u0645\u0631\u0627\u062d\u0644 \u062f\u0631\u06af\u06cc\u0631 \u062f\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u062f\u0627\u062f\u0647\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0635\u062f\u0647\u0627 \u0645\u0648\u0631\u062f \u062f\u0631 \u0635\u062f\u0647\u0627 \u0647\u0632\u0627\u0631 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.  \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0642\u0648\u0627\u0646\u06cc\u0646\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u0645\u06a9\u0646 \u0627\u0632 \u0622\u06cc\u062a\u0645 \u0647\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c Lift \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0645\u0648\u0631\u062f 1 \u0648 \u0645\u0648\u0631\u062f 2\u060c \u0645\u0648\u0631\u062f 1 \u0648 \u0645\u0648\u0631\u062f 3\u060c \u0645\u0648\u0631\u062f 1 \u0648 \u0645\u0648\u0631\u062f 4 \u0648 \u0633\u067e\u0633 \u0645\u0648\u0631\u062f 2 \u0648 \u0645\u0648\u0631\u062f 3\u060c \u0645\u0648\u0631\u062f 2 \u0648 \u0645\u0648\u0631\u062f 4 \u0648 \u0633\u067e\u0633 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0645\u0648\u0627\u0631\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u0645\u0648\u0631\u062f 1\u060c \u0645\u0648\u0631\u062f 2 \u0648 \u0645\u0648\u0631\u062f 3;  \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647 \u0645\u0648\u0631\u062f 1\u060c \u0645\u0648\u0631\u062f 2\u060c \u0648 \u0645\u0648\u0631\u062f 4\u060c \u0648 \u063a\u06cc\u0631\u0647 \u0631\u0648\u06cc.<\/p>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0632 \u0645\u062b\u0627\u0644 \u0628\u0627\u0644\u0627 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f\u060c \u0627\u06cc\u0646 process \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062a\u0639\u062f\u0627\u062f \u062a\u0631\u06a9\u06cc\u0628\u0627\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0646\u062f \u0628\u0627\u0634\u062f.  \u0628\u0631\u0627\u06cc \u0633\u0631\u0639\u062a \u0628\u062e\u0634\u06cc\u062f\u0646 \u0628\u0647 process\u060c \u0628\u0627\u06cc\u062f \u0645\u0631\u0627\u062d\u0644 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645:<\/p>\n<ol>\n<li>\u062d\u062f\u0627\u0642\u0644 \u0645\u0642\u062f\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062d\u0645\u0627\u06cc\u062a \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u06cc\u062f.  \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0641\u0642\u0637 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0628\u0647 \u06cc\u0627\u0641\u062a\u0646 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0645\u0648\u0627\u0631\u062f\u06cc \u0647\u0633\u062a\u06cc\u0645 \u06a9\u0647 \u0648\u062c\u0648\u062f \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0645\u0634\u062e\u0635\u06cc \u062f\u0627\u0631\u0646\u062f (\u0645\u062b\u0644\u0627\u064b \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc) \u0648 \u062f\u0627\u0631\u0627\u06cc \u062d\u062f\u0627\u0642\u0644 \u0645\u0642\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u0628\u0627 \u0645\u0648\u0627\u0631\u062f \u062f\u06cc\u06af\u0631 (\u0645\u062b\u0644\u0627\u064b \u0627\u0637\u0645\u06cc\u0646\u0627\u0646) \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li>\u062a\u0645\u0627\u0645 \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0627\u0631\u0632\u0634 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0632 \u062d\u062f\u0627\u0642\u0644 \u0622\u0633\u062a\u0627\u0646\u0647 \u062f\u0627\u0631\u0646\u062f \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u062a\u0645\u0627\u0645 \u0642\u0648\u0627\u0639\u062f \u0631\u0627 \u0627\u0632 \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0631\u0632\u0634 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0632 \u062d\u062f\u0627\u0642\u0644 \u0622\u0633\u062a\u0627\u0646\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0642\u0648\u0627\u0646\u06cc\u0646 \u0631\u0627 \u0628\u0627 \u062a\u0631\u062a\u06cc\u0628 \u0646\u0632\u0648\u0644\u06cc Lift \u062a\u0631\u062a\u06cc\u0628 \u062f\u0647\u06cc\u062f.<\/li>\n<\/ol>\n<h2 id=\"implementingapriorialgorithmwithpython\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%a7%d8%af%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85_apriori_%d8%a8%d8%a7_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\"><\/span>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u062a\u0626\u0648\u0631\u06cc\u060c \u0627\u06a9\u0646\u0648\u0646 \u0632\u0645\u0627\u0646 \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori \u0631\u0627 \u062f\u0631 \u0639\u0645\u0644 \u0628\u0628\u06cc\u0646\u06cc\u0645.  \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0642\u0648\u0627\u0646\u06cc\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0628\u0627 7500 \u062a\u0631\u0627\u06a9\u0646\u0634 \u062f\u0631 \u0637\u0648\u0644 \u06cc\u06a9 \u0647\u0641\u062a\u0647 \u062f\u0631 \u06cc\u06a9 \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u062e\u0631\u062f\u0647\u200c\u0641\u0631\u0648\u0634\u06cc \u0641\u0631\u0627\u0646\u0633\u0648\u06cc \u062a\u0648\u0635\u06cc\u0641 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0644\u06cc\u0646\u06a9 \u0632\u06cc\u0631 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f:<\/p>\n<p><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/drive.google.com\/file\/d\/1y5DYn0dGoSbC22xowBq2d4po6h1JxcTQ\/view?usp=sharing\">https:\/\/drive.google.com\/file\/d\/1y5DYn0dGoSbC22xowBq2d4po6h1JxcTQ\/view\u061fusp=sharing<\/a><\/p>\n<p>\u0646\u06a9\u062a\u0647 \u062c\u0627\u0644\u0628 \u062f\u06cc\u06af\u0631 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0646\u0648\u0634\u062a\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc\u060c \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0645 \u062a\u0631\u06a9\u06cc\u0628\u0627\u062a \u0645\u0645\u06a9\u0646 \u0646\u062f\u0627\u0631\u06cc\u0645.  \u0645\u0627 \u0627\u0632 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062e\u0627\u0631\u062c \u0627\u0632 \u0642\u0641\u0633\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0647\u0645\u0647 \u06a9\u062f\u0647\u0627 \u0642\u0628\u0644\u0627\u064b \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0645\u0646 \u0628\u0647 \u0622\u0646 \u0627\u0634\u0627\u0631\u0647 \u0645\u06cc \u06a9\u0646\u0645 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/pypi.org\/project\/apyori\/\">apyori<\/a> \u0648 \u0645\u0646\u0628\u0639 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u06cc\u0627\u0641\u062a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/ymoch\/apyori\">\u0627\u06cc\u0646\u062c\u0627<\/a>.  \u0628\u0647 \u0634\u0645\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u0645 \u0642\u0628\u0644 \u0627\u0632 \u0627\u062f\u0627\u0645\u0647\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0631\u0627 \u062f\u0631 \u0645\u0633\u06cc\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u062f \u062f\u0627\u0646\u0644\u0648\u062f \u0648 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062a\u0648\u062c\u0647: \u062a\u0645\u0627\u0645\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0627\u062c\u0631\u0627 \u0634\u062f\u0647 \u0627\u0646\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.spyder-ide.org\/\">Spyder IDE<\/a> \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646<\/p>\n<p>\u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0631\u0627\u062d\u0644 \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f:<\/p>\n<h3 id=\"importthelibraries\"><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\"><\/span>\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645\u060c \u0645\u062b\u0644 \u0647\u0645\u06cc\u0634\u0647\u060c \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 import \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632  \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:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n<span class=\"hljs-keyword\">from<\/span> apyori <span class=\"hljs-keyword\">import<\/span> apriori\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0645\u0627 import \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0627\u0646\u062f\u0627\u0647\u0627\u060c \u0646\u0648\u0645\u067e\u06cc\u060c pyplot \u0648 apriori.<\/p>\n<h3 id=\"importingthedataset\"><span class=\"ez-toc-section\" id=\"%d9%88%d8%a7%d8%b1%d8%af_%da%a9%d8%b1%d8%af%d9%86_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87\"><\/span>\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062d\u0627\u0644\u0627 \u0648\u0642\u062a\u0647 import \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648 \u0628\u0628\u06cc\u0646\u06cc\u062f \u0645\u0627 \u0628\u0627 \u0686\u0647 \u0686\u06cc\u0632\u06cc \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u067e\u0648\u0634\u0647 &#8220;Datasets&#8221; \u062f\u0631\u0627\u06cc\u0648 &#8220;D&#8221; \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f (\u06cc\u0627 \u06a9\u062f \u0632\u06cc\u0631 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f \u062a\u0627 \u0628\u0627 \u0645\u0633\u06cc\u0631 \u0641\u0627\u06cc\u0644 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0631\u0648\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0634\u0645\u0627) \u0648 \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\">store_data = pd.read_csv(<span class=\"hljs-string\">'D:\\\\Datasets\\\\store_data.csv'<\/span>)\n<\/code><\/pre>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u0645 <code>head()<\/code> \u062a\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0686\u06af\u0648\u0646\u0647 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f:<\/p>\n<pre><code class=\"hljs\">store_data.head()\n<\/code><\/pre>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/association-rule-mining-apriori-algorithm-python-1.png\" alt=\"\u067e\u06cc\u0634 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0647\u062f\u0631 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f\" title=\"\"><\/p>\n<p>\u06cc\u06a9 \u0642\u0637\u0639\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u0644\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0627\u06af\u0631 \u0628\u0627 \u062f\u0642\u062a \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0647\u062f\u0631 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0627\u0648\u0644\u06cc\u0646 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0627\u0633\u062a.  \u0647\u0631 \u0631\u062f\u06cc\u0641 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06cc\u06a9 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0648 \u0647\u0631 \u0633\u062a\u0648\u0646 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06cc\u06a9 \u0622\u06cc\u062a\u0645 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0634\u062f\u0647 \u062f\u0631 \u0622\u0646 \u062a\u0631\u0627\u06a9\u0646\u0634 \u062e\u0627\u0635 \u0627\u0633\u062a.  \u0627\u06cc\u0646 <code>NaN<\/code> \u0628\u0647 \u0645\u0627 \u0645\u06cc \u06af\u0648\u06cc\u062f \u06a9\u0647 \u0645\u0648\u0631\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0633\u062a\u0648\u0646 \u062f\u0631 \u0622\u0646 \u062a\u0631\u0627\u06a9\u0646\u0634 \u062e\u0627\u0635 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0646\u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u06cc\u0686 \u0631\u062f\u06cc\u0641 \u0647\u062f\u0631 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f.  \u0627\u0645\u0627 \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636\u060c <code>pd.read_csv<\/code> \u062a\u0627\u0628\u0639 \u0631\u062f\u06cc\u0641 \u0627\u0648\u0644 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0647\u062f\u0631 \u062f\u0631 \u0646\u0638\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f.  \u0628\u0631\u0627\u06cc \u0631\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644\u060c \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f <code>header=None<\/code> \u06af\u0632\u06cc\u0646\u0647 \u0627\u06cc \u0628\u0647 <code>pd.read_csv<\/code> \u0639\u0645\u0644\u06a9\u0631\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:<\/p>\n<pre><code class=\"hljs\">store_data = pd.read_csv(<span class=\"hljs-string\">'D:\\\\Datasets\\\\store_data.csv'<\/span>, header=<span class=\"hljs-literal\">None<\/span>)\n<\/code><\/pre>\n<p>\u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f <code>head()<\/code> \u062a\u0627\u0628\u0639:<\/p>\n<pre><code class=\"hljs\">store_data.head()\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0631\u0648\u0632 \u0634\u062f\u0647\u060c \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u06cc\u062f \u06a9\u0647 \u062e\u0637 \u0627\u0648\u0644 \u0628\u0647 \u062c\u0627\u06cc \u0647\u062f\u0631\u060c \u0627\u06a9\u0646\u0648\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u06a9\u0648\u0631\u062f \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\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:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/association-rule-mining-apriori-algorithm-python-2.png\" alt=\"\u067e\u06cc\u0634 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u062f\u0648\u0646 \u0647\u062f\u0631 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f\" title=\"\"><\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0641\u0647\u0645\u06cc\u0645 \u06a9\u062f\u0627\u0645 \u0627\u0642\u0644\u0627\u0645 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0627 \u0647\u0645 \u0641\u0631\u0648\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f \u062a\u0627 \u0635\u0627\u062d\u0628 \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u0627\u0642\u062f\u0627\u0645 \u0628\u0647 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u0627\u0642\u0644\u0627\u0645 \u0645\u0631\u062a\u0628\u0637 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0647\u0645 \u06cc\u0627 \u062a\u0628\u0644\u06cc\u063a \u0622\u0646\u0647\u0627 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0647\u0645 \u06a9\u0646\u062f \u062a\u0627 \u0633\u0648\u062f \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<h3 id=\"dataproprocessing\"><span class=\"ez-toc-section\" id=\"%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\"><\/span>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Apriori \u06a9\u0647 \u0642\u0635\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0631\u06cc\u0645\u060c \u0645\u0633\u062a\u0644\u0632\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0644\u06cc\u0633\u062a \u0647\u0627 \u0628\u0627\u0634\u062f\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06a9\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u0628\u0632\u0631\u06af \u0627\u0633\u062a \u0648 \u0647\u0631 \u062a\u0631\u0627\u06a9\u0646\u0634 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u062f\u0627\u062e\u0644\u06cc \u062f\u0631 \u0644\u06cc\u0633\u062a \u0628\u0632\u0631\u06af \u0628\u06cc\u0631\u0648\u0646\u06cc \u0627\u0633\u062a.  \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0645\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u067e\u0627\u0646\u062f\u0627 \u062f\u0627\u0631\u06cc\u0645.  \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0628\u0647 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0644\u06cc\u0633\u062a \u0647\u0627\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\">records = ()\n<span class=\"hljs-keyword\">for<\/span> i <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">7501<\/span>):\n    records.append((<span class=\"hljs-built_in\">str<\/span>(store_data.values(i,j)) <span class=\"hljs-keyword\">for<\/span> j <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">20<\/span>)))\n<\/code><\/pre>\n<h3 id=\"applyingapriori\"><span class=\"ez-toc-section\" id=\"%d8%a7%d8%b9%d9%85%d8%a7%d9%84_apriori\"><\/span>\u0627\u0639\u0645\u0627\u0644 Apriori<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0627\u0639\u0645\u0627\u0644 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori \u0627\u0633\u062a \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647  \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 <code>apriori<\/code> \u06a9\u0644\u0627\u0633\u06cc \u06a9\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 apyori \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<p>\u0627\u06cc\u0646 <code>apriori<\/code> \u06a9\u0644\u0627\u0633 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u06a9\u0631\u062f\u0646 \u0628\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.  \u0627\u0648\u0644\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0644\u06cc\u0633\u062a \u0644\u06cc\u0633\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0642\u0648\u0627\u0646\u06cc\u0646 \u0631\u0627 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f.  \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062f\u0648\u0645 \u0627\u0633\u062a <code>min_support<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631.  \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0648\u0627\u0631\u062f\u06cc \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0645\u0642\u062f\u0627\u0631 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0639\u062f\u060c <code>min_confidence<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0622\u0646 \u062f\u0633\u062a\u0647 \u0627\u0632 \u0642\u0648\u0627\u0646\u06cc\u0646\u06cc \u0631\u0627 \u0641\u06cc\u0644\u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0627\u0632 \u0622\u0633\u062a\u0627\u0646\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062f\u0627\u0631\u0646\u062f.  \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c <code>min_lift<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062d\u062f\u0627\u0642\u0644 \u0645\u0642\u062f\u0627\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0642\u0648\u0627\u0646\u06cc\u0646 \u0641\u0647\u0631\u0633\u062a \u0634\u062f\u0647 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c <code>min_length<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062d\u062f\u0627\u0642\u0644 \u062a\u0639\u062f\u0627\u062f \u0645\u0648\u0627\u0631\u062f\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u0642\u0648\u0627\u0646\u06cc\u0646 \u062e\u0648\u062f \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0642\u0648\u0627\u0646\u06cc\u0646\u06cc \u0631\u0627 \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u0645\u0648\u0627\u0631\u062f\u06cc \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0647 \u062d\u062f\u0627\u0642\u0644 5 \u0628\u0627\u0631 \u062f\u0631 \u0631\u0648\u0632 \u06cc\u0627 7\u00d75 = 35 \u0628\u0627\u0631 \u062f\u0631 \u06cc\u06a9 \u0647\u0641\u062a\u0647 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062f\u0648\u0631\u0647 \u0632\u0645\u0627\u0646\u06cc \u06cc\u06a9 \u0647\u0641\u062a\u0647\u200c\u0627\u06cc \u0627\u0633\u062a.  \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0622\u0646 \u0645\u0648\u0627\u0631\u062f \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0635\u0648\u0631\u062a 35\/7500 = 0.0045 \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0631\u062f.  \u062d\u062f\u0627\u0642\u0644 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0628\u0631\u0627\u06cc \u0642\u0648\u0627\u0646\u06cc\u0646 20\u066a \u06cc\u0627 0.2 \u0627\u0633\u062a.  \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u0645\u0642\u062f\u0627\u0631 lift \u0631\u0627 3 \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>min_length<\/code> 2 \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0645\u0627 \u062d\u062f\u0627\u0642\u0644 \u062f\u0648 \u0645\u062d\u0635\u0648\u0644 \u0631\u0627 \u062f\u0631 \u0642\u0648\u0627\u0646\u06cc\u0646 \u062e\u0648\u062f \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645.  \u0627\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0639\u0645\u062f\u062a\u0627\u064b \u0628\u0647\u200c\u0637\u0648\u0631 \u062f\u0644\u062e\u0648\u0627\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0628\u06cc\u0646\u06cc\u062f \u0686\u0647 \u062a\u0641\u0627\u0648\u062a\u06cc \u062f\u0631 \u0642\u0648\u0627\u0646\u06cc\u0646\u06cc \u06a9\u0647 \u062f\u0648\u0628\u0627\u0631\u0647 \u0628\u06cc\u0631\u0648\u0646 \u0645\u06cc\u200c\u0622\u0648\u0631\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p>\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\">association_rules = apriori(records, min_support=<span class=\"hljs-number\">0.0045<\/span>, min_confidence=<span class=\"hljs-number\">0.2<\/span>, min_lift=<span class=\"hljs-number\">3<\/span>, min_length=<span class=\"hljs-number\">2<\/span>)\nassociation_results = <span class=\"hljs-built_in\">list<\/span>(association_rules)\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0637 \u062f\u0648\u0645 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0627 \u0642\u0648\u0627\u0646\u06cc\u0646 \u06cc\u0627\u0641\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 the \u0631\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>apriori<\/code> \u06a9\u0644\u0627\u0633 \u0628\u0647 a <code>list<\/code> \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u062a\u0627\u06cc\u062c \u062f\u0631 \u0627\u06cc\u0646 \u0641\u0631\u0645 \u0622\u0633\u0627\u0646 \u062a\u0631 \u0627\u0633\u062a.<\/p>\n<h3 id=\"viewingtheresults\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b4%d8%a7%d9%87%d8%af%d9%87_%d9%86%d8%aa%d8%a7%db%8c%d8%ac\"><\/span>\u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u062a\u0627\u06cc\u062c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0628\u062a\u062f\u0627 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645 <code>apriori<\/code> \u06a9\u0644\u0627\u0633  \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-built_in\">print<\/span>(<span class=\"hljs-built_in\">len<\/span>(association_rules))\n<\/code><\/pre>\n<p>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0628\u0627\u06cc\u062f 48 \u0631\u0627 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f. \u0647\u0631 \u0645\u0648\u0631\u062f \u0628\u0627 \u06cc\u06a9 \u0642\u0627\u0646\u0648\u0646 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f print \u0627\u0648\u0644\u06cc\u0646 \u0645\u0648\u0631\u062f \u062f\u0631 <code>association_rules<\/code> \u0644\u06cc\u0633\u062a \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0642\u0627\u0646\u0648\u0646 \u0627\u0648\u0644 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f.  \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-built_in\">print<\/span>(association_rules(<span class=\"hljs-number\">0<\/span>))\n<\/code><\/pre>\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<pre><code class=\"hljs\">RelationRecord(items=frozenset({'light cream', 'chicken'}), support=0.004532728969470737, ordered_statistics(OrderedStatistic(items_base=frozenset({'light cream'}), items_add=frozenset({'chicken'}), confidence=0.29059829059829057, lift=4.84395061728395)))\n<\/code><\/pre>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u0645\u0648\u0631\u062f \u062f\u0631 \u0644\u06cc\u0633\u062a\u060c \u062e\u0648\u062f \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0633\u0647 \u0645\u0648\u0631\u062f \u0627\u0633\u062a.  \u0627\u0648\u0644\u06cc\u0646 \u0645\u0648\u0631\u062f \u0627\u0632 \u0644\u06cc\u0633\u062a \u0627\u0642\u0644\u0627\u0645 \u0645\u0648\u0627\u062f \u063a\u0630\u0627\u06cc\u06cc \u062f\u0631 \u0642\u0627\u0646\u0648\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u0627\u0632 \u0627\u0648\u0644\u06cc\u0646 \u0645\u0648\u0631\u062f\u060c \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u062e\u0627\u0645\u0647 \u0633\u0628\u06a9 \u0648 \u0645\u0631\u063a \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0627 \u0647\u0645 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f.  \u0627\u06cc\u0646 \u0645\u0646\u0637\u0642\u06cc \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0627\u0641\u0631\u0627\u062f\u06cc \u06a9\u0647 \u062e\u0627\u0645\u0647 \u0633\u0628\u06a9 \u0645\u06cc \u062e\u0631\u0646\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0646\u0686\u0647 \u0645\u06cc \u062e\u0648\u0631\u0646\u062f \u062f\u0642\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0647 \u0627\u062d\u062a\u0645\u0627\u0644 \u0632\u06cc\u0627\u062f \u0645\u0631\u063a \u06cc\u0639\u0646\u06cc \u06af\u0648\u0634\u062a \u0633\u0641\u06cc\u062f \u0631\u0627 \u0628\u0647 \u062c\u0627\u06cc \u06af\u0648\u0634\u062a \u0642\u0631\u0645\u0632 \u06cc\u0639\u0646\u06cc \u06af\u0648\u0634\u062a \u06af\u0627\u0648 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f.  \u06cc\u0627 \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0628\u0627\u0634\u062f \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u0632 \u062e\u0627\u0645\u0647 \u0633\u0628\u06a9 \u062f\u0631 \u062f\u0633\u062a\u0648\u0631 \u067e\u062e\u062a \u0645\u0631\u063a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0645\u0642\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0642\u0627\u0646\u0648\u0646 \u0627\u0648\u0644 0.0045 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0639\u062f\u062f \u0627\u0632 \u062a\u0642\u0633\u06cc\u0645 \u062a\u0639\u062f\u0627\u062f \u062a\u0631\u0627\u06a9\u0646\u0634 \u0647\u0627\u06cc \u062d\u0627\u0648\u06cc \u06a9\u0631\u0645 \u0631\u0648\u0634\u0646 \u0628\u0631 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0647\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0633\u0637\u062d \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u06cc\u0646 \u0642\u0627\u0646\u0648\u0646 0.2905 \u0627\u0633\u062a \u06a9\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0627\u0632 \u06a9\u0644 \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc \u06a9\u0647 \u062d\u0627\u0648\u06cc \u062e\u0627\u0645\u0647 \u0633\u0628\u06a9 \u0647\u0633\u062a\u0646\u062f\u060c 29.05 \u062f\u0631\u0635\u062f \u0627\u0632 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0647\u0627 \u0646\u06cc\u0632 \u0634\u0627\u0645\u0644 \u0645\u0631\u063a \u0627\u0633\u062a.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0628\u0627\u0644\u0627\u0628\u0631 4.84 \u0628\u0647 \u0645\u0627 \u0645\u06cc \u06af\u0648\u06cc\u062f \u06a9\u0647 \u0627\u062d\u062a\u0645\u0627\u0644 \u062e\u0631\u06cc\u062f \u0645\u0631\u063a \u062a\u0648\u0633\u0637 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646\u06cc \u06a9\u0647 \u062e\u0627\u0645\u0647 \u0633\u0628\u06a9 \u0645\u06cc \u062e\u0631\u0646\u062f \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0627\u062d\u062a\u0645\u0627\u0644 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0641\u0631\u0648\u0634 \u0645\u0631\u063a\u060c 4.84 \u0628\u0631\u0627\u0628\u0631 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0642\u0627\u0639\u062f\u0647\u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc\u060c \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0642\u0627\u0646\u0648\u0646 \u0628\u0647 \u0631\u0648\u0634\u06cc \u0648\u0627\u0636\u062d\u200c\u062a\u0631 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">for<\/span> item <span class=\"hljs-keyword\">in<\/span> association_rules:\n\n    \n    \n    pair = item(<span class=\"hljs-number\">0<\/span>) \n    items = (x <span class=\"hljs-keyword\">for<\/span> x <span class=\"hljs-keyword\">in<\/span> pair)\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Rule: \"<\/span> + items(<span class=\"hljs-number\">0<\/span>) + <span class=\"hljs-string\">\" -&gt; \"<\/span> + items(<span class=\"hljs-number\">1<\/span>))\n\n    \n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Support: \"<\/span> + <span class=\"hljs-built_in\">str<\/span>(item(<span class=\"hljs-number\">1<\/span>)))\n\n    \n    \n\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Confidence: \"<\/span> + <span class=\"hljs-built_in\">str<\/span>(item(<span class=\"hljs-number\">2<\/span>)(<span class=\"hljs-number\">0<\/span>)(<span class=\"hljs-number\">2<\/span>)))\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Lift: \"<\/span> + <span class=\"hljs-built_in\">str<\/span>(item(<span class=\"hljs-number\">2<\/span>)(<span class=\"hljs-number\">0<\/span>)(<span class=\"hljs-number\">3<\/span>)))\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"=====================================\"<\/span>)\n<\/code><\/pre>\n<p>\u0627\u06af\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f\u060c \u062a\u0645\u0627\u0645 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 the \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f <code>apriori<\/code> \u06a9\u0644\u0627\u0633  \u0686\u0647\u0627\u0631 \u0642\u0627\u0646\u0648\u0646 \u0627\u0648\u0644 \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 <code>apriori<\/code> \u06a9\u0644\u0627\u0633 \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">Rule: light cream -&gt; chicken\nSupport: 0.004532728969470737\nConfidence: 0.29059829059829057\nLift: 4.84395061728395\n=====================================\nRule: mushroom cream sauce -&gt; escalope\nSupport: 0.005732568990801126\nConfidence: 0.3006993006993007\nLift: 3.790832696715049\n=====================================\nRule: escalope -&gt; pasta\nSupport: 0.005865884548726837\nConfidence: 0.3728813559322034\nLift: 4.700811850163794\n=====================================\nRule: ground beef -&gt; herb &amp; pepper\nSupport: 0.015997866951073192\nConfidence: 0.3234501347708895\nLift: 3.2919938411349285\n=====================================\n<\/code><\/pre>\n<p>\u0645\u0627 \u0642\u0628\u0644\u0627\u064b \u062f\u0631 \u0645\u0648\u0631\u062f \u0642\u0627\u0646\u0648\u0646 \u0627\u0648\u0644 \u0628\u062d\u062b \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.  \u062d\u0627\u0644 \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u0642\u0627\u0646\u0648\u0646 \u062f\u0648\u0645 \u0628\u062d\u062b \u06a9\u0646\u06cc\u0645.  \u0642\u0627\u0646\u0648\u0646 \u062f\u0648\u0645 \u0645\u06cc \u06af\u0648\u06cc\u062f \u06a9\u0647 \u0633\u0633 \u06a9\u0631\u0645 \u0642\u0627\u0631\u0686 \u0648 \u0627\u0633\u06a9\u0627\u0644\u0648\u067e \u0627\u063a\u0644\u0628 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f.  \u0633\u0627\u067e\u0648\u0631\u062a \u0633\u0633 \u062e\u0627\u0645\u0647 \u0642\u0627\u0631\u0686 0.0057 \u0627\u0633\u062a.  \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0642\u0627\u0646\u0648\u0646 0.3006 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u06a9\u0644 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0647\u0627\u06cc \u062d\u0627\u0648\u06cc \u0642\u0627\u0631\u0686\u060c 30.06\u066a \u0627\u0632 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0647\u0627 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u062d\u0627\u0648\u06cc \u0627\u0633\u06a9\u0627\u0644\u0648\u067e \u0646\u06cc\u0632 \u0647\u0633\u062a\u0646\u062f.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0627\u0641\u0632\u0627\u06cc\u0634 3.79 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0627\u062d\u062a\u0645\u0627\u0644 \u062e\u0631\u06cc\u062f \u0627\u0633\u06a9\u0627\u0644\u0648\u067e \u062a\u0648\u0633\u0637 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646\u06cc \u06a9\u0647 \u0633\u0633 \u062e\u0627\u0645\u0647 \u0642\u0627\u0631\u0686 \u0645\u06cc \u062e\u0631\u0646\u062f\u060c \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0641\u0631\u0648\u0634 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0622\u0646\u060c 3.79 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0633\u062a.<\/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>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0642\u0627\u0646\u0648\u0646 \u0627\u0646\u062c\u0645\u0646 \u0645\u0627\u0646\u0646\u062f Apriori \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0627\u0631\u062a\u0628\u0627\u0637 \u0633\u0627\u062f\u0647 \u0628\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0647\u0633\u062a\u0646\u062f.  \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0622\u0646\u0647\u0627 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0648\u0636\u06cc\u062d \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u0646\u062f.  \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062a\u0631\u060c \u0645\u0627\u0646\u0646\u062f \u0645\u0648\u0627\u0631\u062f\u06cc \u06a9\u0647 \u062a\u0648\u0633\u0637 \u06af\u0648\u06af\u0644 \u06cc\u0627 \u0622\u0645\u0627\u0632\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0631\u060c \u0645\u0627\u0646\u0646\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Recommender_system\">\u0633\u06cc\u0633\u062a\u0645 \u062a\u0648\u0635\u06cc\u0647\u06af\u0631<\/a>\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u06cc\u06a9 \u0631\u0627\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u062a\u062f\u0627\u0639\u06cc \u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0627\u0633\u062a\u060c \u0627\u06af\u0631 \u0627\u06cc\u0646 \u0647\u0645\u0647 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0645\u0627 \u0628\u0627\u0634\u062f.<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-27 16:09:09<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;16592&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\u062e\u0631\u0627\u062c \u0642\u0648\u0627\u0646\u06cc\u0646 \u0627\u0646\u062c\u0645\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Apriori \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\"> 9<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u06a9\u0627\u0648\u06cc \u0642\u0648\u0627\u0639\u062f \u0627\u0646\u062c\u0645\u0646 \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0628\u0631\u0627\u06cc 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":16593,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-16592","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16592","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=16592"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16592\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/16593"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=16592"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=16592"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=16592"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}