{"id":731,"date":"2026-05-15T16:54:24","date_gmt":"2026-05-15T16:54:24","guid":{"rendered":"https:\/\/adilraseed.com\/hindi\/?p=731"},"modified":"2026-05-16T09:59:18","modified_gmt":"2026-05-16T09:59:18","slug":"non-linear-seo-seasonality-model-kaise-karen","status":"publish","type":"post","link":"https:\/\/adilraseed.com\/hindi\/non-linear-seo-seasonality-model-kaise-karen\/","title":{"rendered":"\u092a\u0948\u0917\u0902\u092c\u0930 \u0915\u0947 \u0938\u093e\u0925 \u0917\u0948\u0930-\u0930\u0947\u0916\u0940\u092f \u090f\u0938\u0908\u0913 \u092e\u094c\u0938\u092e\u0940 \u092e\u0949\u0921\u0932 \u0915\u0948\u0938\u0947 \u0915\u0930\u0947\u0902"},"content":{"rendered":"<p>\u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928\u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u093e \u0905\u0930\u094d\u0925 \u0910\u0924\u093f\u0939\u093e\u0938\u093f\u0915 \u0921\u0947\u091f\u093e \u0938\u0947 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 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\u0938\u0941\u0917\u092e \u0915\u0930\u0928\u093e<\/td>\n<td>\u092d\u093e\u0930\u093f\u0924 \u0914\u0938\u0924 \u0932\u093e\u0917\u0942 \u0939\u094b\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0902 \u0939\u093e\u0932 \u0915\u0947 \u0921\u0947\u091f\u093e \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u0915\u093e \u092a\u0941\u0930\u093e\u0928\u0947 \u0921\u0947\u091f\u093e \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u092a\u094d\u0930\u092d\u093e\u0935 \u0939\u094b\u0924\u093e \u0939\u0948\u0964 \u0905\u0932\u094d\u092a\u0915\u093e\u0932\u093f\u0915 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u094b\u0902 \u0915\u094b \u0905\u092a\u0928\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/td>\n<td>\u091c\u092c \u0939\u093e\u0932\u093f\u092f\u093e \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u092a\u0930\u093f\u0923\u093e\u092e\u094b\u0902 \u0915\u093e \u0905\u0927\u093f\u0915 \u0938\u0902\u0915\u0947\u0924 \u0926\u0947\u0924\u093e \u0939\u0948, \u091c\u0948\u0938\u0947 \u0938\u093e\u0907\u091f \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928, \u092e\u093e\u0907\u0917\u094d\u0930\u0947\u0936\u0928 \u092f\u093e \u0938\u093e\u092e\u0917\u094d\u0930\u0940 \u0905\u092a\u0921\u0947\u091f \u0915\u0947 \u092c\u093e\u0926\u0964 \u0905\u0932\u094d\u092a\u0915\u093e\u0932\u093f\u0915 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0940.<\/td>\n<td>\u091c\u092c \u0926\u0940\u0930\u094d\u0918\u0915\u093e\u0932\u093f\u0915 \u0930\u0941\u091d\u093e\u0928 \u0939\u093e\u0932 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u092e\u093e\u092f\u0928\u0947 \u0930\u0916\u0924\u0947 \u0939\u0948\u0902, \u092f\u093e \u091c\u092c \u0924\u0940\u0935\u094d\u0930 \u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u093e\u0902 \u0939\u093e\u0932 \u0915\u0947 \u092d\u093e\u0930 \u0915\u094b \u0935\u093f\u0915\u0943\u0924 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u0938\u0930\u0932 \u091a\u0932\u0924\u0940 \u0914\u0938\u0924 (\u090f\u0938\u090f\u092e\u090f)<\/td>\n<td>\u0936\u094b\u0930 \u0915\u094b \u0938\u0941\u091a\u093e\u0930\u0942 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 \u0930\u0941\u091d\u093e\u0928\u094b\u0902 \u0915\u094b \u0909\u091c\u093e\u0917\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0935\u093f\u0902\u0921\u094b \u092a\u0930 \u092e\u0942\u0932\u094d\u092f\u094b\u0902 \u0915\u093e \u0914\u0938\u0924\u0964<\/td>\n<td>\u091c\u092c \u0906\u092a\u0915\u094b \u0921\u0947\u091f\u093e \u0926\u093f\u0936\u093e \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b, \u091c\u0948\u0938\u0947 \u0915\u093f \u0930\u093f\u092a\u094b\u0930\u094d\u091f\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0926\u0948\u0928\u093f\u0915 \u091f\u094d\u0930\u0948\u092b\u093c\u093f\u0915 \u0915\u094b \u0938\u0941\u091a\u093e\u0930\u0942 \u0915\u0930\u0928\u093e\u0964<\/td>\n<td>\u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u093f\u092f\u093e\u0901 \u090f\u0915\u0924\u094d\u0930\u093f\u0924 \u0910\u0924\u093f\u0939\u093e\u0938\u093f\u0915 \u0914\u0938\u0924 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902 \u0914\u0930 \u0928\u093f\u0930\u094d\u0923\u093e\u092f\u0915 \u092e\u094b\u0921\u093c \u0938\u0947 \u091a\u0942\u0915 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<p>\u0906\u091c \u0915\u093e \u090f\u0906\u0908 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u092a\u0930 \u092a\u0941\u0928\u0930\u094d\u0935\u093f\u091a\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u091c\u092c\u0942\u0930 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u0916\u094b\u091c \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0905\u0938\u094d\u0925\u093f\u0930 \u0914\u0930 \u0938\u0902\u092d\u093e\u0935\u094d\u092f \u092a\u0930\u093f\u0923\u093e\u092e\u094b\u0902 \u0915\u0940 \u0913\u0930 \u092c\u0922\u093c\u0924\u0940 \u0939\u0948\u0964 \u0926\u0942\u0938\u0930\u0947 \u0936\u092c\u094d\u0926\u094b\u0902 \u092e\u0947\u0902, \u0906\u091c, \u092a\u094d\u0930\u092f\u093e\u0938 \u092e\u0947\u0902 10% \u0915\u0940 \u0935\u0943\u0926\u094d\u0927\u093f \u091f\u094d\u0930\u0948\u092b\u093c\u093f\u0915 \u092e\u0947\u0902 \u0906\u0928\u0941\u092a\u093e\u0924\u093f\u0915 10% \u0915\u0940 \u0935\u0943\u0926\u094d\u0927\u093f \u092e\u0947\u0902 \u0924\u092c\u094d\u0926\u0940\u0932 \u0928\u0939\u0940\u0902 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/p>\n<p>\u0915\u0908 \u0938\u0902\u0930\u091a\u0928\u093e\u0924\u094d\u092e\u0915 \u0915\u093e\u0930\u0915 \u0915\u093e\u092e \u0915\u0930 \u0930\u0939\u0947 \u0939\u0948\u0902:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>\u0932\u0902\u092c\u0940-\u092a\u0942\u0902\u091b \u092f\u093e\u0924\u093e\u092f\u093e\u0924 \u0935\u093f\u0924\u0930\u0923:<\/strong>\u092a\u0943\u0937\u094d\u0920\u094b\u0902 \u0915\u0940 \u090f\u0915 \u091b\u094b\u091f\u0940 \u0938\u0902\u0916\u094d\u092f\u093e \u0906\u092e \u0924\u094c\u0930 \u092a\u0930 \u0905\u0927\u093f\u0915\u093e\u0902\u0936 \u091f\u094d\u0930\u0948\u092b\u093c\u093f\u0915 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948, \u091c\u092c\u0915\u093f \u0905\u0927\u093f\u0915\u093e\u0902\u0936 \u092a\u0943\u0937\u094d\u0920 \u092c\u0939\u0941\u0924 \u0915\u092e \u092f\u094b\u0917\u0926\u093e\u0928 \u0926\u0947\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n<li><strong>\u092c\u093e\u0907\u0928\u0930\u0940 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0935\u094d\u092f\u0935\u0939\u093e\u0930:<\/strong>\u0915\u0908 \u092e\u0941\u0916\u094d\u092f \u090f\u0938\u0908\u0913 \u092e\u0947\u091f\u094d\u0930\u093f\u0915\u094d\u0938, \u091c\u0948\u0938\u0947 \u0938\u0940\u091f\u0940\u0906\u0930, \u0939\u093e\u0902\/\u0928\u0939\u0940\u0902 \u0907\u0902\u091f\u0930\u0948\u0915\u094d\u0936\u0928 (\u0915\u094d\u0932\u093f\u0915 \u092c\u0928\u093e\u092e \u0928\u094b \u0915\u094d\u0932\u093f\u0915) \u0938\u0947 \u092a\u094d\u0930\u0947\u0930\u093f\u0924 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902 \u091c\u094b \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u0930\u0942\u092a \u0938\u0947 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\u092c\u0922\u093c \u091c\u093e\u0924\u0940 \u0939\u0948\u0964<\/li>\n<\/ul>\n<p>\u0905\u0917\u0930 \u0906\u092a\u0915\u094b \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0932\u0917\u093e\u0928\u093e \u0939\u0948 \u0924\u094b \u0920\u0940\u0915 \u0938\u0947 \u0915\u0930\u094b. \u092c\u0947\u0938\u0932\u093e\u0907\u0928 \u092e\u0949\u0921\u0932 \u0915\u0940 \u0905\u092d\u0940 \u092d\u0940 \u092d\u0942\u092e\u093f\u0915\u093e \u0939\u0948:<\/p>\n<ul class=\"wp-block-list\">\n<li>\u0926\u093f\u0936\u093e\u0924\u094d\u092e\u0915 \u0930\u0941\u091d\u093e\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0930\u0948\u0916\u093f\u0915 \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928\u0964<\/li>\n<li>\u0905\u0932\u094d\u092a\u0915\u093e\u0932\u093f\u0915 \u0938\u092e\u093e\u092f\u094b\u091c\u0928 \u0915\u0947 \u0932\u093f\u090f \u0918\u093e\u0924\u0940\u092f \u0938\u094d\u092e\u0942\u0925\u093f\u0902\u0917\u0964<\/li>\n<li>\u0936\u094b\u0930 \u092e\u0947\u0902 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\u0926\u0942\u0930 \u0928\u0939\u0940\u0902 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u090f\u0932\u090f\u0932\u090f\u092e \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u092e\u0947\u0902 \u0938\u0939\u093e\u092f\u0924\u093e \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u092e\u0947\u0902 \u0924\u0947\u091c\u0940 \u0932\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u092f\u0939\u093e\u0902 \u0924\u0915 \u200b\u200b\u0915\u093f \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u094b \u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092d\u0940 \u092e\u0926\u0926 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0932\u0947\u0915\u093f\u0928 \u0935\u0947 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u094b \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u0947, \u0915\u093e\u0930\u094d\u092f\u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u0915\u093e \u091a\u092f\u0928 \u0915\u0930\u0928\u0947 \u0914\u0930 \u092a\u0930\u093f\u0923\u093e\u092e\u094b\u0902 \u0915\u094b \u092e\u093e\u0928\u094d\u092f \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u090f\u0915 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0915 \u0915\u0940 \u092d\u0942\u092e\u093f\u0915\u093e \u0915\u094b \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0928\u0939\u0940\u0902 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<h2 id=\"h-how-to-do-an-seo-forecast-that-accounts-for-seasonal-effects\" class=\"wp-block-heading\">\u092e\u094c\u0938\u092e\u0940 \u092a\u094d\u0930\u092d\u093e\u0935\u094b\u0902 \u0915\u094b \u0927\u094d\u092f\u093e\u0928 \u092e\u0947\u0902 \u0930\u0916\u0924\u0947 \u0939\u0941\u090f \u090f\u0938\u0908\u0913 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0915\u0948\u0938\u0947 \u0932\u0917\u093e\u090f\u0902<\/h2>\n<p>\u0938\u0939\u0940 \u092a\u094d\u0930\u0936\u094d\u0928 \u092a\u0942\u091b\u0928\u093e \u0905\u0915\u094d\u0938\u0930 \u0915\u093f\u0938\u0940 \u092d\u0940 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u093e \u0938\u092c\u0938\u0947 \u0915\u0920\u093f\u0928 \u0939\u093f\u0938\u094d\u0938\u093e \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u090f\u0938\u0908\u0913 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0905\u0915\u094d\u0938\u0930 \u0909\u0926\u094d\u092f\u092e \u0939\u093f\u0924\u0927\u093e\u0930\u0915\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u0905\u0928\u0941\u0930\u094b\u0927 \u0915\u093f\u090f \u091c\u093e\u0924\u0947 \u0939\u0948\u0902 \u092f\u093e \u0928\u0908 \u0935\u094d\u092f\u093e\u0935\u0938\u093e\u092f\u093f\u0915 \u092a\u093f\u091a\u094b\u0902 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u090f\u091c\u0947\u0902\u0938\u093f\u092f\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u0906\u0917\u0947 \u092c\u0922\u093c\u093e\u090f \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u0906\u092e \u0924\u094c\u0930 \u092a\u0930 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0915\u094b \u0905\u0927\u093f\u0915 \u0938\u0930\u0932 \u092c\u0928\u093e\u0924\u093e \u0939\u0948 \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u0936\u094b\u0927 \u092a\u094d\u0930\u0936\u094d\u0928 \u092a\u0939\u0932\u0947 \u0938\u0947 \u0939\u0940 \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u0915\u093f\u0938\u0940 \u092d\u0940 \u0924\u0930\u0939 \u0938\u0947, \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u093e \u0935\u093f\u0937\u092f \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0916\u094b\u091c \u0938\u0902\u0915\u0947\u0924\u0915\u094b\u0902 \u092e\u0947\u0902 \u0938\u0947 \u090f\u0915 \u0939\u094b\u0924\u093e \u0939\u0948:<\/p>\n<ul class=\"wp-block-list\">\n<li>\u0915\u094d\u0932\u093f\u0915 (\u0916\u094b\u091c \u092e\u093e\u0902\u0917)\u0964<\/li>\n<li>\u0907\u0902\u092a\u094d\u0930\u0947\u0936\u0928 (\u0916\u094b\u091c \u0926\u0943\u0936\u094d\u092f\u0924\u093e)\u0964<\/li>\n<li>\u0930\u0948\u0902\u0915\u093f\u0902\u0917 (\u0938\u094d\u0925\u093f\u0924\u093f \u0935\u093f\u0924\u0930\u0923)\u0964<\/li>\n<li>\u0938\u0940\u091f\u0940\u0906\u0930 (\u090f\u0938\u0908\u0906\u0930\u092a\u0940 \u0935\u094d\u092f\u0935\u0939\u093e\u0930)\u0964<\/li>\n<\/ul>\n<p>\u0907\u0938 \u0932\u0947\u0916 \u0915\u0947 \u0932\u093f\u090f, \u0939\u092e \u092e\u094c\u0938\u092e\u0940 \u092e\u093e\u0902\u0917 \u0938\u0947 \u092a\u094d\u0930\u092d\u093e\u0935\u093f\u0924 \u090f\u0915 \u0915\u093e\u0932\u094d\u092a\u0928\u093f\u0915 \u0935\u0947\u092c\u0938\u093e\u0907\u091f \u0915\u0947 \u0932\u093f\u090f \u0938\u093f\u0902\u0925\u0947\u091f\u093f\u0915 \u0915\u094d\u0932\u093f\u0915 \u0915\u093e \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0932\u0917\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u093e\u092f\u0925\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0947\u0902\u0917\u0947\u0964<\/p>\n<h3 id=\"h-retrieving-and-preprocessing-seasonal-fluctuations\" class=\"wp-block-heading\">\u092e\u094c\u0938\u092e\u0940 \u0909\u0924\u093e\u0930-\u091a\u0922\u093c\u093e\u0935 \u0915\u094b \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u093e \u0914\u0930 \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u0930\u0928\u093e<\/h3>\n<p>\u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u0926\u093e\u092f\u0930\u0947 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930, \u090f\u092a\u0940\u0906\u0908 \u092f\u093e Google BigQuery \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 Google \u0916\u094b\u091c \u0915\u0902\u0938\u094b\u0932 \u0938\u0947 \u0910\u0924\u093f\u0939\u093e\u0938\u093f\u0915 \u0921\u0947\u091f\u093e \u090f\u0915\u0924\u094d\u0930 \u0915\u0930\u0947\u0902\u0964<\/p>\n<p>\u091c\u092c\u0915\u093f \u0935\u094d\u092f\u093e\u092a\u0915 \u0910\u0924\u093f\u0939\u093e\u0938\u093f\u0915 \u0915\u0935\u0930\u0947\u091c \u0935\u093e\u0932\u093e \u092c\u0921\u093c\u093e \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0924\u0915\u0928\u0940\u0915\u0940 \u0930\u0942\u092a \u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u0939\u0948, \u092f\u0939 SEO \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f BigQuery \u092e\u0947\u0902 \u0915\u094d\u0935\u0947\u0930\u0940 \u0932\u093e\u0917\u0924 \u0915\u094b \u0909\u091a\u093f\u0924 \u0928\u0939\u0940\u0902 \u0920\u0939\u0930\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u0932\u093e\u0917\u0924, \u0938\u0902\u0938\u093e\u0927\u0928, \u0938\u092e\u092f \u0914\u0930 \u0921\u0947\u091f\u093e \u0928\u092e\u0942\u0928\u0947 \u0915\u0947 \u092c\u0940\u091a \u0924\u093e\u0932\u092e\u0947\u0932 \u0915\u093e \u0938\u093e\u0935\u0927\u093e\u0928\u0940\u092a\u0942\u0930\u094d\u0935\u0915 \u0906\u0915\u0932\u0928 \u0915\u0930\u0947\u0902\u0964 \u0906\u092a \u092a\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f \u091c\u093f\u0924\u0928\u093e \u0938\u0902\u092d\u0935 \u0939\u094b \u0909\u0924\u0928\u093e \u0910\u0924\u093f\u0939\u093e\u0938\u093f\u0915 \u0921\u0947\u091f\u093e \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u092a\u0940\u0906\u0908 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u093e (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u0936\u0940\u091f\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u094d\u091a \u090f\u0928\u093e\u0932\u093f\u091f\u093f\u0915\u094d\u0938 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947) \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>Google Colab \u0928\u094b\u091f\u092c\u0941\u0915 \u0938\u0947\u091f \u0915\u0930\u0947\u0902, \u0906\u0935\u0936\u094d\u092f\u0915 \u0928\u093f\u0930\u094d\u092d\u0930\u0924\u093e\u090f\u0901 \u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0915\u0930\u0947\u0902, \u0905\u092a\u0928\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u094b \u0926\u093f\u0928\u093e\u0902\u0915 \u0914\u0930 \u0915\u094d\u0932\u093f\u0915 \u0915\u0947 \u0938\u093e\u0925 \u0915\u0949\u0932\u092e \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0932\u094b\u0921 \u0915\u0930\u0947\u0902, \u0914\u0930 \u0926\u093f\u0928\u093e\u0902\u0915 \u0915\u0949\u0932\u092e \u0915\u094b \u0921\u0947\u091f\u093e\u091f\u093e\u0907\u092e \u0907\u0902\u0921\u0947\u0915\u094d\u0938 \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u093f\u0924 \u0915\u0930\u0947\u0902\u0964<\/p>\n<p>\u0924\u093f\u0925\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u090f\u0915\u0930\u0942\u092a\u0924\u093e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0926\u0948\u0928\u093f\u0915 \u0906\u0935\u0943\u0924\u094d\u0924\u093f \u0932\u093e\u0917\u0942 \u0915\u0930\u0947\u0902, \u0914\u0930 \u0907\u0902\u091f\u0930\u092a\u094b\u0932\u0947\u0936\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0915\u093f\u0938\u0940 \u092d\u0940 \u0932\u093e\u092a\u0924\u093e \u0921\u0947\u091f\u093e \u0905\u0902\u0924\u0930\u093e\u0932 \u0915\u094b \u0924\u0941\u0930\u0902\u0924 \u092d\u0930\u0947\u0902\u0964<\/p>\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<tbody>\n<tr>\n<td><code><code>#\u0926\u093f\u0928\u093e\u0902\u0915 \u0905\u0930\u094d\u0925\u093e\u0924<br \/>\n!\u092a\u093f\u092a \u092a\u094d\u0932\u0949\u091f\u0932\u0940 \u0907\u0902\u0938\u094d\u091f\u0949\u0932 \u0915\u0930\u0947\u0902<br \/>\n\u092a\u094d\u0932\u0949\u091f\u0932\u0940.\u0917\u094d\u0930\u093e\u092b_\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u0915\u094b \u091a\u0932\u0924\u0947-\u092b\u093f\u0930\u0924\u0947 \u0906\u092f\u093e\u0924 \u0915\u0930\u0947\u0902<br \/>\n\u092a\u094d\u0932\u0949\u091f\u0932\u0940.\u090f\u0915\u094d\u0938\u092a\u094d\u0930\u0947\u0938 \u0915\u094b \u092a\u0940\u090f\u0915\u094d\u0938 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0906\u092f\u093e\u0924 \u0915\u0930\u0947\u0902<br \/>\nmatplotlib.pyplot \u0915\u094b plt \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0906\u092f\u093e\u0924 \u0915\u0930\u0947\u0902<br \/>\nmatplotlib.pyplot \u0915\u094b pyplot \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0906\u092f\u093e\u0924 \u0915\u0930\u0947\u0902<br \/>\n\u0938\u0940\u092c\u0949\u0930\u094d\u0928 \u0915\u094b \u090f\u0938\u090f\u0928\u090f\u0938 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0906\u092f\u093e\u0924 \u0915\u0930\u0947\u0902<br \/>\nscipy.stats \u0938\u0947 \u092c\u0949\u0915\u094d\u0938\u0915\u0949\u0915\u094d\u0938 \u0906\u092f\u093e\u0924 \u0915\u0930\u0947\u0902<\/code><\/code>#\u0935\u093f\u0938\u0902\u0917\u0924\u093f \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e<br \/>\nstatsmodels.tsa.stattools \u0938\u0947 \u090f\u0921\u092b\u0941\u0932\u0930 \u0906\u092f\u093e\u0924 \u0915\u0930\u0947\u0902<br \/>\nstatsmodels.tsa.seasonal \u0906\u092f\u093e\u0924 \u090f\u0938\u091f\u0940\u090f\u0932 \u0938\u0947<\/p>\n<p><code><code><\/code><\/code>#\u091f\u093e\u0907\u092e\u0938\u0940\u0930\u0940\u091c\u093c \u0905\u092a\u0918\u091f\u0928<br \/>\nstatsmodels.tsa.seasonal \u0906\u092f\u093e\u0924seasonal_decompose \u0938\u0947<br \/>\nstatsmodels.graphics.tsaplots \u0938\u0947 \u092a\u094d\u0932\u0949\u091f_acf, \u092a\u094d\u0932\u0949\u091f_pacf \u0906\u092f\u093e\u0924 \u0915\u0930\u0947\u0902<\/p>\n<p><code><code><\/code><\/code>#\u0921\u0947\u091f\u093e \u0939\u0947\u0930\u092b\u0947\u0930<br \/>\n\u092a\u093e\u0902\u0921\u093e \u0915\u094b \u092a\u0940\u0921\u0940 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0906\u092f\u093e\u0924 \u0915\u0930\u0947\u0902<br \/>\n\u090f\u0928\u092a\u0940 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0938\u0941\u0928\u094d\u0928 \u0906\u092f\u093e\u0924 \u0915\u0930\u0947\u0902<\/p>\n<p><code><code><\/code><\/code>#\u0938\u092e\u092f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u092a\u094d\u0932\u0949\u091f\u093f\u0902\u0917<br \/>\n\u092a\u0948\u0917\u0902\u092c\u0930 \u0906\u092f\u093e\u0924 \u092a\u0948\u0917\u0902\u092c\u0930 \u0938\u0947<br \/>\nstatsmodels.tsa.statespace.sarimax \u0938\u0947 SARIMAX \u0906\u092f\u093e\u0924 \u0915\u0930\u0947\u0902<br \/>\nsklearn.metrics \u0938\u0947 \u092e\u093e\u0927\u094d\u092f_\u0928\u093f\u0930\u092a\u0947\u0915\u094d\u0937_\u0924\u094d\u0930\u0941\u091f\u093f, \u092e\u093e\u0927\u094d\u092f_\u0935\u0930\u094d\u0917_\u0924\u094d\u0930\u0941\u091f\u093f \u0906\u092f\u093e\u0924 \u0915\u0930\u0947\u0902<\/p>\n<p><code><code><\/code><\/code>\u0921\u0940\u090f\u092b = pd.read_excel(&#8216;\/content\/input.xlsx&#8217;)<br \/>\ndf.\u0915\u0949\u0932\u092e = \u092e\u093e\u0928\u091a\u093f\u0924\u094d\u0930(str.\u0928\u093f\u091a\u0932\u093e, df.\u0915\u0949\u0932\u092e)<\/p>\n<p><code><code><\/code><\/code>df[&#8216;\u0926\u093f\u0928\u093e\u0902\u0915&#8217;] = pd.to_datetime(df[&#8216;\u0926\u093f\u0928\u093e\u0902\u0915&#8217;])<br \/>\n\u0921\u0940\u090f\u092b = df.sort_values(&#8216;\u0926\u093f\u0928\u093e\u0902\u0915&#8217;)<\/p>\n<p><code><code><\/code><\/code># \u0907\u0902\u0921\u0947\u0915\u094d\u0938 \u0938\u0947\u091f \u0915\u0930\u0947\u0902<br \/>\ndf.set_index(&#8216;\u0926\u093f\u0928\u093e\u0902\u0915&#8217;, inplace=True)<\/p>\n<p><code><code><\/code><\/code># \u0926\u0948\u0928\u093f\u0915 \u0906\u0935\u0943\u0924\u094d\u0924\u093f \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0947\u0902 (\u0935\u093f\u0918\u091f\u0928 \u0915\u0947 \u0932\u093f\u090f \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923)<br \/>\ndf = df.asfreq(&#8216;D&#8217;)<\/p>\n<p><code><code><\/code><\/code># \u0917\u0941\u092e \u092e\u093e\u0928\u094b\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0947\u0902<br \/>\ndf[&#8216;\u0915\u094d\u0932\u093f\u0915&#8217;] = df[&#8216;\u0915\u094d\u0932\u093f\u0915&#8217;].interpolate()<br \/>\n\u0921\u0940\u090f\u092b.\u0939\u0947\u0921()<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-477580\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/05\/Raw-clicks-line-for-all-available-date.png\" alt=\"Raw clicks line for all available date\u00a0\" width=\"1369\" height=\"417\" \/><figcaption class=\"wp-element-caption\"><em>\u0938\u092d\u0940 \u0909\u092a\u0932\u092c\u094d\u0927 \u0924\u093f\u0925\u093f\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0930\u0949 \u0915\u094d\u0932\u093f\u0915 \u0932\u093e\u0907\u0928\u00a0<\/em><\/figcaption><\/figure>\n<\/div>\n<p>\u0915\u094d\u092f\u093e \u092f\u0939 \u090f\u0915 \u0930\u0948\u0916\u093f\u0915 \u0935\u093f\u0924\u0930\u0923 \u091c\u0948\u0938\u093e \u0926\u093f\u0916\u0924\u093e \u0939\u0948, \u092f\u093e \u0915\u094d\u092f\u093e \u0906\u092a \u092a\u0939\u0932\u0947 \u0938\u0947 \u0939\u0940 \u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u093e\u0901 \u0926\u0947\u0916 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902?<\/p>\n<p>\u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0940\u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092e\u0947\u0902 \u0906\u092a\u0915\u0947 \u0905\u0917\u0932\u0947 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u092a\u0930 \u0906\u0909\u091f\u0932\u0947\u0930\u094d\u0938 \u0915\u0947 \u092a\u094d\u0930\u092d\u093e\u0935 \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0906\u092a\u0915\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u094b \u092e\u093e\u0928\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u093e \u0914\u0930 \u0938\u093e\u092b\u093c \u0915\u0930\u0928\u093e \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0964 \u0907\u0938 \u0915\u0926\u092e \u0915\u094b \u0905\u0915\u094d\u0938\u0930 \u0928\u091c\u0930\u0905\u0902\u0926\u093e\u091c \u0915\u0930 \u0926\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u092b\u093f\u0930 \u092d\u0940 \u092e\u0949\u0921\u0932 \u0915\u0940 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f\u0924\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0947 \u0932\u093f\u090f \u092f\u0939 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0964<\/p>\n<p>\u0907\u0938\u0947 \u0938\u093e\u092c\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0939\u092e\u0947\u0902 \u0938\u094d\u0925\u093f\u0930\u0924\u093e \u0915\u093e \u0906\u0915\u0932\u0928 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948, \u092f\u093e\u0928\u0940, \u0915\u094d\u092f\u093e \u0915\u0947\u0902\u0926\u094d\u0930\u0940\u092f \u092a\u094d\u0930\u0935\u0943\u0924\u094d\u0924\u093f \u0915\u0947 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u0909\u092a\u093e\u092f, \u0905\u0930\u094d\u0925\u093e\u0924\u094d \u092e\u093e\u0927\u094d\u092f \u0914\u0930 \u0935\u093f\u091a\u0930\u0923, \u0938\u092e\u092f \u0915\u0947 \u0938\u093e\u0925 \u0938\u094d\u0925\u093f\u0930 \u0930\u0939\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<tbody>\n<tr>\n<td><code>\u092a\u0930\u093f\u0923\u093e\u092e = \u090f\u0921\u092b\u0941\u0932\u0930(df['\u0915\u094d\u0932\u093f\u0915'].dropna())<br \/>\n\u092a\u094d\u0930\u093f\u0902\u091f(f\"ADF \u0906\u0901\u0915\u0921\u093c\u093e: {\u092a\u0930\u093f\u0923\u093e\u092e[0]}\")<br \/>\n\u092a\u094d\u0930\u093f\u0902\u091f(f\"p-\u092e\u0942\u0932\u094d\u092f: {\u092a\u0930\u093f\u0923\u093e\u092e[1]}\")<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<p>\u0938\u0902\u0926\u0930\u094d\u092d \u0915\u0947 \u0932\u093f\u090f, \u092a\u0940-\u0935\u0948\u0932\u094d\u092f\u0942 (&lt;0.05) \u091c\u093f\u0924\u0928\u093e \u091b\u094b\u091f\u093e \u0939\u094b\u0917\u093e, \u0906\u092a \u0909\u0924\u0928\u093e \u0905\u0927\u093f\u0915 \u0906\u0936\u094d\u0935\u0938\u094d\u0924 \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f \u0938\u092e\u092f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u092e\u0947\u0902 \u092a\u0948\u091f\u0930\u094d\u0928 \u092f\u093e\u0926\u0943\u091a\u094d\u091b\u093f\u0915 \u0928\u0939\u0940\u0902 \u0939\u0948\u0902\u0964<\/p>\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<tbody>\n<tr>\n<td><code>\u090f\u0921\u0940\u090f\u092b \u0906\u0901\u0915\u0921\u093c\u093e: -3.014113904399305<\/code><br \/>\n<code>\u092a\u0940-\u092e\u093e\u0928: 0.06246422059834887<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<p>\u092a\u0940-\u0935\u0948\u0932\u094d\u092f\u0942 \u092f\u0939\u093e\u0902 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f \u0928\u0939\u0940\u0902 \u0939\u0948, \u091c\u093f\u0938\u0915\u093e \u0905\u0930\u094d\u0925 \u0939\u0948 \u0915\u093f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0938\u094d\u0925\u093f\u0930 (\u0930\u0948\u0916\u093f\u0915) \u0928\u0939\u0940\u0902 \u0939\u0948, \u0914\u0930 \u092e\u094c\u0938\u092e\u0940 \u0938\u0902\u092d\u0935\u0924\u0903 \u090f\u0915 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e\u0924\u0940 \u0939\u0948\u0964<\/p>\n<p>\u091c\u0948\u0938\u093e \u0915\u093f \u091a\u0930\u094d\u091a\u093e \u0915\u0940 \u0917\u0908 \u0939\u0948, \u092f\u0939 \u092e\u093e\u0928\u0928\u093e \u200b\u200b\u0915\u093f \u090f\u0938\u0908\u0913 \u0921\u0947\u091f\u093e \u0938\u094d\u0925\u093f\u0930 \u0939\u0948 (\u092f\u093e\u0928\u0940, \u090f\u0915 \u0930\u0948\u0916\u093f\u0915 \u0935\u093f\u0924\u0930\u0923 \u0915\u093e \u0905\u0928\u0941\u0938\u0930\u0923 \u0915\u0930\u0924\u093e \u0939\u0948) \u090f\u0915 \u0924\u094d\u0930\u0941\u091f\u093f\u092a\u0942\u0930\u094d\u0923 \u0905\u0928\u0941\u092e\u093e\u0928 \u0939\u0948\u0964<\/p>\n<p>\u090f\u0938\u0908\u0913 \u0921\u0947\u091f\u093e \u0905\u0915\u094d\u0938\u0930 \u0917\u0948\u0930-\u0930\u0947\u0916\u0940\u092f \u0930\u0941\u091d\u093e\u0928\u094b\u0902 \u0915\u093e \u0905\u0928\u0941\u0938\u0930\u0923 \u0915\u0930\u0924\u093e \u0939\u0948, \u0907\u0938\u0932\u093f\u090f \u0938\u094d\u0925\u093f\u0930 \u0921\u0947\u091f\u093e \u092e\u093e\u0928\u0928\u0947 \u0935\u093e\u0932\u0947 \u0938\u0930\u0932 \u0924\u0930\u0940\u0915\u094b\u0902 \u092a\u0930 \u092d\u0930\u094b\u0938\u093e \u0915\u0930\u0928\u0947 \u0938\u0947 \u0916\u0930\u093e\u092c \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0907\u0938\u0915\u0947 \u092c\u091c\u093e\u092f, \u0906\u092a\u0915\u094b \u0938\u092e\u092f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0914\u0930 \u092e\u0949\u0921\u0932 \u092e\u094c\u0938\u092e\u0940 \u0915\u094b \u0935\u093f\u0918\u091f\u093f\u0924 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964<\/p>\n<p>\u092e\u094c\u0938\u092e\u0940 \u0905\u092a\u0918\u091f\u0928 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0930\u0941\u091d\u093e\u0928\u094b\u0902 \u0915\u094b \u0938\u093e\u092a\u094d\u0924\u093e\u0939\u093f\u0915 \u092f\u093e \u092e\u093e\u0938\u093f\u0915 \u091a\u0915\u094d\u0930 \u091c\u0948\u0938\u0947 \u0906\u0935\u0930\u094d\u0924\u0940 \u092a\u0948\u091f\u0930\u094d\u0928 \u0938\u0947 \u0905\u0932\u0917 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u0910\u0938\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0939\u092e\u0947\u0902 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u0938\u093e\u092a\u094d\u0924\u093e\u0939\u093f\u0915 \u0916\u094b\u091c \u092a\u0948\u091f\u0930\u094d\u0928 \u092a\u0930 \u091c\u093c\u0942\u092e \u0907\u0928 \u0915\u0930\u0928\u093e \u0939\u094b\u0917\u093e\u0964<\/p>\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<tbody>\n<tr>\n<td><code><code>#\u092f\u0926\u093f \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0924\u093f\u0926\u093f\u0928 \u0930\u093f\u0915\u0949\u0930\u094d\u0921 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u0914\u0930 \u0906\u092a \u0938\u093e\u092a\u094d\u0924\u093e\u0939\u093f\u0915 \u092e\u094c\u0938\u092e\u0940 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u0924\u0947 \u0939\u0948\u0902 (\u0905\u0935\u0927\u093f=7)<br \/>\n\u092a\u0930\u093f\u0923\u093e\u092e_\u0938\u093e\u092a\u094d\u0924\u093e\u0939\u093f\u0915 = \u092e\u094c\u0938\u092e\u0940_\u0921\u0940\u0915\u0902\u092a\u094b\u091c\u093c(\u0921\u0940\u090f\u092b['\u0915\u094d\u0932\u093f\u0915'], \u092e\u0949\u0921\u0932='\u090f\u0921\u093f\u091f\u093f\u0935', \u0905\u0935\u0927\u093f=7)<\/code><\/code>#\u092f\u0926\u093f \u0921\u0947\u091f\u093e \u092e\u093e\u0938\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u0926\u0930\u094d\u091c \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948, \u0914\u0930 \u0906\u092a \u0935\u093e\u0930\u094d\u0937\u093f\u0915 \u092e\u094c\u0938\u092e\u0940 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u0924\u0947 \u0939\u0948\u0902 (\u0905\u0935\u0927\u093f=12)<br \/>\n#\u092a\u0930\u093f\u0923\u093e\u092e_\u092e\u093e\u0938\u093f\u0915 = \u092e\u094c\u0938\u092e\u0940_\u0921\u0940\u0915\u0902\u092a\u094b\u091c\u093c(\u0921\u0940\u090f\u092b[&#8216;\u0915\u094d\u0932\u093f\u0915&#8217;], \u092e\u0949\u0921\u0932=&#8217;\u090f\u0921\u093f\u091f\u093f\u0935&#8217;, \u0905\u0935\u0927\u093f=12)<\/p>\n<p><code><code><\/code><\/code># \u092e\u093e\u0938\u093f\u0915 \u0921\u0947\u091f\u093e \u0915\u0947 \u0932\u093f\u090f \u0905\u092a\u0918\u091f\u0928 \u0915\u094b \u092a\u094d\u0932\u0949\u091f \u0915\u0930\u0947\u0902<br \/>\n\u092a\u0930\u093f\u0923\u093e\u092e_\u0938\u093e\u092a\u094d\u0924\u093e\u0939\u093f\u0915.\u092a\u094d\u0932\u0949\u091f()<br \/>\nplt.title(&#8216;\u0938\u093e\u092a\u094d\u0924\u093e\u0939\u093f\u0915 \u092e\u094c\u0938\u092e\u0940 \u0905\u092a\u0918\u091f\u0928&#8217;)<br \/>\nplt.\u0936\u094b()<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-477581\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/05\/STL-decomposition-framework.png\" alt=\"STL decomposition framework\u00a0\" width=\"578\" height=\"427\" \/><span style=\"font-size: revert; text-align: center;\">\u091f\u094d\u0930\u0947\u0902\u0921 \u092a\u094d\u0932\u0949\u091f \u0938\u094d\u0935\u092f\u0902 \u092a\u0939\u0932\u0947 \u0938\u0947 \u0939\u0940 \u0935\u093f\u091a\u093e\u0930\u094b\u0924\u094d\u0924\u0947\u091c\u0915 \u0939\u0948:<\/span><\/figure>\n<\/div>\n<ul class=\"wp-block-list\">\n<li>\u0916\u094b\u091c \u0930\u0941\u091a\u093f (\u0915\u094d\u0932\u093f\u0915) \u0928\u0940\u091a\u0947 \u0915\u0940 \u0913\u0930 \u0930\u0941\u091d\u093e\u0928 \u092e\u0947\u0902 \u0939\u0948\u0964<\/li>\n<li>\u0916\u094b\u091c \u0930\u0941\u091a\u093f \u0938\u093e\u092a\u094d\u0924\u093e\u0939\u093f\u0915 \u092c\u093f\u0915\u094d\u0930\u0940 \u091a\u0915\u094d\u0930\u094b\u0902 \u0938\u0947 \u092a\u094d\u0930\u092d\u093e\u0935\u093f\u0924 \u0939\u094b\u0928\u0947 \u0915\u0940 \u0938\u0902\u092d\u093e\u0935\u0928\u093e \u0939\u0948 &#8211; \u0915\u0908 \u091b\u094b\u091f\u0947 \u0936\u093f\u0916\u0930\u094b\u0902 \u0915\u094b \u0926\u0947\u0916\u0947\u0902\u0964<\/li>\n<li>\u0916\u094b\u091c \u0930\u0941\u091a\u093f \u0938\u0902\u092d\u0935\u0924\u0903 \u092e\u094c\u0938\u092e\u0940 \u092e\u093e\u0902\u0917 \u0915\u0947 \u0905\u0928\u0941\u0930\u0942\u092a \u0939\u094b\u0924\u0940 \u0939\u0948 &#8211; \u092f\u0939 \u0935\u0930\u094d\u0937 \u0915\u0947 \u0915\u0941\u091b \u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0938\u092e\u092f \u092e\u0947\u0902 \u0918\u091f\u0924\u0940 \u0914\u0930 \u092c\u0922\u093c\u0924\u0940 \u0930\u0939\u0924\u0940 \u0939\u0948\u0964<\/li>\n<\/ul>\n<p>\u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u0905\u0935\u0936\u093f\u0937\u094d\u091f \u092a\u094d\u0932\u0949\u091f \u092e\u0947\u0902 \u0938\u0915\u093e\u0930\u093e\u0924\u094d\u092e\u0915 \u0914\u0930 \u0928\u0915\u093e\u0930\u093e\u0924\u094d\u092e\u0915 \u0926\u094b\u0928\u094b\u0902 \u0924\u0930\u0939 \u0915\u0947 \u092c\u0921\u093c\u0947 \u0938\u094d\u092a\u093e\u0907\u0915\u094d\u0938 \u0915\u0947 \u0938\u092e\u0942\u0939 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902, \u091c\u094b 500,000 \u0924\u0915 \u092a\u0939\u0941\u0902\u091a\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0947 \u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u094b\u0902, \u092f\u093e \u0906\u0909\u091f\u0932\u0947\u0930\u094d\u0938 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u094b \u092a\u094d\u0930\u0935\u0943\u0924\u094d\u0924\u093f \u0915\u0947 \u0935\u093f\u092d\u0915\u094d\u0924\u093f \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u0938\u0947 \u091c\u0941\u0921\u093c\u0947 \u0939\u0941\u090f \u092a\u094d\u0930\u0924\u0940\u0924 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<p>\u0907\u0938\u0915\u093e \u092e\u0924\u0932\u092c \u092f\u0939 \u0939\u0948 \u0915\u093f \u092e\u0949\u0921\u0932 \u0928\u0947 \u091f\u094d\u0930\u0947\u0902\u0921 \u0932\u093e\u0907\u0928 \u0915\u094b \u0935\u093f\u0918\u091f\u093f\u0924 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f &#8220;\u0917\u0932\u0924\u0940&#8221; \u0915\u0940 \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092f\u0939 \u0905\u091a\u093e\u0928\u0915 \u0938\u094d\u092a\u093e\u0907\u0915\u094d\u0938 \u0915\u094b \u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u092a\u0915\u0921\u093c \u0928\u0939\u0940\u0902 \u0938\u0915\u093e\u0964<\/p>\n<p><!-- START INLINE FORM --><\/p>\n<div class=\"nl-inline-form border py-2 px-1 my-2\">\n<div class=\"row align-items-center nl-inline-container\">\n<div class=\"col-12 col-lg-3 col-xl-4 pe-md-0 pb-2 pb-lg-0\">\n<p class=\"inline-form-text text-center mb-0\">\u0928\u094d\u092f\u0942\u091c\u093c\u0932\u0947\u091f\u0930 \u0916\u094b\u091c \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0947\u0902 \u091c\u093f\u0938 \u092a\u0930 \u0935\u093f\u092a\u0923\u0915 \u092d\u0930\u094b\u0938\u093e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3 id=\"h-handling-seasonality-with-seo-forecast-nbsp\" class=\"wp-block-heading\">\u090f\u0938\u0908\u0913 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0915\u0947 \u0938\u093e\u0925 \u092e\u094c\u0938\u092e\u0940 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u093e<\/h3>\n<p>\u092e\u094c\u0938\u092e\u0940 \u0915\u094b \u0935\u093f\u0918\u091f\u093f\u0924 \u0914\u0930 \u0905\u0932\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0906\u092a \u0905\u092a\u0928\u0940 \u091c\u093c\u0930\u0942\u0930\u0924 \u0915\u0940 \u091c\u091f\u093f\u0932\u0924\u093e \u0914\u0930 \u0932\u091a\u0940\u0932\u0947\u092a\u0928 \u0915\u0947 \u0938\u094d\u0924\u0930 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0915\u0908 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902:<\/p>\n<figure class=\"wp-block-table\">\n<table>\n<tbody>\n<tr>\n<td><strong>\u0928\u092e\u0942\u0928\u093e<\/strong><\/td>\n<td><strong>\u0935\u093f\u0935\u0930\u0923<\/strong><\/td>\n<\/tr>\n<tr>\n<td>\u090f\u0938\u091f\u0940\u090f\u0932 \u0905\u092a\u0918\u091f\u0928<\/td>\n<td>\u0915\u093f\u0938\u0940 \u0938\u092e\u092f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0915\u094b \u092a\u094d\u0930\u0935\u0943\u0924\u094d\u0924\u093f, \u092e\u094c\u0938\u092e\u0940 \u0914\u0930 \u0905\u0935\u0936\u0947\u0937\u094b\u0902 \u092e\u0947\u0902 \u0905\u0932\u0917 \u0915\u0930\u0928\u0947 \u0915\u0940 \u090f\u0915 \u092e\u091c\u092c\u0942\u0924 \u0924\u0915\u0928\u0940\u0915\u0964 \u0921\u0947\u091f\u093e \u092e\u0947\u0902 \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 \u0938\u0902\u0930\u091a\u0928\u093e \u0915\u094b \u092a\u094d\u0930\u0915\u091f \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936 \u091c\u0939\u093e\u0902 \u092a\u0948\u091f\u0930\u094d\u0928 \u0938\u092e\u092f \u0915\u0947 \u0938\u093e\u0925 \u092c\u0926\u0932\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0935\u093f\u0938\u0902\u0917\u0924\u093f \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u0938\u093e\u0930\u0940\u092e\u0948\u0915\u094d\u0938<\/td>\n<td>ARIMA \u0915\u093e \u0935\u093f\u0938\u094d\u0924\u093e\u0930 \u092e\u094c\u0938\u092e\u0940 \u0921\u0947\u091f\u093e \u0924\u0915 \u0939\u0941\u0906\u0964 \u090f\u0915 \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940\u092f \u092e\u0949\u0921\u0932 \u091c\u094b \u0917\u0948\u0930-\u0938\u094d\u0925\u093f\u0930 \u0921\u0947\u091f\u093e, \u092e\u094c\u0938\u092e\u0940 \u092a\u0948\u091f\u0930\u094d\u0928 \u0914\u0930 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0905\u092a\u0921\u0947\u091f \u091c\u0948\u0938\u0947 \u092c\u093e\u0939\u0930\u0940 \u0938\u094d\u0935\u0924\u0902\u0924\u094d\u0930 \u091a\u0930 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u0928\u092c\u0940<\/td>\n<td>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0947 \u0921\u0947\u091f\u093e \u0915\u0947 \u0932\u093f\u090f \u092e\u0947\u091f\u093e \u0926\u094d\u0935\u093e\u0930\u093e \u0928\u093f\u0930\u094d\u092e\u093f\u0924, \u092f\u0939 \u0915\u0908 \u092e\u094c\u0938\u092e\u0940 \u092a\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u092f\u094b\u0902, \u0917\u093e\u092f\u092c \u0921\u0947\u091f\u093e \u0914\u0930 \u0905\u091a\u093e\u0928\u0915 \u092c\u0926\u0932\u093e\u0935 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0924\u093e \u0939\u0948\u0964 \u090f\u0921\u093f\u091f\u093f\u0935 \u092e\u0949\u0921\u0932 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u0947 \u0939\u0941\u090f, \u092f\u0939 \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u092e\u091c\u092c\u0942\u0924 \u092e\u094c\u0938\u092e\u0940 \u092a\u0948\u091f\u0930\u094d\u0928 \u0935\u093e\u0932\u0940 \u0938\u092e\u092f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u0948\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u092c\u0940\u090f\u0938\u091f\u0940\u090f\u0938<\/td>\n<td>\u090f\u0915 \u092c\u093e\u092f\u0947\u0938\u093f\u092f\u0928 \u092e\u0949\u0921\u0932 \u091c\u094b \u0905\u0928\u093f\u0936\u094d\u091a\u093f\u0924\u0924\u093e \u0915\u094b \u0936\u093e\u092e\u093f\u0932 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f \u092a\u094d\u0930\u0935\u0943\u0924\u094d\u0924\u093f \u0914\u0930 \u092e\u094c\u0938\u092e\u0940 \u0915\u094b \u092a\u0915\u0921\u093c\u0924\u093e \u0939\u0948\u0964 \u092c\u0940\u090f\u0938\u091f\u0940\u090f\u0938 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0915\u093e\u0930\u0923 \u092a\u094d\u0930\u092d\u093e\u0935 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 (&#8220;\u092f\u0926\u093f \u090f\u0915\u094d\u0938 \u0915\u092d\u0940 \u0928\u0939\u0940\u0902 \u0939\u0941\u0906 \u0939\u094b\u0924\u093e \u0924\u094b \u0915\u094d\u092f\u093e \u0939\u094b\u0924\u093e?&#8221;) \u092e\u0947\u0902 \u092a\u094d\u0930\u0924\u093f\u0924\u0925\u094d\u092f\u093e\u0924\u094d\u092e\u0915 \u0905\u0928\u0941\u092e\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u092a\u0942\u0930\u094d\u0935 \u092c\u0928\u093e\u092e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u092c\u093e\u0926 \u091c\u0948\u0938\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0926\u093f \u0906\u092a \u091a\u093e\u0939\u0947\u0902 \u0924\u094b \u0909\u092a\u092f\u094b\u0917\u0940.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<p>\u0907\u0938 \u0932\u0947\u0916 \u0915\u0947 \u0932\u093f\u090f, \u0939\u092e &#8220;\u0935\u0949\u092c\u0932\u093f\u0902\u0917&#8221; (\u0917\u0948\u0930-\u0938\u094d\u0925\u093f\u0930) \u0938\u092e\u092f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u092e\u0947\u0902 \u0935\u093f\u0938\u0902\u0917\u0924\u093f \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0938\u091f\u0940\u090f\u0932 \u0905\u092a\u0918\u091f\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u091c\u093e \u0930\u0939\u0947 \u0939\u0948\u0902\u0964<\/p>\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<tbody>\n<tr>\n<td><code># \u092b\u093c\u093f\u091f \u090f\u0938\u091f\u0940\u090f\u0932 \u0905\u092a\u0918\u091f\u0928 (\u0938\u093e\u092a\u094d\u0924\u093e\u0939\u093f\u0915 \u091a\u0915\u094d\u0930 \u0915\u0947 \u0932\u093f\u090f \u0905\u0935\u0927\u093f=7)<br \/>\n\u090f\u0938\u091f\u0940\u090f\u0932 = \u090f\u0938\u091f\u0940\u090f\u0932(\u0921\u0940\u090f\u092b['\u0915\u094d\u0932\u093f\u0915'], \u0905\u0935\u0927\u093f=7, \u092e\u091c\u092c\u0942\u0924=\u0938\u0939\u0940)<br \/>\n\u092a\u0930\u093f\u0923\u093e\u092e = stl.fit()<\/code><br \/>\n<code><br \/>\n# IQR \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0905\u0935\u0936\u0947\u0937 \u0914\u0930 \u0927\u094d\u0935\u091c \u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u093e\u0901 \u0928\u093f\u0915\u093e\u0932\u0947\u0902<br \/>\nresid = \u092a\u0930\u093f\u0923\u093e\u092e.resid<br \/>\nQ1, Q3 = \u0928\u093f\u0935\u093e\u0938.\u092e\u093e\u0924\u094d\u0930\u093e(0.25), \u0928\u093f\u0935\u093e\u0938.\u092e\u093e\u0924\u094d\u0930\u093e(0.75)<br \/>\n\u0906\u0908\u0915\u094d\u092f\u0942\u0906\u0930 = \u0915\u094d\u092f\u09423 - \u0915\u094d\u092f\u09421<br \/>\n\u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u093e\u0901 = \u0921\u0940\u090f\u092b[(\u0928\u093f\u0935\u093e\u0938 &lt; \u0915\u094d\u092f\u09421 - 1.5 * \u0906\u0908\u0915\u094d\u092f\u0942\u0906\u0930) | (\u0928\u093f\u0935\u093e\u0938 &gt; Q3 + 1.5 * IQR)]<\/code><br \/>\n<code><br \/>\n# \u0915\u0925\u093e\u0928\u0915<br \/>\n\u0905\u0902\u091c\u0940\u0930, \u0915\u0941\u0932\u094d\u0939\u093e\u0921\u093c\u0940 = plt.subplots(figsize=(14, 5))<br \/>\nax.plot(df.index, df['\u0915\u094d\u0932\u093f\u0915'], \u0932\u0947\u092c\u0932='\u0915\u094d\u0932\u093f\u0915', \u0930\u0902\u0917='\u0938\u094d\u091f\u0940\u0932\u092c\u094d\u0932\u0942')<br \/>\nax.scatter(anomalies.index, anomalies['clicks'], color='red', label='Anomalies', zorder=5)<br \/>\nax.set_title('\u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u094b\u0902 \u092a\u0930 \u0915\u094d\u0932\u093f\u0915 \u0915\u0930\u0947\u0902 (STL + IQR)')<br \/>\n\u0915\u0941\u0932\u094d\u0939\u093e\u0921\u093c\u0940.\u0915\u093f\u0902\u0935\u0926\u0902\u0924\u0940()<br \/>\nplt.tight_layout()<br \/>\nplt.\u0936\u094b()<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-477582\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/05\/Weekly-anomaly-detection-using-STL-decomposition.png\" alt=\"Weekly anomaly detection using STL decomposition\" width=\"1278\" height=\"444\" \/><span style=\"font-size: revert; text-align: center;\">\u0932\u093e\u0932 \u092c\u093f\u0902\u0926\u0941 \u091a\u0930\u092e \u092e\u0942\u0932\u094d\u092f \u0939\u0948\u0902 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u092a\u094d\u0930\u0935\u0943\u0924\u094d\u0924\u093f \u092f\u093e \u092e\u094c\u0938\u092e\u0940 \u0926\u094d\u0935\u093e\u0930\u093e \u0938\u092e\u091d\u093e\u092f\u093e \u0928\u0939\u0940\u0902 \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e \u0909\u0928\u094d\u0939\u0947\u0902 \u0926\u0942\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0938\u092e\u093e\u0928 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964<\/span><\/figure>\n<\/div>\n<p>\u0917\u0948\u0930-\u0938\u094d\u0925\u093f\u0930 \u0938\u092e\u092f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u092e\u0947\u0902, \u0938\u092e\u092f \u0915\u0947 \u0938\u093e\u0925 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u0936\u0940\u0932\u0924\u093e \u092c\u0926\u0932\u0924\u0940 \u0939\u0948 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u092e\u094c\u0938\u092e\u0940, \u0930\u0941\u091d\u093e\u0928, \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0905\u092a\u0921\u0947\u091f)\u0964 \u0906\u0909\u091f\u0932\u0947\u0930\u094d\u0938 \u0915\u094b \u090f\u0915\u092e\u0941\u0936\u094d\u0924 \u0939\u091f\u093e\u0928\u0947 \u0938\u0947 \u0938\u092e\u092f \u0938\u0942\u091a\u0915\u093e\u0902\u0915 \u091f\u0942\u091f \u091c\u093e\u0924\u093e \u0939\u0948 \u0914\u0930 \u0915\u0943\u0924\u094d\u0930\u093f\u092e \u0905\u0902\u0924\u0930\u093e\u0932 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0939\u094b\u0924\u093e \u0939\u0948 \u091c\u094b \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u092e\u094c\u0938\u092e\u0940 \u092a\u094d\u0930\u092d\u093e\u0935 \u0915\u094b \u092a\u094d\u0930\u092d\u093e\u0935\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u0905\u092a\u0947\u0915\u094d\u0937\u093f\u0924 \u092e\u0942\u0932\u094d\u092f\u094b\u0902 \u0938\u0947 \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0915\u0930\u0928\u093e \u090f\u0915 \u0905\u0927\u093f\u0915 \u092e\u091c\u092c\u0942\u0924 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0939\u0948\u0964<\/p>\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<tbody>\n<tr>\n<td><code><code>\u0921\u0940\u090f\u092b['\u091f\u094d\u0930\u0947\u0902\u0921'] = \u092a\u0930\u093f\u0923\u093e\u092e.\u091f\u094d\u0930\u0947\u0902\u0921<br \/>\n\u0921\u0940\u090f\u092b['\u092e\u094c\u0938\u092e\u0940'] = \u092a\u0930\u093f\u0923\u093e\u092e.\u092e\u094c\u0938\u092e\u0940<br \/>\ndf['resid'] = \u092a\u0930\u093f\u0923\u093e\u092e.resid<br \/>\n# --- \u0935\u093f\u0938\u0902\u0917\u0924\u093f \u0927\u094d\u0935\u091c \u0915\u094b \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u0930\u0947\u0902 (\u0905\u0935\u0936\u0947\u0937\u094b\u0902 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930) ---<br \/>\nQ1, Q3 = df['resid'].\u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u0932(0.25), df['resid'].\u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u0932(0.75)<br \/>\n\u0906\u0908\u0915\u094d\u092f\u0942\u0906\u0930 = \u0915\u094d\u092f\u09423 - \u0915\u094d\u092f\u09421<\/code><\/code>df[&#8216;\u0935\u093f\u0938\u0902\u0917\u0924\u093f&#8217;] = (<br \/>\n(\u0921\u0940\u090f\u092b[&#8216;\u0928\u093f\u0935\u093e\u0938&#8217;] &lt; \u0915\u094d\u092f\u09421 &#8211; 1.5 * \u0906\u0908\u0915\u094d\u092f\u0942\u0906\u0930) |<br \/>\n(\u0921\u0940\u090f\u092b[&#8216;\u0928\u093f\u0935\u093e\u0938&#8217;] &gt; \u0915\u094d\u092f\u09423 + 1.5 * \u0906\u0908\u0915\u094d\u092f\u0942\u0906\u0930)<br \/>\n)<br \/>\n# &#8212; \u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u0905\u092a\u0947\u0915\u094d\u0937\u093f\u0924 \u092e\u0942\u0932\u094d\u092f \u0938\u0947 \u092c\u0926\u0932\u0947\u0902 (\u092a\u094d\u0930\u0935\u0943\u0924\u094d\u0924\u093f + \u092e\u094c\u0938\u092e\u0940) &#8212;<br \/>\ndf[&#8216;clean_clicks&#8217;] = df[&#8216;clicks&#8217;].copy()<br \/>\ndf.loc[df[&#8216;\u0935\u093f\u0938\u0902\u0917\u0924\u093f&#8217;], &#8216;clean_clicks&#8217;] = (<br \/>\n\u0921\u0940\u090f\u092b[&#8216;\u0930\u0941\u091d\u093e\u0928&#8217;] + \u0921\u0940\u090f\u092b[&#8216;\u092e\u094c\u0938\u092e\u0940&#8217;]<br \/>\n)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<p>\u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092f\u0939 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0938\u092e\u092f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u092a\u0902\u0915\u094d\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u0938\u0902\u0930\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0906\u0927\u093e\u0930 \u0930\u0947\u0916\u093e \u0905\u092c \u092a\u0942\u0930\u094d\u0935\u093e\u0917\u094d\u0930\u0939 \u0914\u0930 \u0915\u0943\u0924\u094d\u0930\u093f\u092e \u0905\u0902\u0924\u0930\u093e\u0932 \u0938\u0947 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0939\u0948\u0964 \u0906\u092a \u0938\u093e\u092b\u093c \u0915\u0940 \u0917\u0908 \u0938\u092e\u092f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u092e\u0947\u0902 \u090f\u0938\u091f\u0940\u090f\u0932 \u0905\u092a\u0918\u091f\u0928 \u0932\u093e\u0917\u0942 \u0915\u0930\u0915\u0947 \u0907\u0938\u0947 \u0938\u0924\u094d\u092f\u093e\u092a\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<tbody>\n<tr>\n<td><code>\u092a\u0930\u093f\u0923\u093e\u092e_\u0915\u094d\u0932\u0940\u0928 = \u092e\u094c\u0938\u092e\u0940_\u0921\u0940\u0915\u0902\u092a\u094b\u091c\u093c(\u0921\u0940\u090f\u092b['\u0915\u094d\u0932\u0940\u0928_\u0915\u094d\u0932\u093f\u0915\u094d\u0938'], \u092e\u0949\u0921\u0932='\u090f\u0921\u093f\u091f\u093f\u0935', \u0905\u0935\u0927\u093f=7)<br \/>\n\u092a\u0930\u093f\u0923\u093e\u092e_\u0938\u094d\u0935\u091a\u094d\u091b.\u092a\u094d\u0932\u0949\u091f()<br \/>\nplt.title('\u0938\u093e\u092a\u094d\u0924\u093e\u0939\u093f\u0915 \u092e\u094c\u0938\u092e\u0940 \u0905\u092a\u0918\u091f\u0928 (\u0938\u093e\u092b \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0921\u0947\u091f\u093e)')<br \/>\nplt.\u0936\u094b()<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-477583\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/05\/STL-decomposition-framework-without-anomalies.png\" alt=\"STL decomposition framework without anomalies\" width=\"577\" height=\"434\" \/><span style=\"font-size: revert; text-align: center;\">\u0905\u0902\u0924\u0924\u0903 \u091c\u094b \u092c\u093e\u0924 \u0938\u093e\u092e\u0928\u0947 \u0906\u0924\u0940 \u0939\u0948 \u0935\u0939 \u092f\u0939 \u0939\u0948 \u0915\u093f \u0938\u092a\u094d\u0924\u093e\u0939 \u092e\u0947\u0902 \u090f\u0915 \u092c\u093e\u0930 (\u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0938\u093e\u0924 \u0905\u0935\u0932\u094b\u0915\u0928\u094b\u0902 \u092a\u0930) \u0935\u0943\u0926\u094d\u0927\u093f \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u0936\u0928\u093f\u0935\u093e\u0930 \u092f\u093e \u0930\u0935\u093f\u0935\u093e\u0930 \u0915\u094b \u091a\u0930\u092e \u0916\u094b\u091c \u092e\u093e\u0902\u0917 \u0915\u093e \u0938\u0941\u091d\u093e\u0935 \u0926\u0947\u0924\u093e \u0939\u0948, \u091c\u094b \u0938\u094d\u0925\u093f\u0930 \u0914\u0930 \u0938\u0941\u0938\u0902\u0917\u0924 \u0930\u0941\u091a\u093f \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u093e \u0938\u0902\u0915\u0947\u0924 \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/span><\/figure>\n<\/div>\n<p>\u0915\u0941\u091b \u092c\u093f\u0916\u0930\u0947 \u0939\u0941\u090f \u0905\u0935\u0936\u0947\u0937, \u092f\u093e \u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u093e\u0901 \u092c\u0928\u0940 \u0939\u0941\u0908 \u0939\u0948\u0902, \u0932\u0947\u0915\u093f\u0928 \u0935\u0947 \u0926\u0941\u0930\u094d\u0932\u092d \u0914\u0930 \u092f\u093e\u0926\u0943\u091a\u094d\u091b\u093f\u0915 \u0939\u0948\u0902, \u091c\u093f\u0928\u092e\u0947\u0902 \u0915\u094b\u0908 \u0915\u094d\u0932\u0938\u094d\u091f\u0930\u093f\u0902\u0917 \u092f\u093e \u092c\u0939\u093e\u0935 \u0928\u0939\u0940\u0902 \u0926\u093f\u0916\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u092a\u0941\u0937\u094d\u091f\u093f \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u092c\u093e\u0939\u0930\u0940 \u0939\u0948\u0902\u0921\u0932\u093f\u0902\u0917 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0930\u0939\u0940 \u0939\u0948 \u0914\u0930 \u092e\u0949\u0921\u0932 \u092b\u093f\u091f \u092e\u091c\u092c\u0942\u0924 \u0939\u0948\u0964<\/p>\n<p>\u0907\u0938 \u0938\u094d\u0924\u0930 \u092a\u0930, \u0938\u092e\u092f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0905\u092a\u0918\u091f\u0928 \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u0930\u0942\u092a \u0938\u0947 \u0938\u093e\u092b \u0939\u0948 \u0914\u0930 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u0924\u0948\u092f\u093e\u0930 \u0939\u0948\u0964<\/p>\n<h3 id=\"h-plotting-a-non-stationary-seo-forecast\" class=\"wp-block-heading\">\u090f\u0915 \u0917\u0948\u0930-\u0938\u094d\u0925\u093f\u0930 \u090f\u0938\u0908\u0913 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u092a\u094d\u0932\u0949\u091f \u0915\u0930\u0928\u093e<\/h3>\n<p>\u091c\u092c\u0915\u093f \u0906\u092a SARIMAX \u092f\u093e BSTS \u0915\u0947 \u0938\u093e\u0925 \u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u092f\u0939 \u0938\u093f\u0902\u0925\u0947\u091f\u093f\u0915 SEO \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u092a\u0948\u0917\u0902\u092c\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092f\u0939 \u092e\u091c\u092c\u0942\u0924 \u092e\u094c\u0938\u092e\u0940 \u0915\u0947 \u0938\u093e\u0925 \u0938\u092e\u092f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u0948\u0964<\/p>\n<p>\u0938\u0902\u0930\u0915\u094d\u0937\u093f\u0924 \u0938\u092e\u092f \u0938\u0942\u091a\u0915\u093e\u0902\u0915 \u0915\u0947 \u0938\u093e\u0925 \u0939\u092e\u093e\u0930\u0947 \u0935\u093f\u0938\u0902\u0917\u0924\u093f-\u092e\u0941\u0915\u094d\u0924 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947, \u092a\u0948\u0917\u0902\u092c\u0930 \u0905\u0917\u0932\u0947 90 \u0926\u093f\u0928\u094b\u0902 \u092e\u0947\u0902 \u0915\u094d\u0932\u093f\u0915 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u093e \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0932\u0917\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0905\u0927\u093f\u0915 \u0938\u0902\u0926\u0930\u094d\u092d \u091c\u094b\u0921\u093c\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0906\u092a Google \u0915\u094b\u0930 \u0905\u092a\u0921\u0947\u091f \u092f\u093e \u092e\u093e\u092a \u0938\u0902\u092c\u0902\u0927\u0940 \u0938\u092e\u0938\u094d\u092f\u093e\u0913\u0902 \u091c\u0948\u0938\u0947 \u092c\u093e\u0939\u0930\u0940 \u0915\u093e\u0930\u0915\u094b\u0902 \u0915\u094b \u092b\u093c\u094d\u0932\u0948\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0930\u093f\u0917\u094d\u0930\u0947\u0938\u0930 \u092a\u0947\u0936 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<p>\u0907\u0938 \u0909\u0926\u093e\u0939\u0930\u0923 \u092e\u0947\u0902, \u0906\u092a Google \u0938\u0930\u094d\u091a \u0915\u0902\u0938\u094b\u0932 \u0932\u0949\u0917\u093f\u0902\u0917 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u094b \u0927\u094d\u092f\u093e\u0928 \u092e\u0947\u0902 \u0930\u0916\u0924\u0947 \u0939\u0941\u090f \u090f\u0915 \u092b\u093c\u094d\u0932\u0948\u0917 \u0932\u0917\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0928\u0947 \u092e\u0908 2025 \u0914\u0930 \u0905\u092a\u094d\u0930\u0948\u0932 2026 \u0915\u0947 \u092c\u0940\u091a \u0915\u0943\u0924\u094d\u0930\u093f\u092e \u0930\u0942\u092a \u0938\u0947 \u0907\u0902\u092a\u094d\u0930\u0947\u0936\u0928 \u092c\u0922\u093c\u093e\u090f \u0939\u0948\u0902\u0964<\/p>\n<p>\u0928\u0940\u091a\u0947 \u0926\u093f\u092f\u093e \u0917\u092f\u093e \u0915\u094b\u0921 90-\u0926\u093f\u0928 \u0915\u093e \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u0914\u0930 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0915\u094b .xlsx \u0924\u093e\u0932\u093f\u0915\u093e \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0928\u093f\u0930\u094d\u092f\u093e\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0935\u093f\u0915\u0932\u094d\u092a \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915 \u0932\u093e\u0907\u0928 \u091a\u093e\u0930\u094d\u091f \u0906\u0909\u091f\u092a\u0941\u091f \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u0927\u094d\u092f\u093e\u0928 \u0926\u0947\u0902 \u0915\u093f \u0928\u093f\u091a\u0932\u0940 \u0914\u0930 \u090a\u092a\u0930\u0940 \u0938\u0940\u092e\u093e\u090f\u0902 \u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u0905\u0902\u0924\u0930\u093e\u0932 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902, \u091c\u094b \u0909\u0938 \u0938\u0940\u092e\u093e \u0915\u094b \u0926\u0930\u094d\u0936\u093e\u0924\u0940 \u0939\u0948 \u091c\u093f\u0938\u0915\u0947 \u092d\u0940\u0924\u0930 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928\u093f\u0924 \u0915\u094d\u0937\u093f\u0924\u093f\u091c \u092a\u0930 \u0915\u094d\u0932\u093f\u0915 \u0917\u093f\u0930\u0928\u0947 \u0915\u0940 \u0909\u092e\u094d\u092e\u0940\u0926 \u0939\u0948\u0964<\/p>\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<tbody>\n<tr>\n<td><code><code>\u092a\u0948\u0917\u0902\u092c\u0930_\u0921\u0940\u090f\u092b = \u0921\u0940\u090f\u092b[['\u0915\u094d\u0932\u0940\u0928_\u0915\u094d\u0932\u093f\u0915\u094d\u0938']].reset_index()<br \/>\n\u092a\u0948\u0917\u0902\u092c\u0930_\u0921\u0940\u090f\u092b.\u0915\u0949\u0932\u092e = ['\u0924\u093e\u0930\u0940\u0916', '\u0915\u094d\u0932\u093f\u0915']<br \/>\n\u092a\u0948\u0917\u0902\u092c\u0930_\u0921\u0940\u090f\u092b['\u0926\u093f\u0928\u093e\u0902\u0915'] = pd.to_datetime(\u092a\u0948\u0917\u0902\u092c\u0930_\u0921\u0940\u090f\u092b['\u0926\u093f\u0928\u093e\u0902\u0915'])<br \/>\n\u092a\u0948\u0917\u0902\u092c\u0930_\u0921\u0940\u090f\u092b = \u092a\u0948\u0917\u0902\u092c\u0930_\u0921\u0940\u090f\u092b.\u0928\u093e\u092e \u092c\u0926\u0932\u0947\u0902 (\u0915\u0949\u0932\u092e = {'\u0926\u093f\u0928\u093e\u0902\u0915': '\u0921\u0940\u090f\u0938', '\u0915\u094d\u0932\u093f\u0915': '\u0935\u093e\u0908'})<\/code><\/code># \u2500\u2500 \u091c\u0940\u090f\u0938\u0938\u0940 \u092e\u0941\u0926\u094d\u0930\u093e\u0938\u094d\u092b\u0940\u0924\u093f \u0927\u094d\u0935\u091c \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500<br \/>\n\u092a\u094d\u0930\u093e\u0930\u0902\u092d = pd.to_datetime(&#8216;2025-05-13&#8217;)<br \/>\n\u0905\u0902\u0924 = pd.to_datetime(&#8216;2026-04-13&#8217;)<br \/>\n\u092a\u0948\u0917\u0902\u092c\u0930_\u0921\u0940\u090f\u092b[&#8216;\u091c\u0940\u090f\u0938\u0938\u0940_\u0907\u0928\u094d\u092b\u094d\u0932\u0947\u0936\u0928_\u092b\u094d\u0932\u0948\u0917&#8217;] = 0<br \/>\n\u092a\u0948\u0917\u0902\u092c\u0930_df.loc[<br \/>\n(\u092a\u0948\u0917\u0902\u092c\u0930_\u0921\u0940\u090f\u092b[&#8216;\u0921\u0940\u090f\u0938&#8217;] &gt;= \u092a\u094d\u0930\u093e\u0930\u0902\u092d) \u0914\u0930 (\u092a\u0948\u0917\u0902\u092c\u0930_\u0921\u0940\u090f\u092b[&#8216;\u0921\u0940\u090f\u0938&#8217;] &lt;= \u0905\u0902\u0924),<br \/>\n&#8216;gsc_inflation_flag&#8217;<br \/>\n] = 1<\/p>\n<p><code><code><\/code><\/code>\u092e\u0949\u0921\u0932 = \u092a\u0948\u0917\u0902\u092c\u0930(<br \/>\n\u0935\u093e\u0930\u094d\u0937\u093f\u0915_\u092e\u094c\u0938\u092e = \u0938\u0924\u094d\u092f,<br \/>\n\u0938\u093e\u092a\u094d\u0924\u093e\u0939\u093f\u0915_\u092e\u094c\u0938\u092e = \u0938\u0924\u094d\u092f,<br \/>\n\u0926\u0948\u0928\u093f\u0915_\u092e\u094c\u0938\u092e\u0940=\u091d\u0942\u0920\u093e<br \/>\n)<br \/>\nmodel.add_regressor(&#8216;gsc_inflation_flag&#8217;)<br \/>\n\u092e\u0949\u0921\u0932.\u092b\u093f\u091f(\u092a\u0948\u0917\u0902\u092c\u0930_\u0921\u0940\u090f\u092b)<\/p>\n<p><code><code><\/code><\/code># \u2500\u2500 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500<br \/>\n\u092d\u0935\u093f\u0937\u094d\u092f = \u092e\u0949\u0921\u0932.\u092e\u0947\u0915_\u092b\u094d\u092f\u0942\u091a\u0930_\u0921\u0947\u091f\u093e\u092b\u093c\u094d\u0930\u0947\u092e(\u0905\u0935\u0927\u093f=90)<\/p>\n<p><code><code><\/code><\/code>\u092d\u0935\u093f\u0937\u094d\u092f[&#8216;gsc_inflation_flag&#8217;] = 0<br \/>\n\u092d\u0935\u093f\u0937\u094d\u092f.loc[<br \/>\n(\u092d\u0935\u093f\u0937\u094d\u092f[&#8216;\u0921\u0940\u090f\u0938&#8217;] &gt;= \u092a\u094d\u0930\u093e\u0930\u0902\u092d) \u0914\u0930 (\u092d\u0935\u093f\u0937\u094d\u092f[&#8216;\u0921\u0940\u090f\u0938&#8217;] &lt;= \u0905\u0902\u0924),<br \/>\n&#8216;gsc_inflation_flag&#8217;<br \/>\n] = 1<br \/>\n\u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 = \u092e\u0949\u0921\u0932.\u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 (\u092d\u0935\u093f\u0937\u094d\u092f)<\/p>\n<p><code><code><\/code><\/code>\u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928_\u0915\u094d\u0932\u0940\u0928 = \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928[[&#8216;ds&#8217;, &#8216;yhat&#8217;, &#8216;yhat_lower&#8217;, &#8216;yhat_upper&#8217;]].copy()<br \/>\n\u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928_\u0915\u094d\u0932\u0940\u0928.\u0915\u0949\u0932\u092e = [<br \/>\n&#8216;\u0924\u093e\u0930\u0940\u0916&#8217;,<br \/>\n&#8216;\u0915\u094d\u0932\u093f\u0915_\u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928&#8217;,<br \/>\n&#8216;\u0928\u093f\u091a\u0932\u0940 \u0938\u0940\u092e\u093e&#8217;,<br \/>\n&#8216;\u090a\u092a\u0930\u0940 \u0938\u0940\u092e\u093e&#8217;<br \/>\n]<\/p>\n<p><code><code><\/code><\/code>#\u0905\u0917\u0932\u0947 90 \u0926\u093f\u0928 \u0939\u0940 \u0928\u093f\u0915\u093e\u0932\u0947\u0902<br \/>\n\u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928_90 = \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928_\u0915\u094d\u0932\u0940\u0928.\u091f\u0947\u0932(90)<\/p>\n<p><code><code><\/code><\/code># \u2500\u2500 \u0928\u093f\u0930\u094d\u092f\u093e\u0924 \u0935\u093f\u0915\u0932\u094d\u092a \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500<br \/>\n\u0928\u093f\u0930\u094d\u092f\u093e\u0924 = \u0938\u0924\u094d\u092f<br \/>\n\u092f\u0926\u093f \u0928\u093f\u0930\u094d\u092f\u093e\u0924:<br \/>\n\u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928_90.to_excel(&#8216;seo_forecast_90_days.xlsx&#8217;, \u0938\u0942\u091a\u0915\u093e\u0902\u0915=\u0917\u0932\u0924)<br \/>\n# \u2500\u2500 \u092a\u094d\u0932\u0949\u091f\u0932\u0940 \u0935\u093f\u091c\u093c\u0941\u0905\u0932\u093e\u0907\u091c\u093c\u0947\u0936\u0928 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500<br \/>\n\u0905\u0902\u091c\u0940\u0930 = \u091c\u093e\u0913.\u091a\u093f\u0924\u094d\u0930()<br \/>\n# \u092e\u094c\u091c\u0942\u0926\u093e<br \/>\n\u0905\u0902\u091c\u0940\u0930.\u091c\u094b\u0921\u093c_\u091f\u094d\u0930\u0947\u0938(\u091c\u093e\u0913.\u0938\u094d\u0915\u0948\u091f\u0930(<br \/>\nx=\u092a\u0948\u0917\u0902\u092c\u0930_df[&#8216;ds&#8217;],<br \/>\ny=\u092a\u0948\u0917\u0902\u092c\u0930_df[&#8216;y&#8217;],<br \/>\n\u092e\u094b\u0921=&#8217;\u0932\u093e\u0907\u0928\u0947\u0902&#8217;,<br \/>\n\u0928\u093e\u092e=&#8217;\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 (\u0938\u093e\u092b\u093c)&#8217;,<br \/>\n\u0905\u092a\u093e\u0930\u0926\u0930\u094d\u0936\u093f\u0924\u093e=0.6<br \/>\n))<br \/>\n# \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928<br \/>\n\u0905\u0902\u091c\u0940\u0930.\u091c\u094b\u0921\u093c_\u091f\u094d\u0930\u0947\u0938(\u091c\u093e\u0913.\u0938\u094d\u0915\u0948\u091f\u0930(<br \/>\nx=forecast_clean[&#8216;\u0926\u093f\u0928\u093e\u0902\u0915&#8217;],<br \/>\ny=forecast_clean[&#8216;clicks_forecast&#8217;],<br \/>\n\u092e\u094b\u0921=&#8217;\u0932\u093e\u0907\u0928\u0947\u0902&#8217;,<br \/>\n\u0928\u093e\u092e=&#8217;\u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928&#8217;,<br \/>\n\u0932\u093e\u0907\u0928 = \u0924\u093e\u0928\u093e\u0936\u093e\u0939\u0940 (\u0921\u0948\u0936 = &#8216;\u0921\u0948\u0936&#8217;)<br \/>\n))<br \/>\n# \u0915\u0949\u0928\u094d\u092b\u093f\u0921\u0947\u0902\u0938 \u092c\u0948\u0902\u0921<br \/>\n\u0905\u0902\u091c\u0940\u0930.\u091c\u094b\u0921\u093c_\u091f\u094d\u0930\u0947\u0938(\u091c\u093e\u0913.\u0938\u094d\u0915\u0948\u091f\u0930(<br \/>\nx=forecast_clean[&#8216;\u0926\u093f\u0928\u093e\u0902\u0915&#8217;],<br \/>\ny=forecast_clean[&#8216;\u090a\u092a\u0930\u0940 \u0938\u0940\u092e\u093e&#8217;],<br \/>\n\u092e\u094b\u0921=&#8217;\u0932\u093e\u0907\u0928\u0947\u0902&#8217;,<br \/>\n\u0930\u0947\u0916\u093e=\u0928\u093f\u0930\u094d\u0926\u0947\u0936(\u091a\u094c\u0921\u093c\u093e\u0908=0),<br \/>\n\u0936\u094b\u0932\u0947\u091c\u0947\u0902\u0921=\u0917\u0932\u0924<br \/>\n))<br \/>\n\u0905\u0902\u091c\u0940\u0930.\u091c\u094b\u0921\u093c_\u091f\u094d\u0930\u0947\u0938(\u091c\u093e\u0913.\u0938\u094d\u0915\u0948\u091f\u0930(<br \/>\nx=forecast_clean[&#8216;\u0926\u093f\u0928\u093e\u0902\u0915&#8217;],<br \/>\ny=forecast_clean[&#8216;\u0928\u093f\u091a\u0932\u0940 \u0938\u0940\u092e\u093e&#8217;],<br \/>\n\u092e\u094b\u0921=&#8217;\u0932\u093e\u0907\u0928\u0947\u0902&#8217;,<br \/>\nfill=&#8217;tonexty&#8217;,<br \/>\n\u0928\u093e\u092e=&#8217;\u0915\u0949\u0928\u094d\u092b\u093f\u0921\u0947\u0902\u0938 \u0907\u0902\u091f\u0930\u0935\u0932&#8217;,<br \/>\n\u0930\u0947\u0916\u093e=\u0928\u093f\u0930\u094d\u0926\u0947\u0936(\u091a\u094c\u0921\u093c\u093e\u0908=0)<br \/>\n))<br \/>\n# \u092e\u0941\u0926\u094d\u0930\u093e\u0938\u094d\u092b\u0940\u0924\u093f \u0915\u0940 \u0905\u0935\u0927\u093f \u092a\u0930 \u092a\u094d\u0930\u0915\u093e\u0936 \u0921\u093e\u0932\u0947\u0902<br \/>\n\u0905\u0902\u091c\u0940\u0930.add_vrect(<br \/>\nx0=\u092a\u094d\u0930\u093e\u0930\u0902\u092d, x1=\u0905\u0902\u0924,<br \/>\n\u090f\u0928\u094b\u091f\u0947\u0936\u0928_\u091f\u0947\u0915\u094d\u0938\u094d\u091f=&#8217;\u091c\u0940\u090f\u0938\u0938\u0940 \u092e\u0941\u0926\u094d\u0930\u093e\u0938\u094d\u092b\u0940\u0924\u093f \u0905\u0935\u0927\u093f&#8217;,<br \/>\n\u090f\u0928\u094b\u091f\u0947\u0936\u0928_\u092a\u094b\u091c\u0940\u0936\u0928 = &#8220;\u090a\u092a\u0930 \u092c\u093e\u090f\u0901&#8221;,<br \/>\n\u0905\u092a\u093e\u0930\u0926\u0930\u094d\u0936\u093f\u0924\u093e=0.2<br \/>\n)<br \/>\n\u0905\u0902\u091c\u0940\u0930.\u0905\u0926\u094d\u092f\u0924\u0928_\u0932\u0947\u0906\u0909\u091f(<br \/>\n\u0936\u0940\u0930\u094d\u0937\u0915=&#8217;\u091c\u0940\u090f\u0938\u0938\u0940 \u0907\u0902\u092a\u094d\u0930\u0947\u0936\u0928 \u092e\u0941\u0926\u094d\u0930\u093e\u0938\u094d\u092b\u0940\u0924\u093f \u092a\u0942\u0930\u094d\u0935\u093e\u0917\u094d\u0930\u0939 \u0915\u0947 \u0932\u093f\u090f \u090f\u0938\u0908\u0913 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0938\u092e\u093e\u092f\u094b\u091c\u093f\u0924&#8217;,<br \/>\nxaxis_title=&#8217;\u0924\u093f\u0925\u093f&#8217;,<br \/>\nyaxis_title=&#8217;\u0915\u094d\u0932\u093f\u0915&#8217;<br \/>\n)<br \/>\n\u0905\u0902\u091c\u0940\u0930.\u0926\u093f\u0916\u093e\u090f\u0901()<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-477585\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/05\/Prophets-90-day-clicks-forecast-from-anomaly-free-non-stationary-timeseries.png\" alt=\"Prophet\u2019s 90-day clicks forecast from anomaly-free non-stationary timeseries\u00a0\" width=\"1202\" height=\"539\" \/><figcaption class=\"wp-element-caption\"><em><em>\u092a\u0948\u0917\u0902\u092c\u0930 \u0915\u0947 90-\u0926\u093f\u0935\u0938\u0940\u092f \u0915\u094d\u0932\u093f\u0915\u094b\u0902 \u0915\u093e \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0935\u093f\u0938\u0902\u0917\u0924\u093f-\u092e\u0941\u0915\u094d\u0924 \u0917\u0948\u0930-\u0938\u094d\u0925\u093f\u0930 \u0938\u092e\u092f-\u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0938\u0947 \u0932\u0917\u093e\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u00a0<\/em><\/em><\/figcaption><\/figure>\n<\/div>\n<h2 id=\"h-seo-forecasting-isn-t-usually-linear\" class=\"wp-block-heading\">\u090f\u0938\u0908\u0913 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0930\u0948\u0916\u093f\u0915 \u0928\u0939\u0940\u0902 \u0939\u094b\u0924\u093e \u0939\u0948<\/h2>\n<p>\u090f\u0938\u0908\u0913 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0938\u093e\u092b-\u0938\u0941\u0925\u0930\u0947, \u0930\u0948\u0916\u093f\u0915 \u0930\u0941\u091d\u093e\u0928\u094b\u0902 \u0915\u094b \u092a\u0947\u0936 \u0915\u0930\u0928\u0947 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0928\u0939\u0940\u0902 \u0939\u0948 &#8211; \u092f\u0939 \u092e\u094c\u0938\u092e\u0940, \u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u094b\u0902 \u0914\u0930 \u092c\u093e\u0939\u0930\u0940 \u091d\u091f\u0915\u094b\u0902 \u0938\u0947 \u092c\u0928\u0947 \u0905\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924, \u0917\u0948\u0930-\u0938\u094d\u0925\u093f\u0930 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0939\u0948\u0964<\/p>\n<p>\u0921\u0947\u091f\u093e \u0915\u094b \u0920\u0940\u0915 \u0938\u0947 \u0938\u093e\u092b \u0915\u0930\u0928\u0947, \u092e\u094c\u0938\u092e\u0940 \u092e\u0949\u0921\u0932\u093f\u0902\u0917 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0940 \u0935\u093f\u0915\u0943\u0924\u093f\u092f\u094b\u0902 \u091c\u0948\u0938\u0947 \u0915\u093f \u090f\u0938\u0908\u0906\u0930\u092a\u0940 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0914\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0941\u0926\u094d\u0926\u094b\u0902 \u0915\u094b \u0927\u094d\u092f\u093e\u0928 \u092e\u0947\u0902 \u0930\u0916\u0915\u0930, \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u091d\u0942\u0920\u0940 \u0928\u093f\u0936\u094d\u091a\u093f\u0924\u0924\u093e \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0915\u092e \u0914\u0930 \u0938\u0942\u091a\u093f\u0924 \u0926\u093f\u0936\u093e \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u0939\u094b \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<p>\u0939\u093e\u0932\u093e\u0902\u0915\u093f \u0932\u0915\u094d\u0937\u094d\u092f \u092a\u0942\u0930\u094d\u0923 \u0938\u091f\u0940\u0915\u0924\u093e \u0928\u0939\u0940\u0902 \u0939\u0948, \u0939\u093f\u0924\u0927\u093e\u0930\u0915 \u0915\u0940 \u0905\u092a\u0947\u0915\u094d\u0937\u093e\u0913\u0902 \u0915\u094b \u092f\u0925\u093e\u0930\u094d\u0925\u0935\u093e\u0926\u0940 \u0938\u0940\u092e\u093e \u0915\u0947 \u092d\u0940\u0924\u0930 \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u0947 \u0914\u0930 \u092c\u0947\u0939\u0924\u0930 \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0917\u0948\u0930-\u0938\u094d\u0925\u093f\u0930 \u0938\u092e\u092f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092e\u091c\u092c\u0942\u0924 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0906\u0935\u0936\u094d\u092f\u0915 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