{"id":2470,"date":"2023-07-22T03:17:44","date_gmt":"2023-07-22T03:17:44","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%a7%d8%ae%d8%aa%d8%a8%d8%a7%d8%b1-%d8%a7%d9%84%d8%b3%d8%a8%d8%a8%d9%8a%d8%a9-%d8%ac%d8%b1%d8%a7%d9%86%d8%ac%d8%b1-%d9%81%d9%8a-%d8%a8%d9%8a%d8%ab%d9%88%d9%86\/"},"modified":"2023-07-22T03:17:44","modified_gmt":"2023-07-22T03:17:44","slug":"%d8%a7%d8%ae%d8%aa%d8%a8%d8%a7%d8%b1-%d8%a7%d9%84%d8%b3%d8%a8%d8%a8%d9%8a%d8%a9-%d8%ac%d8%b1%d8%a7%d9%86%d8%ac%d8%b1-%d9%81%d9%8a-%d8%a8%d9%8a%d8%ab%d9%88%d9%86","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%a7%d8%ae%d8%aa%d8%a8%d8%a7%d8%b1-%d8%a7%d9%84%d8%b3%d8%a8%d8%a8%d9%8a%d8%a9-%d8%ac%d8%b1%d8%a7%d9%86%d8%ac%d8%b1-%d9%81%d9%8a-%d8%a8%d9%8a%d8%ab%d9%88%d9%86\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0633\u0628\u0628\u064a\u0629 \u062c\u0631\u0627\u0646\u062c\u0631 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646"},"content":{"rendered":"

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\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0633\u0628\u0628\u064a\u0629 \u062c\u0631\u0627\u0646\u062c\u0631<\/strong> \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0625\u062d\u062f\u0649 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0645\u0641\u064a\u062f\u0629 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0623\u062e\u0631\u0649 \u0623\u0645 \u0644\u0627.<\/span><\/p>\n

\u064a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a \u0627\u0644\u0635\u0641\u0631\u064a\u0629 \u0648\u0627\u0644\u0628\u062f\u064a\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n

\u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0635\u0641\u0631\u064a\u0629 (H 0<\/sub> ):<\/strong> \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 x<\/em> \u0644\u0627 \u062a\u0633\u0628\u0628 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 y<\/em> \u0644\u062c\u0631\u0627\u0646\u062c\u0631<\/span><\/p>\n

\u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0628\u062f\u064a\u0644\u0629 ( HA<\/sub> ):<\/strong> \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 x<\/em> \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0644\u062c\u0631\u0627\u0646\u062c\u0631 \u062a\u0633\u0628\u0628 y<\/em><\/span><\/p>\n

\u0645\u0635\u0637\u0644\u062d “\u0623\u0633\u0628\u0627\u0628 \u062c\u0631\u0627\u0646\u062c\u0631” \u064a\u0639\u0646\u064a \u0623\u0646 \u0645\u0639\u0631\u0641\u0629 \u0642\u064a\u0645\u0629 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 x<\/em> \u0628\u062a\u0623\u062e\u0631 \u0645\u0639\u064a\u0646 \u0645\u0641\u064a\u062f \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0642\u064a\u0645\u0629 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 y<\/em> \u0641\u064a \u0641\u062a\u0631\u0629 \u0644\u0627\u062d\u0642\u0629.<\/span><\/p>\n

\u064a\u0646\u062a\u062c \u0639\u0646 \u0647\u0630\u0627 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0627\u062e\u062a\u0628\u0627\u0631 F \u0645\u0639 \u0627\u0644\u0642\u064a\u0645\u0629 p<\/a> \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0629. \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0642\u064a\u0645\u0629 p \u0623\u0642\u0644 \u0645\u0646<\/span> \u0645\u0633\u062a\u0648\u0649 \u0645\u0639\u064a\u0646 \u0645\u0646 \u0627\u0644\u0623\u0647\u0645\u064a\u0629 (\u0623\u064a \u03b1 = 0.05)\u060c \u0641\u064a\u0645\u0643\u0646\u0646\u0627 \u0631\u0641\u0636 \u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0639\u062f\u0645 \u0648\u0646\u0633\u062a\u0646\u062a\u062c \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0623\u062f\u0644\u0629 \u0643\u0627\u0641\u064a\u0629 \u0644\u0644\u062a\u0623\u0643\u064a\u062f \u0639\u0644\u0649 \u0623\u0646 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 x<\/em> Granger \u062a\u0633\u0628\u0628 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 y.<\/span><\/p>\n

\u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 grangercausalitytests()<\/a> \u200e \u0645\u0646 \u062d\u0632\u0645\u0629 statsmodels \u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 Granger-Causality \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646:<\/span><\/p>\n

 from<\/span> statsmodels. tsa<\/span> . stattools<\/span> import<\/span> grangercausalitytests\n\n#perform Granger-Causality test<\/span>\ngrangercausalitytests(df[[' column1<\/span> ', ' column2<\/span> ']], maxlag=[ 3<\/span> ])\n<\/strong><\/pre>\n
 \u0644\u0627\u062d\u0638 \u0623\u0646 maxlag<\/strong> \u064a\u062d\u062f\u062f \u0639\u062f\u062f \u0627\u0644\u0641\u062a\u0631\u0627\u062a \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u0633\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0627\u0644\u0623\u0648\u0644\u0649.<\/span><\/span><\/p>\n
 \u064a\u0648\u0636\u062d \u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u062a\u0627\u0644\u064a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0639\u0645\u0644\u064a\u064b\u0627.<\/span><\/p>\n
 \u0627\u0644\u062e\u0637\u0648\u0629 1: \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/span><\/h3>\n
 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0633\u0646\u0633\u062a\u062e\u062f\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0642\u064a\u0645 \u0644\u0639\u062f\u062f \u0627\u0644\u0628\u064a\u0636 \u0627\u0644\u0645\u0646\u062a\u062c \u0648\u0643\u0630\u0644\u0643 \u0639\u062f\u062f \u0627\u0644\u062f\u062c\u0627\u062c \u0641\u064a \u0627\u0644\u0648\u0644\u0627\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u062f\u0629 \u0645\u0646 \u0639\u0627\u0645 1930 \u0625\u0644\u0649 \u0639\u0627\u0645 1983:<\/span><\/p>\n
 import<\/span> pandas as<\/span> pd\n\n#define URL where dataset is located\n<\/span>url = \"https:\/\/raw.githubusercontent.com\/- Statorials\/Miscellaneous\/main\/chicken_egg.txt\"\n\n#read in dataset as pandas DataFrame\n<\/span>df = pd. read_csv<\/span> (url, sep=\" \")\n\n#view first five rows of DataFrame\n<\/span>df. head<\/span> ()\n\n\tyear chicken egg\n0 1930 468491 3581\n1 1931 449743 3532\n2 1932 436815 3327\n3 1933 444523 3255\n4 1934 433937 3156\n<\/strong><\/pre>\n
 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629: \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0633\u0628\u0628\u064a\u0629 \u0644\u062c\u0631\u0627\u0646\u062c\u0631<\/strong><\/span><\/h3>\n
 \u0628\u0639\u062f \u0630\u0644\u0643\u060c \u0633\u0648\u0641 \u0646\u0633\u062a\u062e\u062f\u0645 \u0648\u0638\u064a\u0641\u0629 Grangercausalitytests<\/strong> ()<\/strong> \u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 \u0633\u0628\u0628\u064a\u0629 Granger \u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0639\u062f\u062f \u0627\u0644\u0628\u064a\u0636 \u0627\u0644\u0630\u064a \u062a\u0645 \u0625\u0646\u062a\u0627\u062c\u0647 \u064a\u062a\u0646\u0628\u0623 \u0628\u0627\u0644\u0639\u062f\u062f \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a \u0644\u0644\u062f\u062c\u0627\u062c. \u0633\u0646\u0642\u0648\u0645 \u0628\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062b\u0644\u0627\u062b\u0629 \u0625\u0632\u0627\u062d\u0627\u062a:<\/span><\/p>\n
 from<\/span> statsmodels. tsa<\/span> . stattools<\/span> import<\/span> grangercausalitytests<\/span>\n\n#perform Granger-Causality test<\/span>\ngrangercausalitytests(df[[' chicken<\/span> ', ' egg<\/span> ']], maxlag=[ 3<\/span> ])\n\nGranger Causality\nnumber of lags (no zero) 3\nssr based F test: F=5.4050, p=0.0030, df_denom=44, df_num=3\nssr based chi2 test: chi2=18.7946, p=0.0003, df=3\nlikelihood ratio test: chi2=16.0003, p=0.0011, df=3\nparameter F test: F=5.4050, p=0.0030, df_denom=44, df_num=3<\/strong><\/pre>\n
 \u062a\u0628\u064a\u0646 \u0623\u0646 \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0627\u062e\u062a\u0628\u0627\u0631 F \u0647\u064a 5.405<\/strong> \u0648\u0627\u0644\u0642\u064a\u0645\u0629 p \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0629 \u0647\u064a 0.0030<\/strong> .<\/span><\/p>\n
 \u0648\u0628\u0645\u0627 \u0623\u0646 \u0627\u0644\u0642\u064a\u0645\u0629 p \u0623\u0642\u0644 \u0645\u0646 0.05\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0631\u0641\u0636 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0635\u0641\u0631\u064a\u0629 \u0644\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0646\u0633\u062a\u0646\u062a\u062c \u0623\u0646 \u0645\u0639\u0631\u0641\u0629 \u0639\u062f\u062f \u0627\u0644\u0628\u064a\u0636 \u0645\u0641\u064a\u062f \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0639\u062f\u062f \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a \u0644\u0644\u062f\u062c\u0627\u062c.<\/span><\/p>\n
 \u0627\u0644\u062e\u0637\u0648\u0629 3: \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0633\u0628\u0628\u064a\u0629 \u0644\u062c\u0631\u0627\u0646\u062c\u0631 \u0641\u064a \u0627\u0644\u0627\u062a\u062c\u0627\u0647 \u0627\u0644\u0645\u0639\u0627\u0643\u0633<\/strong><\/span><\/h3>\n
 \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646\u0646\u0627 \u0631\u0641\u0636\u0646\u0627 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0635\u0641\u0631\u064a\u0629 \u0644\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u060c \u0641\u0645\u0646 \u0627\u0644\u0645\u0645\u0643\u0646 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639 \u0623\u0646 \u062a\u062d\u062f\u062b \u062d\u0627\u0644\u0629 \u0633\u0628\u0628\u064a\u0629 \u0639\u0643\u0633\u064a\u0629. \u0628\u0645\u0639\u0646\u0649 \u0622\u062e\u0631\u060c \u0645\u0646 \u0627\u0644\u0645\u0645\u0643\u0646 \u0623\u0646 \u064a\u062a\u0633\u0628\u0628 \u0639\u062f\u062f \u0627\u0644\u062f\u062c\u0627\u062c \u0641\u064a \u062a\u063a\u064a\u064a\u0631 \u0639\u062f\u062f \u0627\u0644\u0628\u064a\u0636.<\/span><\/p>\n
 \u0644\u0627\u0633\u062a\u0628\u0639\u0627\u062f \u0647\u0630\u0627 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u060c \u0646\u062d\u0646 \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0633\u0628\u0628\u064a\u0629 \u062c\u0631\u0627\u0646\u062c\u0631 \u0641\u064a \u0627\u0644\u0627\u062a\u062c\u0627\u0647 \u0627\u0644\u0645\u0639\u0627\u0643\u0633\u060c \u0648\u0630\u0644\u0643 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u062c\u0627\u062c \u0643\u0645\u062a\u063a\u064a\u0631 \u0645\u062a\u0646\u0628\u0626 \u0648\u0627\u0644\u0628\u064a\u0636 \u0643\u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629<\/a> :<\/span><\/p>\n
 from<\/span> statsmodels. tsa<\/span> . stattools<\/span> import<\/span> grangercausalitytests<\/span>\n\n#perform Granger-Causality test<\/span>\ngrangercausalitytests(df[[' egg<\/span> ', ' chicken<\/span> ']], maxlag=[ 3<\/span> ])\n\nGranger Causality\nnumber of lags (no zero) 3\nssr based F test: F=0.5916, p=0.6238, df_denom=44, df_num=3\nssr based chi2 test: chi2=2.0572, p=0.5606, df=3\nlikelihood ratio test: chi2=2.0168, p=0.5689, df=3\nparameter F test: F=0.5916, p=0.6238, df_denom=44, df_num=3\n<\/strong><\/pre>\n
 \u062a\u0628\u064a\u0646 \u0623\u0646 \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0627\u062e\u062a\u0628\u0627\u0631 F \u0647\u064a 0.5916<\/strong> \u0648\u0627\u0644\u0642\u064a\u0645\u0629 p \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0629 \u0647\u064a 0.6238<\/strong> .<\/span><\/p>\n
 \u0648\u0628\u0645\u0627 \u0623\u0646 \u0627\u0644\u0642\u064a\u0645\u0629 p \u0644\u0627 \u062a\u0642\u0644 \u0639\u0646 0.05\u060c \u0641\u0644\u0627 \u064a\u0645\u0643\u0646\u0646\u0627 \u0631\u0641\u0636 \u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0639\u062f\u0645. \u0648\u0628\u0639\u0628\u0627\u0631\u0629 \u0623\u062e\u0631\u0649\u060c \u0641\u0625\u0646 \u0639\u062f\u062f \u0627\u0644\u062f\u062c\u0627\u062c\u0627\u062a \u0644\u0627 \u064a\u062a\u0646\u0628\u0623 \u0628\u0639\u062f\u062f \u0627\u0644\u0628\u064a\u0636 \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644.<\/span><\/p>\n
 \u0648\u0647\u0643\u0630\u0627 \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u0633\u062a\u0646\u062a\u062c \u0623\u0646 \u0645\u0639\u0631\u0641\u0629 \u0639\u062f\u062f \u0627\u0644\u0628\u064a\u0636 \u0645\u0641\u064a\u062f \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0639\u062f\u062f \u0627\u0644\u062f\u062c\u0627\u062c \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644.<\/span><\/p>\n
 \u0645\u0635\u0627\u062f\u0631 \u0625\u0636\u0627\u0641\u064a\u0629<\/strong><\/span><\/h3>\n
 \u062a\u0634\u0631\u062d \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0643\u064a\u0641\u064a\u0629 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646:<\/span><\/p>\n
 \u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0645\u0624\u0627\u0645\u0631\u0629 \u0633\u0644\u0633\u0644\u0629 \u0632\u0645\u0646\u064a\u0629 \u0641\u064a \u0633\u064a\u0628\u0648\u0631\u0646<\/a>
 \u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0645\u0624\u0627\u0645\u0631\u0629 \u0633\u0644\u0633\u0644\u0629 \u0632\u0645\u0646\u064a\u0629 \u0641\u064a Matplotlib<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"
\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0633\u0628\u0628\u064a\u0629 \u062c\u0631\u0627\u0646\u062c\u0631 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0625\u062d\u062f\u0649 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0645\u0641\u064a\u062f\u0629 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0623\u062e\u0631\u0649 \u0623\u0645 \u0644\u0627. \u064a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a \u0627\u0644\u0635\u0641\u0631\u064a\u0629 \u0648\u0627\u0644\u0628\u062f\u064a\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629: \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0635\u0641\u0631\u064a\u0629 (H 0 ): \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 x \u0644\u0627 \u062a\u0633\u0628\u0628 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 y \u0644\u062c\u0631\u0627\u0646\u062c\u0631 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0628\u062f\u064a\u0644\u0629 ( HA ): \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 x \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0644\u062c\u0631\u0627\u0646\u062c\u0631 \u062a\u0633\u0628\u0628 y \u0645\u0635\u0637\u0644\u062d “\u0623\u0633\u0628\u0627\u0628 \u062c\u0631\u0627\u0646\u062c\u0631” […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"yoast_head":"\n\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0633\u0628\u0628\u064a\u0629 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content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0633\u0628\u0628\u064a\u0629 \u0644\u062c\u0631\u0627\u0646\u062c\u0631 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646 - Statorials\" \/>\n<meta property=\"og:description\" content=\"\u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 Granger-Causality \u0641\u064a \u0644\u063a\u0629 Python\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0645\u062b\u0627\u0644 \u0643\u0627\u0645\u0644.\" \/>\n<meta property=\"og:url\" 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