{"id":4616,"date":"2023-07-09T14:43:59","date_gmt":"2023-07-09T14:43:59","guid":{"rendered":"https:\/\/statorials.org\/ru\/%d1%81%d1%82%d0%b0%d0%bd%d0%b4%d0%b0%d1%80%d1%82%d0%b8%d0%b7%d0%b8%d1%80%d0%be%d0%b2%d0%b0%d0%bd%d0%bd%d1%8b%d0%b5-%d0%ba%d0%be%d1%8d%d1%84%d1%84%d0%b8%d1%86%d0%b8%d0%b5%d0%bd%d1%82%d1%8b-%d1%80%d0%b5\/"},"modified":"2023-07-09T14:43:59","modified_gmt":"2023-07-09T14:43:59","slug":"%d1%81%d1%82%d0%b0%d0%bd%d0%b4%d0%b0%d1%80%d1%82%d0%b8%d0%b7%d0%b8%d1%80%d0%be%d0%b2%d0%b0%d0%bd%d0%bd%d1%8b%d0%b5-%d0%ba%d0%be%d1%8d%d1%84%d1%84%d0%b8%d1%86%d0%b8%d0%b5%d0%bd%d1%82%d1%8b-%d1%80%d0%b5","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/%d1%81%d1%82%d0%b0%d0%bd%d0%b4%d0%b0%d1%80%d1%82%d0%b8%d0%b7%d0%b8%d1%80%d0%be%d0%b2%d0%b0%d0%bd%d0%bd%d1%8b%d0%b5-%d0%ba%d0%be%d1%8d%d1%84%d1%84%d0%b8%d1%86%d0%b8%d0%b5%d0%bd%d1%82%d1%8b-%d1%80%d0%b5\/","title":{"rendered":"\u041a\u0430\u043a \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438 \u0432 r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u041e\u0431\u044b\u0447\u043d\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u043c <a href=\"https:\/\/statorials.org\/ru\/\u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f-\u043b\u0438\u043d\u0435\u0438\u043d\u0430\u044f-\u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f-r\/\" target=\"_blank\" rel=\"noopener\">\u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u043d\u0435\u0439\u043d\u0443\u044e \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044e<\/a> , \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0435 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438 \u0432 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0438 <strong>\u043d\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0438\u0440\u0443\u044e\u0442\u0441\u044f<\/strong> , \u0442\u043e \u0435\u0441\u0442\u044c \u043e\u043d\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u043d\u0435\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f \u043f\u043e\u0438\u0441\u043a\u0430 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0449\u0435\u0439 \u043b\u0438\u043d\u0438\u0438.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>model &lt;- lm(price ~ age + sqfeet, data=df)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u041e\u0434\u043d\u0430\u043a\u043e \u043c\u043e\u0436\u043d\u043e <strong>\u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c<\/strong> \u043a\u0430\u0436\u0434\u0443\u044e \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e-\u043f\u0440\u0435\u0434\u0438\u043a\u0442\u043e\u0440 \u0438 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043e\u0442\u043a\u043b\u0438\u043a\u0430 (\u043f\u0443\u0442\u0435\u043c \u0432\u044b\u0447\u0438\u0442\u0430\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u043d\u0435\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0438\u0437 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u0438 \u043f\u043e\u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0435\u0433\u043e \u043d\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445), \u0430 \u0437\u0430\u0442\u0435\u043c \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044e, \u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0447\u0435\u0433\u043e <strong>\u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0421\u0430\u043c\u044b\u0439 \u043f\u0440\u043e\u0441\u0442\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438 \u0432 R \u2014 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <a href=\"https:\/\/statorials.org\/ru\/\u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u0430\u044f-\u0444\u0443\u043d\u043a\u0446\u0438\u044f-\u0432-r\/\" target=\"_blank\" rel=\"noopener\">Scale()<\/a> \u0434\u043b\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>model &lt;- lm(scale(price) ~ scale(age) + scale(sqfeet), data=df)<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0412 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438.<\/span><\/p>\n<h2> <strong>\u041f\u0440\u0438\u043c\u0435\u0440: \u041a\u0430\u043a \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438 \u0432 R<\/strong><\/h2>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u043c, \u0443 \u043d\u0430\u0441 \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043d\u0430\u0431\u043e\u0440 \u0434\u0430\u043d\u043d\u044b\u0445, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u043e \u0432\u043e\u0437\u0440\u0430\u0441\u0442\u0435, \u043f\u043b\u043e\u0449\u0430\u0434\u0438 \u0438 \u0446\u0435\u043d\u0435 \u043f\u0440\u043e\u0434\u0430\u0436\u0438 12 \u0434\u043e\u043c\u043e\u0432:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data frame\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (age=c(4, 7, 10, 15, 16, 18, 24, 28, 30, 35, 40, 44),\n                 sqfeet=c(2600, 2800, 1700, 1300, 1500, 1800,\n                          1200, 2200, 1800, 1900, 2100, 1300),\n                 price=c(280000, 340000, 195000, 180000, 150000, 200000,\n                         180000, 240000, 200000, 180000, 260000, 140000))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>df\n\n   age square feet price\n1 4 2600 280000\n2 7 2800 340000\n3 10 1700 195000\n4 15 1300 180000\n5 16 1500 150000\n6 18 1800 200000\n7 24 1200 180000\n8 28 2200 240000\n9 30 1800 200000\n10 35 1900 180000\n11 40 2100 260000\n12 44 1300 140000\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u043c, \u043c\u044b \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u043c \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u043d\u0435\u0439\u043d\u0443\u044e \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044e, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f <strong>\u0432\u043e\u0437\u0440\u0430\u0441\u0442<\/strong> \u0438 <strong>\u043f\u043b\u043e\u0449\u0430\u0434\u044c \u0432 \u043a\u0432\u0430\u0434\u0440\u0430\u0442\u043d\u044b\u0445 \u0444\u0443\u0442\u0430\u0445<\/strong> \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445-\u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u0439, \u0430 <strong>\u0446\u0435\u043d\u0443<\/strong> \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u043e\u0442\u0432\u0435\u0442\u0430:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#fit regression model\n<\/span>model &lt;- lm(price ~ age + sqfeet, data=df)\n\n<span style=\"color: #008080;\">#view model summary\n<\/span>summary(model)\n\nCall:\nlm(formula = price ~ age + sqfeet, data = df)\n\nResiduals:\n   Min 1Q Median 3Q Max \n-32038 -10526 -6139 21641 34060 \n\nCoefficients:\n            Estimate Std. Error t value Pr(&gt;|t|)    \n(Intercept) 34736.54 37184.32 0.934 0.374599    \nage -409.83 612.46 -0.669 0.520187    \nsqfeet 100.87 15.75 6.405 0.000125 ***\n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n\nResidual standard error: 24690 on 9 degrees of freedom\nMultiple R-squared: 0.8508, Adjusted R-squared: 0.8176 \nF-statistic: 25.65 on 2 and 9 DF, p-value: 0.0001916\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0418\u0437 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u043c\u044b \u0432\u0438\u0434\u0438\u043c <strong>\u043d\u0435\u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438<\/strong> :<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u041f\u0435\u0440\u0435\u0445\u0432\u0430\u0442: <strong>34736,54<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0412\u043e\u0437\u0440\u0430\u0441\u0442: <strong>-409,83<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">\u041a\u0432\u0430\u0434\u0440\u0430\u0442\u043d\u044b\u0435 \u0444\u0443\u0442\u044b: <strong>100,87<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u041d\u0430 \u043f\u0435\u0440\u0432\u044b\u0439 \u0432\u0437\u0433\u043b\u044f\u0434 \u043a\u0430\u0436\u0435\u0442\u0441\u044f, \u0447\u0442\u043e \u0432\u043e\u0437\u0440\u0430\u0441\u0442 \u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u043e\u0440\u0430\u0437\u0434\u043e \u0431\u043e\u043b\u044c\u0448\u0435\u0435 \u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430 \u0446\u0435\u043d\u0443 \u043d\u0435\u0434\u0432\u0438\u0436\u0438\u043c\u043e\u0441\u0442\u0438, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0435\u0433\u043e \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438 \u0440\u0430\u0432\u0435\u043d <strong>-409,833<\/strong> \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441\u043e \u0432\u0441\u0435\u0433\u043e \u043b\u0438\u0448\u044c <strong>100,866<\/strong> \u0434\u043b\u044f \u043f\u0440\u0435\u0434\u0438\u043a\u0442\u043e\u0440\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u043f\u043b\u043e\u0449\u0430\u0434\u0438 \u0432 \u043a\u0432\u0430\u0434\u0440\u0430\u0442\u043d\u044b\u0445 \u0444\u0443\u0442\u0430\u0445.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041e\u0434\u043d\u0430\u043a\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u0430\u044f \u043e\u0448\u0438\u0431\u043a\u0430 \u043d\u0430\u043c\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u0435 \u0434\u043b\u044f \u0432\u043e\u0437\u0440\u0430\u0441\u0442\u0430, \u0447\u0435\u043c \u0434\u043b\u044f \u043a\u0432\u0430\u0434\u0440\u0430\u0442\u043d\u044b\u0445 \u043c\u0435\u0442\u0440\u043e\u0432, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 p \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u0432\u0435\u043b\u0438\u043a\u043e \u0434\u043b\u044f \u0432\u043e\u0437\u0440\u0430\u0441\u0442\u0430 (p = 0,520) \u0438 \u043c\u0430\u043b\u043e \u0434\u043b\u044f \u043a\u0432\u0430\u0434\u0440\u0430\u0442\u043d\u044b\u0445 \u043c\u0435\u0442\u0440\u043e\u0432 (p = 0,000).<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u0438\u0447\u0438\u043d\u0430 \u043a\u0440\u0430\u0439\u043d\u0438\u0445 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0439 \u0432 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u0430\u0445 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438 \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 \u043a\u0440\u0430\u0439\u043d\u0438\u043c\u0438 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u044f\u043c\u0438 \u0432 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0430\u0445 \u0434\u0432\u0443\u0445 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u0417\u043d\u0430\u0447\u0435\u043d\u0438\u044f <strong>\u0432\u043e\u0437\u0440\u0430\u0441\u0442\u0430<\/strong> \u0432\u0430\u0440\u044c\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043e\u0442 4 \u0434\u043e 44 \u043b\u0435\u0442.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0417\u043d\u0430\u0447\u0435\u043d\u0438\u044f <strong>\u043a\u0432\u0430\u0434\u0440\u0430\u0442\u043d\u044b\u0445 \u043c\u0435\u0442\u0440\u043e\u0432<\/strong> \u0432\u0430\u0440\u044c\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043e\u0442 1200 \u0434\u043e 2800.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u043c, \u043c\u044b \u0432\u043c\u0435\u0441\u0442\u043e \u044d\u0442\u043e\u0433\u043e <strong>\u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0443\u0435\u043c<\/strong> \u043d\u0435\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0438 \u043f\u043e\u0434\u0433\u043e\u043d\u044f\u0435\u043c \u043d\u043e\u0432\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#standardize each variable and fit regression model\n<\/span>model_std &lt;- lm(scale(price) ~ scale(age) + scale(sqfeet), data=df)\n\n<span style=\"color: #008080;\">#turn off scientific notation<\/span>\noptions(scipen= <span style=\"color: #008000;\">999<\/span> )\n\n<span style=\"color: #008080;\">#view model summary\n<\/span>summary(model_std)\n\nCall:\nlm(formula = scale(price) ~ scale(age) + scale(sqfeet), data = df)\n\nResiduals:\n    Min 1Q Median 3Q Max \n-0.5541 -0.1820 -0.1062 0.3743 0.5891 \n\nCoefficients:\n                            Estimate Std. Error t value Pr(&gt;|t|)\n(Intercept) -0.0000000000000002253 0.1232881457926768426 0.000 1.000000\nscale(age) -0.0924421263946849786 0.1381464029075653854 -0.669 0.520187\nscale(sqfeet) 0.8848591938302141635 0.1381464029075653577 6.405 0.000125\n                 \n(Intercept)      \nscale(age)       \nscale(sqfeet)***\n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n\nResidual standard error: 0.4271 on 9 degrees of freedom\nMultiple R-squared: 0.8508, Adjusted R-squared: 0.8176 \nF-statistic: 25.65 on 2 and 9 DF, p-value: 0.0001916\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u041a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438 \u0432 \u044d\u0442\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435 <strong>\u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u044b<\/strong> , \u0442\u043e \u0435\u0441\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u044d\u0442\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0418\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u044f \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u043e\u0432 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0430\u044f:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u0423\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u0435 <strong>\u0432\u043e\u0437\u0440\u0430\u0441\u0442\u0430<\/strong> \u043d\u0430 \u043e\u0434\u043d\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435 \u0441\u0432\u044f\u0437\u0430\u043d\u043e \u0441\u043e \u0441\u043d\u0438\u0436\u0435\u043d\u0438\u0435\u043c \u0446\u0435\u043d\u044b \u043d\u0430 \u0436\u0438\u043b\u044c\u0435 <strong>\u043d\u0430 0,092<\/strong> \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0433\u043e \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f, \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438, \u0447\u0442\u043e \u043f\u043b\u043e\u0449\u0430\u0434\u044c \u0432 \u043a\u0432\u0430\u0434\u0440\u0430\u0442\u043d\u044b\u0445 \u0444\u0443\u0442\u0430\u0445 \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e\u0439.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0423\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u0435 <strong>\u043f\u043b\u043e\u0449\u0430\u0434\u0438 \u043d\u0430<\/strong> \u043e\u0434\u043d\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435 \u0441\u0432\u044f\u0437\u0430\u043d\u043e \u0441 \u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u0435\u043c \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u0438 \u0434\u043e\u043c\u0430 <strong>\u043d\u0430 0,885<\/strong> \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0433\u043e \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f, \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438, \u0447\u0442\u043e \u0432\u043e\u0437\u0440\u0430\u0441\u0442 \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u044b\u043c.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u0422\u0435\u043f\u0435\u0440\u044c \u043c\u044b \u0432\u0438\u0434\u0438\u043c, \u0447\u0442\u043e \u043f\u043b\u043e\u0449\u0430\u0434\u044c \u0432 \u043a\u0432\u0430\u0434\u0440\u0430\u0442\u043d\u044b\u0445 \u043c\u0435\u0442\u0440\u0430\u0445 \u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u043e\u0440\u0430\u0437\u0434\u043e \u0431\u043e\u043b\u044c\u0448\u0435\u0435 \u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430 \u0446\u0435\u043d\u044b \u043d\u0430 \u0436\u0438\u043b\u044c\u0435, \u0447\u0435\u043c \u0432\u043e\u0437\u0440\u0430\u0441\u0442.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435<\/strong> . \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u044f p \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439-\u043f\u0440\u0435\u0434\u0438\u043a\u0442\u043e\u0440\u0430 \u0442\u043e\u0447\u043d\u043e \u0442\u0430\u043a\u0438\u0435 \u0436\u0435, \u043a\u0430\u043a \u0438 \u0432 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0420\u0435\u0448\u0430\u044f, \u043a\u0430\u043a\u0443\u044e \u043e\u043a\u043e\u043d\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c, \u043c\u044b \u0442\u0435\u043f\u0435\u0440\u044c \u0437\u043d\u0430\u0435\u043c, \u0447\u0442\u043e <strong>\u043f\u043b\u043e\u0449\u0430\u0434\u044c \u0432 \u043a\u0432\u0430\u0434\u0440\u0430\u0442\u043d\u044b\u0445 \u0444\u0443\u0442\u0430\u0445<\/strong> \u0433\u043e\u0440\u0430\u0437\u0434\u043e \u0432\u0430\u0436\u043d\u0435\u0435 \u0434\u043b\u044f \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0446\u0435\u043d\u044b \u0434\u043e\u043c\u0430, \u0447\u0435\u043c <strong>\u0435\u0433\u043e \u0432\u043e\u0437\u0440\u0430\u0441\u0442<\/strong> .<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u044b<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0412 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0445 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\u0445 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0430 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u043e \u043c\u043e\u0434\u0435\u043b\u044f\u0445 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/ru\/\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c-\u0442\u0430\u0431\u043b\u0438\u0446\u0443-\u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u0438-\u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u041a\u0430\u043a \u0447\u0438\u0442\u0430\u0442\u044c \u0438 \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u0430\u0431\u043b\u0438\u0446\u0443 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u043a\u0430\u043a-\u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c-\u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b-\u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u041a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435-p-\u043b\u0438\u043d\u0435\u0438\u043d\u043e\u0438-\u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f P \u0432 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041e\u0431\u044b\u0447\u043d\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u043c \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u043d\u0435\u0439\u043d\u0443\u044e \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044e , \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0435 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438 \u0432 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0438\u0440\u0443\u044e\u0442\u0441\u044f , \u0442\u043e \u0435\u0441\u0442\u044c \u043e\u043d\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u043d\u0435\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f \u043f\u043e\u0438\u0441\u043a\u0430 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0449\u0435\u0439 \u043b\u0438\u043d\u0438\u0438. model &lt;- lm(price ~ age + sqfeet, data=df) \u041e\u0434\u043d\u0430\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043a\u0430\u0436\u0434\u0443\u044e \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e-\u043f\u0440\u0435\u0434\u0438\u043a\u0442\u043e\u0440 \u0438 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043e\u0442\u043a\u043b\u0438\u043a\u0430 (\u043f\u0443\u0442\u0435\u043c \u0432\u044b\u0447\u0438\u0442\u0430\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u043d\u0435\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0438\u0437 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u0438 [&hellip;]<\/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":[],"class_list":["post-4616","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u041a\u0430\u043a \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438 \u0432 R - Statorials<\/title>\n<meta name=\"description\" content=\"\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 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