{"id":905,"date":"2023-07-28T08:34:13","date_gmt":"2023-07-28T08:34:13","guid":{"rendered":"https:\/\/statorials.org\/uk\/%d0%bf%d0%b0%d0%bd%d0%b5%d0%bb%d1%96-%d0%bf%d0%be%d0%bc%d0%b8%d0%bb%d0%be%d0%ba-python\/"},"modified":"2023-07-28T08:34:13","modified_gmt":"2023-07-28T08:34:13","slug":"%d0%bf%d0%b0%d0%bd%d0%b5%d0%bb%d1%96-%d0%bf%d0%be%d0%bc%d0%b8%d0%bb%d0%be%d0%ba-python","status":"publish","type":"post","link":"https:\/\/statorials.org\/uk\/%d0%bf%d0%b0%d0%bd%d0%b5%d0%bb%d1%96-%d0%bf%d0%be%d0%bc%d0%b8%d0%bb%d0%be%d0%ba-python\/","title":{"rendered":"\u042f\u043a \u0434\u043e\u0434\u0430\u0442\u0438 \u0440\u044f\u0434\u043a\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a \u0434\u043e \u0434\u0456\u0430\u0433\u0440\u0430\u043c \u0443 python"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0427\u0430\u0441\u0442\u043e \u0432\u0438 \u043c\u043e\u0436\u0435\u0442\u0435 \u0434\u043e\u0434\u0430\u0442\u0438 <strong>\u0441\u043c\u0443\u0436\u043a\u0438 \u043f\u043e\u0445\u0438\u0431\u043e\u043a<\/strong> \u0434\u043e \u0433\u0440\u0430\u0444\u0456\u043a\u0456\u0432 \u0443 Python, \u0449\u043e\u0431 \u0437\u0430\u0444\u0456\u043a\u0441\u0443\u0432\u0430\u0442\u0438 \u043d\u0435\u0432\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u0456\u0441\u0442\u044c \u0432\u0438\u043c\u0456\u0440\u044e\u0432\u0430\u043d\u044c \u0430\u0431\u043e \u043e\u0431\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u044c. \u041d\u0430 \u0449\u0430\u0441\u0442\u044f, \u0446\u0435 \u043b\u0435\u0433\u043a\u043e \u0437\u0440\u043e\u0431\u0438\u0442\u0438 \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e \u0431\u0456\u0431\u043b\u0456\u043e\u0442\u0435\u043a\u0438 matplotlib.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0423 \u0446\u044c\u043e\u043c\u0443 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a\u0443 \u043f\u043e\u044f\u0441\u043d\u044e\u0454\u0442\u044c\u0441\u044f, \u044f\u043a \u0434\u043e\u0434\u0430\u0442\u0438 \u0441\u043c\u0443\u0436\u043a\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a \u0434\u043e \u0433\u0456\u0441\u0442\u043e\u0433\u0440\u0430\u043c \u0456 \u043b\u0456\u043d\u0456\u0439\u043d\u0438\u0445 \u0434\u0456\u0430\u0433\u0440\u0430\u043c \u0443 Python.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u0421\u043c\u0443\u0433\u0438 \u043f\u043e\u0445\u0438\u0431\u043e\u043a \u0443 \u0441\u0442\u043e\u0432\u043f\u0447\u0430\u0441\u0442\u0438\u0445 \u0434\u0456\u0430\u0433\u0440\u0430\u043c\u0430\u0445<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u0438\u043f\u0443\u0441\u0442\u0438\u043c\u043e, \u0443 \u043d\u0430\u0441 \u0454 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0439 \u043d\u0430\u0431\u0456\u0440 \u0434\u0430\u043d\u0438\u0445 \u0456\u0437 10 \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0443 Python:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #107d3f;\">import<\/span> matplotlib.pyplot <span style=\"color: #107d3f;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#define dataset<\/span>\ndata = [4, 6, 6, 8, 9, 14, 16, 16, 17, 20]<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0429\u043e\u0431 \u0441\u0442\u0432\u043e\u0440\u0438\u0442\u0438 \u0433\u0456\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u0443 \u0437\u0456 \u0441\u043c\u0443\u0436\u043a\u0430\u043c\u0438 \u043f\u043e\u0445\u0438\u0431\u043e\u043a \u0434\u043b\u044f \u0446\u044c\u043e\u0433\u043e \u043d\u0430\u0431\u043e\u0440\u0443 \u0434\u0430\u043d\u0438\u0445, \u043c\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u0432\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0438 \u0448\u0438\u0440\u0438\u043d\u0443 \u0441\u043c\u0443\u0436\u043e\u043a \u043f\u043e\u0445\u0438\u0431\u043e\u043a \u044f\u043a <strong>\u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u0443 \u043f\u043e\u043c\u0438\u043b\u043a\u0443<\/strong> , \u044f\u043a\u0430 \u043e\u0431\u0447\u0438\u0441\u043b\u044e\u0454\u0442\u044c\u0441\u044f<\/span><strong><br \/><\/strong><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u0430 \u043f\u043e\u0445\u0438\u0431\u043a\u0430 = s \/ \u221an<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0437\u043e\u043b\u043e\u0442\u043e:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>s:<\/strong> \u0432\u0438\u0431\u0456\u0440\u043a\u043e\u0432\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u0435 \u0432\u0456\u0434\u0445\u0438\u043b\u0435\u043d\u043d\u044f<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>n:<\/strong> \u0440\u043e\u0437\u043c\u0456\u0440 \u0432\u0438\u0431\u0456\u0440\u043a\u0438<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0439 \u043a\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u0443\u0454, \u044f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u0443 \u043f\u043e\u043c\u0438\u043b\u043a\u0443 \u0434\u043b\u044f \u0446\u044c\u043e\u0433\u043e \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0443:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate standard error<\/span>\nstd_error = np.std(data, ddof=1) \/ np.sqrt(len(data))\n\n<span style=\"color: #008080;\">#view standard error<\/span>\nstd_error\n\n1.78\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u0440\u0435\u0448\u0442\u0456, \u043c\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u0441\u0442\u0432\u043e\u0440\u0438\u0442\u0438 \u0433\u0456\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u0443, \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0447\u0438 \u0441\u043c\u0443\u0433\u0438 \u043f\u043e\u0445\u0438\u0431\u043e\u043a, \u0448\u0438\u0440\u0438\u043d\u0430 \u044f\u043a\u0438\u0445 \u0434\u043e\u0440\u0456\u0432\u043d\u044e\u0454 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u0456\u0439 \u043f\u043e\u0445\u0438\u0431\u0446\u0456:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define chart<\/span> \nfig, ax = plt.subplots()\n\n<span style=\"color: #008080;\">#create chart<\/span>\nax.bar(x=np.arange(len(data)), <span style=\"color: #008080;\">#x-coordinates of bars<\/span>\n       height=data, <span style=\"color: #008080;\">#height of bars<\/span>\n       yerr=std_error, <span style=\"color: #008080;\">#error bar width<\/span>\n       capsize=4) <span style=\"color: #008080;\">#length of error bar caps<\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9718 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/erreur_bar_python1.png\" alt=\"\u0413\u0456\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u0430 \u0437\u0456 \u0441\u043c\u0443\u0436\u043a\u0430\u043c\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a \u0443 Python\" width=\"438\" height=\"297\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">\u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u0430 \u043f\u043e\u0445\u0438\u0431\u043a\u0430 \u0432\u0438\u044f\u0432\u0438\u043b\u0430\u0441\u044f <strong>1,78<\/strong> . \u0426\u0435 \u0448\u0438\u0440\u0438\u043d\u0430 \u0441\u043c\u0443\u0433\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a, \u044f\u043a\u0430 \u0442\u044f\u0433\u043d\u0435\u0442\u044c\u0441\u044f \u0432 \u0431\u0443\u0434\u044c-\u044f\u043a\u043e\u043c\u0443 \u043d\u0430\u043f\u0440\u044f\u043c\u043a\u0443 \u0432\u0456\u0434 \u0442\u043e\u0447\u043a\u043e\u0432\u0438\u0445 \u043e\u0446\u0456\u043d\u043e\u043a \u043d\u0430 \u0433\u0440\u0430\u0444\u0456\u043a\u0443. \u041d\u0430\u043f\u0440\u0438\u043a\u043b\u0430\u0434, \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u043f\u0435\u0440\u0448\u043e\u0433\u043e \u0441\u0442\u043e\u0432\u043f\u0447\u0438\u043a\u0430 \u043d\u0430 \u0434\u0456\u0430\u0433\u0440\u0430\u043c\u0456 \u0434\u043e\u0440\u0456\u0432\u043d\u044e\u0454 4, \u0442\u043e\u043c\u0443 \u0432\u0456\u043d \u043c\u0430\u0454 \u0440\u044f\u0434\u043e\u043a \u043f\u043e\u043c\u0438\u043b\u043e\u043a, \u044f\u043a\u0438\u0439 \u043f\u043e\u0447\u0438\u043d\u0430\u0454\u0442\u044c\u0441\u044f \u0437:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u041d\u0438\u0436\u043d\u044f \u043c\u0435\u0436\u0430: 4 \u2013 178 = <strong>2,22<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0412\u0435\u0440\u0445\u043d\u0456\u0439 \u043a\u0440\u0430\u0439: 4 + 1,78 = <strong>5,78<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u041a\u043e\u0436\u0435\u043d \u0440\u044f\u0434\u043e\u043a \u043f\u043e\u043c\u0438\u043b\u043e\u043a \u043d\u0430 \u0434\u0456\u0430\u0433\u0440\u0430\u043c\u0456 \u043c\u0430\u0454 \u043e\u0434\u043d\u0430\u043a\u043e\u0432\u0443 \u0448\u0438\u0440\u0438\u043d\u0443.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u0421\u043c\u0443\u0433\u0438 \u043f\u043e\u0445\u0438\u0431\u043e\u043a \u0443 \u043b\u0456\u043d\u0456\u0439\u043d\u0438\u0445 \u0434\u0456\u0430\u0433\u0440\u0430\u043c\u0430\u0445<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0423 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u043e\u043c\u0443 \u043a\u043e\u0434\u0456 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u044f\u043a \u0441\u0442\u0432\u043e\u0440\u0438\u0442\u0438 \u043b\u0456\u043d\u0456\u0439\u043d\u0443 \u0434\u0456\u0430\u0433\u0440\u0430\u043c\u0443 \u0437\u0456 \u0441\u043c\u0443\u0436\u043a\u0430\u043c\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a \u0434\u043b\u044f \u0442\u043e\u0433\u043e \u0441\u0430\u043c\u043e\u0433\u043e \u043d\u0430\u0431\u043e\u0440\u0443 \u0434\u0430\u043d\u0438\u0445:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #107d3f;\">import<\/span> matplotlib.pyplot <span style=\"color: #107d3f;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#define data<\/span>\ndata = [4, 6, 6, 8, 9, 14, 16, 16, 17, 20]\n\n<span style=\"color: #008080;\">#define x and y coordinates\n<\/span>x = np.arange(len(data))\ny = data\n\n<span style=\"color: #008080;\">#create line chart with error bars\n<\/span>fig, ax = plt.subplots()\n\nax.errorbar(x, y,\n            yerr=std_error,\n            capsize=4)<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9720 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/erreur_bar_python2.png\" alt=\"\u041b\u0456\u043d\u0456\u0439\u043d\u0430 \u0434\u0456\u0430\u0433\u0440\u0430\u043c\u0430 \u0437\u0456 \u0441\u043c\u0443\u0433\u0430\u043c\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a \u0443 Python\" width=\"397\" height=\"266\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">\u0417\u0430\u0443\u0432\u0430\u0436\u0442\u0435, \u0449\u043e \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 <strong>yerr<\/strong> \u043f\u043e\u0432\u0456\u0434\u043e\u043c\u043b\u044f\u0454 Python \u0441\u0442\u0432\u043e\u0440\u0438\u0442\u0438 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u0456 \u0441\u043c\u0443\u0433\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a. \u0417\u0430\u043c\u0456\u0441\u0442\u044c \u0446\u044c\u043e\u0433\u043e \u043c\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430\u043b\u044c\u043d\u0456 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u0456 \u0441\u043c\u0443\u0433\u0438 \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0443 <strong>xerr<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create line chart with horizontal error bars\n<\/span>fig, ax = plt.subplots()\n\nax.errorbar(x, y,\n            <span style=\"color: #3366ff;\">xerr<\/span> =std_error,\n            capsize=4)<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9721 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/erreur_bar_python3.png\" alt=\"\u0421\u043c\u0443\u0433\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a \u0443 \u0434\u0456\u0430\u0433\u0440\u0430\u043c\u0456 Python\" width=\"418\" height=\"289\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\"><em>\u0412\u0438 \u043c\u043e\u0436\u0435\u0442\u0435 \u0437\u043d\u0430\u0439\u0442\u0438 \u0431\u0456\u043b\u044c\u0448\u0435 \u043f\u043e\u0441\u0456\u0431\u043d\u0438\u043a\u0456\u0432 \u0437 Python <a href=\"https:\/\/statorials.org\" target=\"_blank\" rel=\"noopener\">\u0442\u0443\u0442<\/a> .<\/em><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0427\u0430\u0441\u0442\u043e \u0432\u0438 \u043c\u043e\u0436\u0435\u0442\u0435 \u0434\u043e\u0434\u0430\u0442\u0438 \u0441\u043c\u0443\u0436\u043a\u0438 \u043f\u043e\u0445\u0438\u0431\u043e\u043a \u0434\u043e \u0433\u0440\u0430\u0444\u0456\u043a\u0456\u0432 \u0443 Python, \u0449\u043e\u0431 \u0437\u0430\u0444\u0456\u043a\u0441\u0443\u0432\u0430\u0442\u0438 \u043d\u0435\u0432\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u0456\u0441\u0442\u044c \u0432\u0438\u043c\u0456\u0440\u044e\u0432\u0430\u043d\u044c \u0430\u0431\u043e \u043e\u0431\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u044c. \u041d\u0430 \u0449\u0430\u0441\u0442\u044f, \u0446\u0435 \u043b\u0435\u0433\u043a\u043e \u0437\u0440\u043e\u0431\u0438\u0442\u0438 \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e \u0431\u0456\u0431\u043b\u0456\u043e\u0442\u0435\u043a\u0438 matplotlib. \u0423 \u0446\u044c\u043e\u043c\u0443 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a\u0443 \u043f\u043e\u044f\u0441\u043d\u044e\u0454\u0442\u044c\u0441\u044f, \u044f\u043a \u0434\u043e\u0434\u0430\u0442\u0438 \u0441\u043c\u0443\u0436\u043a\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a \u0434\u043e \u0433\u0456\u0441\u0442\u043e\u0433\u0440\u0430\u043c \u0456 \u043b\u0456\u043d\u0456\u0439\u043d\u0438\u0445 \u0434\u0456\u0430\u0433\u0440\u0430\u043c \u0443 Python. \u0421\u043c\u0443\u0433\u0438 \u043f\u043e\u0445\u0438\u0431\u043e\u043a \u0443 \u0441\u0442\u043e\u0432\u043f\u0447\u0430\u0441\u0442\u0438\u0445 \u0434\u0456\u0430\u0433\u0440\u0430\u043c\u0430\u0445 \u041f\u0440\u0438\u043f\u0443\u0441\u0442\u0438\u043c\u043e, \u0443 \u043d\u0430\u0441 \u0454 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0439 \u043d\u0430\u0431\u0456\u0440 \u0434\u0430\u043d\u0438\u0445 \u0456\u0437 10 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u042f\u043a \u0434\u043e\u0434\u0430\u0442\u0438 \u0440\u044f\u0434\u043a\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a \u0434\u043e \u0434\u0456\u0430\u0433\u0440\u0430\u043c \u0443 Python - 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