{"id":989,"date":"2023-07-28T01:51:38","date_gmt":"2023-07-28T01:51:38","guid":{"rendered":"https:\/\/statorials.org\/ru\/%d0%ba%d0%be%d0%bd%d1%82%d1%83%d1%80%d0%bd%d1%8b%d0%b8-%d0%b3%d1%80%d0%b0%d1%84%d0%b8%d0%ba-matplotlib\/"},"modified":"2023-07-28T01:51:38","modified_gmt":"2023-07-28T01:51:38","slug":"%d0%ba%d0%be%d0%bd%d1%82%d1%83%d1%80%d0%bd%d1%8b%d0%b8-%d0%b3%d1%80%d0%b0%d1%84%d0%b8%d0%ba-matplotlib","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/%d0%ba%d0%be%d0%bd%d1%82%d1%83%d1%80%d0%bd%d1%8b%d0%b8-%d0%b3%d1%80%d0%b0%d1%84%d0%b8%d0%ba-matplotlib\/","title":{"rendered":"\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0439 \u0433\u0440\u0430\u0444\u0438\u043a \u0432 matplotlib"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u041a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0439 \u0433\u0440\u0430\u0444\u0438\u043a<\/strong> \u2014 \u044d\u0442\u043e \u0442\u0438\u043f \u0433\u0440\u0430\u0444\u0438\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043d\u0430\u043c \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u0440\u0435\u0445\u043c\u0435\u0440\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0432 \u0434\u0432\u0443\u0445 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\u0445 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043a\u043e\u043d\u0442\u0443\u0440\u043e\u0432.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0439 \u0433\u0440\u0430\u0444\u0438\u043a \u0432 Matplotlib, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0434\u0432\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><a href=\"https:\/\/matplotlib.org\/3.1.1\/api\/_as_gen\/matplotlib.pyplot.contour.html\" target=\"_blank\" rel=\"noopener noreferrer\">matplotlib.pyplot.contour()<\/a> \u2014 \u0441\u043e\u0437\u0434\u0430\u0435\u0442 \u043a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u0438\u043a\u0438.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><a href=\"https:\/\/matplotlib.org\/3.1.1\/api\/_as_gen\/matplotlib.pyplot.contourf.html\" target=\"_blank\" rel=\"noopener noreferrer\">matplotlib.pyplot.contourf()<\/a> \u2014 \u0441\u043e\u0437\u0434\u0430\u0435\u0442 \u043a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u0438\u043a\u0438 \u0441 \u0437\u0430\u043b\u0438\u0432\u043a\u043e\u0439.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u0438 \u0434\u0432\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440 1: \u041a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0439 \u0433\u0440\u0430\u0444\u0438\u043a \u0432 Matplotlib<\/strong><\/span><\/h3>\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\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0432 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\nx = np.linspace(0, 5, 50)\ny = np.linspace(0, 5, 40)\n\nX, Y = np.meshgrid(x, y)\nZ = np.sin(X*2+Y)*3 + np.cos(Y+5)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u041c\u044b \u043c\u043e\u0436\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0438\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> matplotlib.pyplot <span style=\"color: #107d3f;\">as<\/span> plt\n\nplt. <span style=\"color: #3366ff;\">outline<\/span> (X, Y, Z, colors=' <span style=\"color: #993300;\">black<\/span> ')\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-10299 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/matplotlibcontour1.png\" alt=\"\u041a\u043e\u043d\u0442\u0443\u0440\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430 \u0432 matplotlib\" width=\"420\" height=\"287\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u041a\u043e\u0433\u0434\u0430 \u0434\u043b\u044f \u0433\u0440\u0430\u0444\u0438\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0446\u0432\u0435\u0442, \u043f\u0443\u043d\u043a\u0442\u0438\u0440\u043d\u044b\u0435 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442 \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f, \u0430 \u0441\u043f\u043b\u043e\u0448\u043d\u044b\u0435 \u043b\u0438\u043d\u0438\u0438 \u2014 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043e\u0439 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0443\u043a\u0430\u0437\u0430\u043d\u0438\u0435 \u0446\u0432\u0435\u0442\u043e\u0432\u043e\u0439 \u043a\u0430\u0440\u0442\u044b \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0430 <strong>cmap<\/strong> . \u041c\u044b \u0442\u0430\u043a\u0436\u0435 \u043c\u043e\u0436\u0435\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c\u0448\u0435 \u043b\u0438\u043d\u0438\u0439 \u0434\u043b\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0430 \u0433\u0440\u0430\u0444\u0438\u043a\u0435 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0430 <strong>\u0443\u0440\u043e\u0432\u043d\u0435\u0439<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>plt. <span style=\"color: #3366ff;\">contour<\/span> (X, Y, Z, levels= <span style=\"color: #008000;\">30<\/span> , cmap=' <span style=\"color: #993300;\">Reds<\/span> ')<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-10300 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/matplotlibcontour2.png\" alt=\"\u041a\u043e\u043d\u0442\u0443\u0440\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430 Matplotlib \u0441 cmap\" width=\"419\" height=\"294\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u041c\u044b \u0440\u0435\u0448\u0438\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c cmap \u00abReds\u00bb, \u043d\u043e \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043d\u0430\u0439\u0442\u0438 \u043f\u043e\u043b\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432 \u0446\u0432\u0435\u0442\u043e\u0432\u043e\u0439 \u043f\u0430\u043b\u0438\u0442\u0440\u044b \u043d\u0430 <a href=\"https:\/\/matplotlib.org\/3.3.1\/tutorials\/colors\/colormaps.html\" target=\"_blank\" rel=\"noopener noreferrer\">\u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Matplotlib<\/a> .<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440 2: \u0417\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0439 \u0433\u0440\u0430\u0444\u0438\u043a \u0432 Matplotlib<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><strong>\u0417\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440<\/strong> \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0447\u0435\u043d \u043a\u043e\u043d\u0442\u0443\u0440\u043d\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0443\u0440\u0443, \u0437\u0430 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435\u043c \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u043c\u0435\u0436\u0434\u0443 \u043b\u0438\u043d\u0438\u044f\u043c\u0438 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u044b.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0412 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c \u043a\u043e\u0434\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>\u043a\u043e\u043d\u0442\u0443\u0440\u0444()<\/strong> \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0438\u043a\u0430 \u0441 \u0437\u0430\u043b\u0438\u0432\u043a\u043e\u0439 \u0434\u043b\u044f \u0442\u0435\u0445 \u0436\u0435 \u0434\u0430\u043d\u043d\u044b\u0445, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0432 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u0435:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>plt. <span style=\"color: #3366ff;\">contourf<\/span> (X, Y, Z, cmap=' <span style=\"color: #993300;\">Reds<\/span> ')<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-10301 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/matplotlibcontour3.png\" alt=\"\u0417\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0439 \u0433\u0440\u0430\u0444\u0438\u043a \u0432 Matplotlib\" width=\"410\" height=\"285\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u041c\u044b \u0442\u0430\u043a\u0436\u0435 \u043c\u043e\u0436\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>colorbar()<\/strong> , \u0447\u0442\u043e\u0431\u044b \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0446\u0432\u0435\u0442\u043d\u0443\u044e \u043f\u043e\u043b\u043e\u0441\u0443 \u0441 \u043d\u0430\u0434\u043f\u0438\u0441\u044c\u044e \u0440\u044f\u0434\u043e\u043c \u0441 \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u043c:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>plt. <span style=\"color: #3366ff;\">contourf<\/span> (X, Y, Z, cmap=' <span style=\"color: #993300;\">Reds<\/span> ')\nplt. <span style=\"color: #3366ff;\">colorbar<\/span> ()<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-10302 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/matplotlibcontour4.png\" alt=\"\u041a\u043e\u043d\u0442\u0443\u0440\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430 \u0441 \u0446\u0432\u0435\u0442\u043e\u0432\u043e\u0439 \u043f\u043e\u043b\u043e\u0441\u043e\u0439 \u0432 Matplotlib\" width=\"449\" height=\"318\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><em>\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u043f\u043e Matplotlib \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043d\u0430\u0439\u0442\u0438 \u0437\u0434\u0435\u0441\u044c .<\/em><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0439 \u0433\u0440\u0430\u0444\u0438\u043a \u2014 \u044d\u0442\u043e \u0442\u0438\u043f \u0433\u0440\u0430\u0444\u0438\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043d\u0430\u043c \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u0440\u0435\u0445\u043c\u0435\u0440\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0432 \u0434\u0432\u0443\u0445 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\u0445 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043a\u043e\u043d\u0442\u0443\u0440\u043e\u0432. \u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0439 \u0433\u0440\u0430\u0444\u0438\u043a \u0432 Matplotlib, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0434\u0432\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438: matplotlib.pyplot.contour() \u2014 \u0441\u043e\u0437\u0434\u0430\u0435\u0442 \u043a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u0438\u043a\u0438. matplotlib.pyplot.contourf() \u2014 \u0441\u043e\u0437\u0434\u0430\u0435\u0442 \u043a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u0438\u043a\u0438 \u0441 \u0437\u0430\u043b\u0438\u0432\u043a\u043e\u0439. \u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u0438 \u0434\u0432\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435. \u041f\u0440\u0438\u043c\u0435\u0440 1: \u041a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0439 \u0433\u0440\u0430\u0444\u0438\u043a [&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-989","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 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0439 \u0433\u0440\u0430\u0444\u0438\u043a \u0432 Matplotlib \u2014 Statorials<\/title>\n<meta name=\"description\" content=\"\u041f\u0440\u043e\u0441\u0442\u043e\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a 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