{"id":228,"date":"2021-05-13T09:05:44","date_gmt":"2021-05-13T06:05:44","guid":{"rendered":"http:\/\/is42-2018.susu.ru\/spiridonovani\/?p=228"},"modified":"2021-05-13T09:05:44","modified_gmt":"2021-05-13T06:05:44","slug":"vizualizaciya-dannyh","status":"publish","type":"post","link":"https:\/\/is42-2018.susu.ru\/spiridonovani\/2021\/05\/13\/vizualizaciya-dannyh\/","title":{"rendered":"\u0412\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445"},"content":{"rendered":"<p>\u041f\u0438\u0442\u043e\u043d \u0434\u0430\u0451\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0438\u043c\u0435\u044e\u0449\u0438\u0435\u0441\u044f \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0432 \u0432\u0438\u0434\u0435 \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c, \u043a\u0440\u0443\u0433\u043e\u0432\u044b\u0445 \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c, \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432. \u0414\u043b\u044f \u044d\u0442\u043e\u0433\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0443: matplotlib.pyplot. \u041d\u0438\u0436\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u043a\u043e\u0434\u044b \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0438\u0445 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.<br \/>\nBox Plots<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># \r\nimport matplotlib.pyplot as plt\r\nimport math\r\nimport statistics\r\nimport numpy as np\r\nimport scipy.stats\r\nimport pandas as pd\r\nnp.random.seed(seed=0)\r\nx = np.random.randn(1000)\r\ny = np.random.randn(100)\r\nz = np.random.randn(10)\r\nfig, ax = plt.subplots()\r\nax.boxplot((x, y, z), vert=False, showmeans=True, meanline=True,\r\n           labels=('x', 'y', 'z'), patch_artist=True,\r\n           medianprops={'linewidth': 2, 'color': 'purple'},\r\n           meanprops={'linewidth': 2, 'color': 'red'})\r\nplt.show()\r\n<\/pre>\n<p>\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0440\u0430\u0431\u043e\u0442\u044b \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u044b:<\/p>\n<p><img loading=\"lazy\" src=\"http:\/\/is42-2018.susu.ru\/spiridonovani\/wp-content\/uploads\/sites\/25\/2021\/05\/113.05.png\" alt=\"\" width=\"644\" height=\"560\" class=\"aligncenter size-full wp-image-229\" srcset=\"https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-content\/uploads\/sites\/25\/2021\/05\/113.05.png 644w, https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-content\/uploads\/sites\/25\/2021\/05\/113.05-300x261.png 300w\" sizes=\"(max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 984px) 61vw, (max-width: 1362px) 45vw, 600px\" \/><br \/>\n\u0413\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0430<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># \r\n# \u0413\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u044b\r\nhist, bin_edges = np.histogram(x, bins=10)\r\nprint(hist)\r\nprint(bin_edges)\r\nfig, ax = plt.subplots()\r\nax.hist(x, bin_edges, cumulative=False)\r\nax.set_xlabel('x')\r\nax.set_ylabel('Frequency')\r\nplt.show()\r\n<\/pre>\n<p>\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0440\u0430\u0431\u043e\u0442\u044b \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u044b:<\/p>\n<p><img loading=\"lazy\" src=\"http:\/\/is42-2018.susu.ru\/spiridonovani\/wp-content\/uploads\/sites\/25\/2021\/05\/213.05.png\" alt=\"\" width=\"647\" height=\"568\" class=\"aligncenter size-full wp-image-230\" srcset=\"https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-content\/uploads\/sites\/25\/2021\/05\/213.05.png 647w, https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-content\/uploads\/sites\/25\/2021\/05\/213.05-300x263.png 300w\" sizes=\"(max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 984px) 61vw, (max-width: 1362px) 45vw, 600px\" \/><\/p>\n<p>Pie Charts \u043a\u0440\u0443\u0433\u043e\u0432\u044b\u0435 \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># \r\nx, y, z = 128, 256, 1024\r\nfig, ax = plt.subplots()\r\nax.pie((x, y, z), labels=('x', 'y', 'z'), autopct='%1.1f%%')\r\nplt.show()\r\n<\/pre>\n<p>\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0440\u0430\u0431\u043e\u0442\u044b \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u044b:<\/p>\n<p><img loading=\"lazy\" src=\"http:\/\/is42-2018.susu.ru\/spiridonovani\/wp-content\/uploads\/sites\/25\/2021\/05\/313.05.png\" alt=\"\" width=\"648\" height=\"572\" class=\"aligncenter size-full wp-image-231\" srcset=\"https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-content\/uploads\/sites\/25\/2021\/05\/313.05.png 648w, https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-content\/uploads\/sites\/25\/2021\/05\/313.05-300x265.png 300w\" sizes=\"(max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 984px) 61vw, (max-width: 1362px) 45vw, 600px\" \/><br \/>\nBar Charts<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># \r\nx = np.arange(21)\r\ny = np.random.randint(21, size=21)\r\nerr = np.random.randn(21)\r\nfig, ax = plt.subplots()\r\nax.bar(x, y, yerr=err)\r\nax.set_xlabel('x')\r\nax.set_ylabel('y')\r\nplt.show()\r\n<\/pre>\n<p>\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0440\u0430\u0431\u043e\u0442\u044b \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u044b:<\/p>\n<p><img loading=\"lazy\" src=\"http:\/\/is42-2018.susu.ru\/spiridonovani\/wp-content\/uploads\/sites\/25\/2021\/05\/413.05.png\" alt=\"\" width=\"646\" height=\"566\" class=\"aligncenter size-full wp-image-232\" srcset=\"https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-content\/uploads\/sites\/25\/2021\/05\/413.05.png 646w, https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-content\/uploads\/sites\/25\/2021\/05\/413.05-300x263.png 300w\" sizes=\"(max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 984px) 61vw, (max-width: 1362px) 45vw, 600px\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041f\u0438\u0442\u043e\u043d \u0434\u0430\u0451\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0438\u043c\u0435\u044e\u0449\u0438\u0435\u0441\u044f \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0432 \u0432\u0438\u0434\u0435 \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c, \u043a\u0440\u0443\u0433\u043e\u0432\u044b\u0445 \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c, \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432. \u0414\u043b\u044f \u044d\u0442\u043e\u0433\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0443: matplotlib.pyplot. \u041d\u0438\u0436\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u043a\u043e\u0434\u044b \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0438\u0445 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. Box Plots # import matplotlib.pyplot as plt import math import statistics import numpy as np import scipy.stats import pandas as pd np.random.seed(seed=0) x = np.random.randn(1000) y = np.random.randn(100) &hellip; <a href=\"https:\/\/is42-2018.susu.ru\/spiridonovani\/2021\/05\/13\/vizualizaciya-dannyh\/\" class=\"more-link\">\u0427\u0438\u0442\u0430\u0442\u044c \u0434\u0430\u043b\u0435\u0435<span class=\"screen-reader-text\"> \u00ab\u0412\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445\u00bb<\/span><\/a><\/p>\n","protected":false},"author":22,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0},"categories":[1],"tags":[],"_links":{"self":[{"href":"https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-json\/wp\/v2\/posts\/228"}],"collection":[{"href":"https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-json\/wp\/v2\/users\/22"}],"replies":[{"embeddable":true,"href":"https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-json\/wp\/v2\/comments?post=228"}],"version-history":[{"count":2,"href":"https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-json\/wp\/v2\/posts\/228\/revisions"}],"predecessor-version":[{"id":234,"href":"https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-json\/wp\/v2\/posts\/228\/revisions\/234"}],"wp:attachment":[{"href":"https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-json\/wp\/v2\/media?parent=228"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-json\/wp\/v2\/categories?post=228"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/is42-2018.susu.ru\/spiridonovani\/wp-json\/wp\/v2\/tags?post=228"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}