{"id":645,"date":"2019-11-24T11:44:31","date_gmt":"2019-11-24T09:44:31","guid":{"rendered":"http:\/\/cloud-5.bitp.kiev.ua\/?page_id=645"},"modified":"2019-11-27T12:17:51","modified_gmt":"2019-11-27T10:17:51","slug":"%d0%b0%d0%bd%d0%b0%d0%bb%d1%96%d1%82%d0%b8%d0%ba%d0%b0-%d1%82%d0%b0-%d0%b2%d1%96%d0%b7%d1%83%d0%b0%d0%bb%d1%96%d0%b7%d0%b0%d1%86%d1%96%d1%8f-%d0%b4%d0%b0%d0%bd%d0%b8%d1%85","status":"publish","type":"page","link":"http:\/\/cloud-5.bitp.kiev.ua\/?page_id=645","title":{"rendered":"\u0410\u043d\u0430\u043b\u0456\u0442\u0438\u043a\u0430 \u0442\u0430 \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u044f \u0434\u0430\u043d\u0438\u0445"},"content":{"rendered":"\n<p>\u0406\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0438 \u0432 \u0446\u0456\u0439 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0456\u0457 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0442\u044c\u0441\u044f \u0434\u043b\u044f \u0432\u0456\u0434\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u043d\u044f \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0456\u0432 \u0430\u043d\u0430\u043b\u0456\u0442\u0438\u043a\u0438 \u0432 \u0456\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u043e\u043c\u0443 \u0440\u0435\u0436\u0438\u043c\u0456, \u0442\u043e\u043c\u0443 \u0432\u043e\u043d\u0438 \u043c\u043e\u0436\u0443\u0442\u044c \u043f\u043e\u043b\u0435\u0433\u0448\u0438\u0442\u0438 \u0440\u043e\u0437\u0443\u043c\u0456\u043d\u043d\u044f \u0441\u043a\u043b\u0430\u0434\u043d\u0438\u0445 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0456\u0439 \u0456 \u043f\u0440\u0438\u0439\u043d\u044f\u0442\u0442\u044f \u0440\u0456\u0448\u0435\u043d\u044c \u0434\u043b\u044f \u0434\u043e\u0441\u043b\u0456\u0434\u043d\u0438\u043a\u0456\u0432 \u0456 \u043d\u0430\u0443\u043a\u043e\u0432\u0446\u0456\u0432. \u0406\u0441\u043d\u0443\u0454 \u0431\u0430\u0433\u0430\u0442\u043e \u043f\u0430\u043a\u0435\u0442\u0456\u0432 \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0434\u0430\u043d\u0438\u0445 \u043d\u0430 \u0440\u0456\u0437\u043d\u0438\u0445 \u0440\u0456\u0432\u043d\u044f\u0445 \u0432 R \u0442\u0430 Python, \u043d\u0430\u043f\u0440\u0438\u043a\u043b\u0430\u0434 Matplotlib, Plotly, Seaborn, ggplot, Bokeh \u0442\u0430 \u0456\u043d\u0448\u0456.<br><\/p>\n\n\n\n<p>\u0412 \u043e\u0441\u0442\u0430\u043d\u043d\u0456 \u0440\u043e\u043a\u0438 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u0456\u0441\u0442\u044c \u0432\u0435\u0431 \u043d\u043e\u0443\u0442\u0431\u0443\u043a\u0456\u0432\/\u0434\u043e\u0434\u0430\u0442\u043a\u0456\u0432 \u0437\u0440\u043e\u0441\u0442\u0430\u0454. \u0412\u043e\u043d\u0438 \u0456\u043d\u0442\u0435\u0433\u0440\u043e\u0432\u0430\u043d\u0456 \u0456\u0437 \u0441\u0435\u0440\u0435\u0434\u043e\u0432\u0438\u0449\u0430\u043c\u0438 \u0430\u043d\u0430\u043b\u0456\u0437\u0443 \u0434\u0430\u043d\u0438\u0445 \u0434\u043b\u044f \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0456 \u043e\u0431\u043c\u0456\u043d\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438, \u0442\u0430 \u043c\u0456\u0441\u0442\u044f\u0442\u044c \u0432 \u0441\u043e\u0431\u0456 \u0437\u0430\u043b\u0435\u0436\u043d\u0438\u0439 \u0432\u0456\u0434 \u0434\u0430\u043d\u0438\u0445 \u201c\u0436\u0438\u0432\u0438\u0439\u201d \u043a\u043e\u0434, \u0440\u0456\u0432\u043d\u044f\u043d\u043d\u044f, \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0456 \u043e\u043f\u0438\u0441\u043e\u0432\u0438\u0439 \u0442\u0435\u043a\u0441\u0442. \u041d\u0430\u0439\u0431\u0456\u043b\u044c\u0448 \u0432\u0456\u0434\u043e\u043c\u0438\u043c\u0438 \u0454 \u043d\u043e\u0443\u0442\u0431\u0443\u043a\u0438 Jupyter (\u0440\u0430\u043d\u0456\u0448\u0435 iPython notebook) \u0456 Zeppelin.<\/p>\n\n\n\n<div class=\"wp-block-columns has-2-columns is-layout-flex wp-container-core-columns-layout-1 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/cloud-5.bitp.kiev.ua\/wp-content\/uploads\/2019\/11\/120px-Jupyter_logo.png\" alt=\"\" class=\"wp-image-753\" width=\"270\" height=\"72\"\/><\/figure><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>Jupyter notebook <\/strong>[<a rel=\"noreferrer noopener\" aria-label=\"Jupyter (\u0432\u0456\u0434\u043a\u0440\u0438\u0432\u0430\u0454\u0442\u044c\u0441\u044f \u0443 \u043d\u043e\u0432\u0456\u0439 \u0432\u043a\u043b\u0430\u0434\u0446\u0456)\" href=\"https:\/\/jupyter.org\/\" target=\"_blank\"><strong>Jupyter<\/strong><\/a>] &#8211; \u0446\u0435 \u0434\u043e\u0434\u0430\u0442\u043e\u043a \u0437 \u0432\u0456\u0434\u043a\u0440\u0438\u0442\u0438\u043c \u0432\u0438\u0445\u0456\u0434\u043d\u0438\u043c \u043a\u043e\u0434\u043e\u043c, \u0449\u043e \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u0443\u0454 \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0456 \u0441\u043f\u0456\u043b\u044c\u043d\u0435 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0456\u0432 (&#8220;notebooks&#8221;), \u043a\u043e\u0434\u0443, \u0440\u0456\u0432\u043d\u044f\u043d\u044c, \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0456 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u0438\u0445 \u043e\u043f\u0438\u0441\u0456\u0432 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0434\u0430\u043d\u0438\u0445, \u0447\u0438\u0441\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043c\u043e\u0434\u0435\u043b\u044e\u0432\u0430\u043d\u043d\u044f, \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u043d\u043e\u0433\u043e \u043c\u043e\u0434\u0435\u043b\u044e\u0432\u0430\u043d\u043d\u044f, \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0434\u0430\u043d\u0438\u0445 \u0456 ML.<br><\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns has-2-columns is-layout-flex wp-container-core-columns-layout-2 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/cloud-5.bitp.kiev.ua\/wp-content\/uploads\/2019\/11\/zepellin.png\" alt=\"\" class=\"wp-image-756\" width=\"186\" height=\"158\" srcset=\"http:\/\/cloud-5.bitp.kiev.ua\/wp-content\/uploads\/2019\/11\/zepellin.png 418w, http:\/\/cloud-5.bitp.kiev.ua\/wp-content\/uploads\/2019\/11\/zepellin-300x257.png 300w, http:\/\/cloud-5.bitp.kiev.ua\/wp-content\/uploads\/2019\/11\/zepellin-315x270.png 315w\" sizes=\"(max-width: 186px) 100vw, 186px\" \/><\/figure><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>Zeppelin<\/strong> &#8211; \u0446\u0435 \u0456\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u0438\u0439 \u201cnotebook\u201d, \u043f\u0440\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u0434\u043b\u044f \u043e\u0431\u0440\u043e\u0431\u043a\u0438, \u0430\u043d\u0430\u043b\u0456\u0437\u0443 \u0456 \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0432\u0435\u043b\u0438\u043a\u0438\u0445 \u043d\u0430\u0431\u043e\u0440\u0456\u0432 \u0434\u0430\u043d\u0438\u0445 [<a rel=\"noreferrer noopener\" aria-label=\"Zeppelin (\u0432\u0456\u0434\u043a\u0440\u0438\u0432\u0430\u0454\u0442\u044c\u0441\u044f \u0443 \u043d\u043e\u0432\u0456\u0439 \u0432\u043a\u043b\u0430\u0434\u0446\u0456)\" href=\"https:\/\/zeppelin.apache.org\/\" target=\"_blank\"><strong>Zeppelin<\/strong><\/a>], \u0449\u043e \u0437\u0430\u0431\u0435\u0437\u043f\u0435\u0447\u0443\u0454 \u0432\u0431\u0443\u0434\u043e\u0432\u0430\u043d\u0443 \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u043a\u0443 \u0440\u043e\u0437\u043f\u043e\u0434\u0456\u043b\u0435\u043d\u0438\u0445 \u043e\u0431\u0447\u0438\u0441\u043b\u0435\u043d\u044c Apache Spark. Zeppelin \u0434\u043e\u0437\u0432\u043e\u043b\u044f\u0454 \u0440\u043e\u0437\u0448\u0438\u0440\u0438\u0442\u0438 \u0457\u0445 \u0444\u0443\u043d\u043a\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u0456\u0441\u0442\u044c \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e \u0440\u0456\u0437\u043d\u0438\u0445 \u0456\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0442\u043e\u0440\u0456\u0432, \u0442\u0430\u043a\u0438\u0445 \u044f\u043a Spark, SparkSQL, Scala, Python, \u043e\u0431\u043e\u043b\u043e\u043d\u043a\u0430 \u0437 \u0430\u043d\u0430\u043b\u0456\u0442\u0438\u043a\u0438 Apache Spark.<br><\/p>\n<\/div>\n<\/div>\n\n\n\n<p>\u0412\u043a\u0430\u0437\u0430\u043d\u0456 \u0434\u0430\u043b\u0456 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u0456 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0438 \u043d\u0430\u043b\u0435\u0436\u0430\u0442\u044c \u0434\u043e \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c \u0430\u043d\u0430\u043b\u0456\u0437\u0443 \u0434\u0430\u043d\u0438\u0445 \u0437 \u0432\u0456\u0434\u043a\u0440\u0438\u0442\u0438\u043c \u0432\u0438\u0445\u0456\u0434\u043d\u0438\u043c \u043a\u043e\u0434\u043e\u043c, \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c \u0437\u0432\u0456\u0442\u043d\u043e\u0441\u0442\u0456 \u0442\u0430 \u0456\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0456\u0457, \u0442\u0430\u043a\u0456 \u044f\u043a Kibana, Grafana \u0456 Tableau.<\/p>\n\n\n\n<div class=\"wp-block-columns has-2-columns is-layout-flex wp-container-core-columns-layout-3 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/cloud-5.bitp.kiev.ua\/wp-content\/uploads\/2019\/11\/Kibana-Logo-Color-H-300x137.png\" alt=\"\" class=\"wp-image-760\" width=\"243\" height=\"111\"\/><\/figure><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>Kibana<\/strong> &#8211; \u0446\u0435 \u0456\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0434\u0430\u043d\u0438\u0445 \u0434\u043b\u044f Elastic Stack, \u0449\u043e \u0434\u043e\u043f\u043e\u0432\u043d\u044e\u0454 \u0456\u043d\u0448\u0443 \u0447\u0430\u0441\u0442\u0438\u043d\u0443 \u0441\u0442\u0435\u043a\u0430, \u0432 \u044f\u043a\u0443 \u0432\u0445\u043e\u0434\u044f\u0442\u044c Beats, Logstash \u0456 Elasticsearch [<a rel=\"noreferrer noopener\" aria-label=\"Kibana (\u0432\u0456\u0434\u043a\u0440\u0438\u0432\u0430\u0454\u0442\u044c\u0441\u044f \u0443 \u043d\u043e\u0432\u0456\u0439 \u0432\u043a\u043b\u0430\u0434\u0446\u0456)\" href=\"https:\/\/www.elastic.co\/products\/kibana\" target=\"_blank\"><strong>Kibana<\/strong><\/a>]. \u0423 \u0432\u0435\u0440\u0441\u0456\u0457 5.x Elastic Stack Kibana \u0432\u043a\u043b\u044e\u0447\u0430\u0454 Timelion \u0434\u043b\u044f \u0456\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u0438\u0445 \u0434\u0456\u0430\u0433\u0440\u0430\u043c \u0447\u0430\u0441\u043e\u0432\u0438\u0445 \u0440\u044f\u0434\u0456\u0432. <\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns has-2-columns is-layout-flex wp-container-core-columns-layout-4 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/cloud-5.bitp.kiev.ua\/wp-content\/uploads\/2019\/11\/grafana_logo.png\" alt=\"\" class=\"wp-image-763\" width=\"238\" height=\"119\" srcset=\"http:\/\/cloud-5.bitp.kiev.ua\/wp-content\/uploads\/2019\/11\/grafana_logo.png 316w, http:\/\/cloud-5.bitp.kiev.ua\/wp-content\/uploads\/2019\/11\/grafana_logo-300x151.png 300w\" sizes=\"(max-width: 238px) 100vw, 238px\" \/><\/figure><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>Grafana<\/strong> &#8211; \u0446\u0435 \u043e\u0431\u0440\u0430\u043d\u0438\u0439 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 DevOps \u0434\u043b\u044f \u0431\u0430\u0433\u0430\u0442\u044c\u043e\u0445 \u043f\u0430\u043d\u0435\u043b\u0435\u0439 \u043c\u043e\u043d\u0456\u0442\u043e\u0440\u0438\u043d\u0433\u0443 \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u0447\u0430\u0441\u0456 \u043c\u0435\u0442\u0440\u0438\u043a \u0447\u0430\u0441\u043e\u0432\u0438\u0445 \u0440\u044f\u0434\u0456\u0432 [<a rel=\"noreferrer noopener\" aria-label=\"Grafana (\u0432\u0456\u0434\u043a\u0440\u0438\u0432\u0430\u0454\u0442\u044c\u0441\u044f \u0443 \u043d\u043e\u0432\u0456\u0439 \u0432\u043a\u043b\u0430\u0434\u0446\u0456)\" href=\"https:\/\/grafana.com\/\" target=\"_blank\"><strong>Grafana<\/strong><\/a>]. \u0412\u0456\u043d \u043c\u0430\u0454 \u043f\u043e\u0442\u0443\u0436\u043d\u0443 \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u044e \u0456 \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u0443\u0454 \u043a\u0456\u043b\u044c\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0456\u0448\u043d\u0456\u0445 \u0434\u0436\u0435\u0440\u0435\u043b \u0434\u0430\u043d\u0438\u0445, \u0432\u043a\u043b\u044e\u0447\u0430\u044e\u0447\u0438 InfluxDB, Graphite, Elasticsearch \u0456 \u0431\u0430\u0433\u0430\u0442\u043e \u0456\u043d\u0448\u0438\u0445, \u044f\u043a\u0456 \u043c\u043e\u0436\u043d\u0430 \u0434\u043e\u0434\u0430\u0432\u0430\u0442\u0438 \u0447\u0435\u0440\u0435\u0437 \u043f\u043b\u0430\u0433\u0456\u043d\u0438. <\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns has-2-columns is-layout-flex wp-container-core-columns-layout-5 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/cloud-5.bitp.kiev.ua\/wp-content\/uploads\/2019\/11\/tableau_logo.png\" alt=\"\" class=\"wp-image-765\" width=\"273\" height=\"101\" srcset=\"http:\/\/cloud-5.bitp.kiev.ua\/wp-content\/uploads\/2019\/11\/tableau_logo.png 367w, http:\/\/cloud-5.bitp.kiev.ua\/wp-content\/uploads\/2019\/11\/tableau_logo-300x112.png 300w, http:\/\/cloud-5.bitp.kiev.ua\/wp-content\/uploads\/2019\/11\/tableau_logo-360x134.png 360w\" sizes=\"(max-width: 273px) 100vw, 273px\" \/><\/figure><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>Tableau<\/strong> &#8211; \u0446\u0435 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0438\u0439 \u0430\u043d\u0430\u043b\u0456\u0442\u0438\u0447\u043d\u0438\u0439 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u044f\u043a\u0438\u0439 \u043c\u043e\u0436\u0435 \u043e\u0442\u0440\u0438\u043c\u0443\u0432\u0430\u0442\u0438 \u0434\u0430\u043d\u0456 \u0437 \u0440\u0456\u0437\u043d\u0438\u0445 \u043d\u0435\u0432\u0435\u043b\u0438\u043a\u0438\u0445 \u0434\u0436\u0435\u0440\u0435\u043b \u0434\u0430\u043d\u0438\u0445, \u0442\u0430\u043a\u0438\u0445 \u044f\u043a CSV, Excel \u0456 SQL, \u0430 \u0442\u0430\u043a\u043e\u0436 \u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0438\u0445 \u0440\u0435\u0441\u0443\u0440\u0441\u0456\u0432 \u0430\u0431\u043e \u043f\u0456\u0434\u043a\u043b\u044e\u0447\u0430\u0442\u0438 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0438 \u0432\u0435\u043b\u0438\u043a\u0438\u0445 \u0434\u0430\u043d\u0438\u0445 \u0456 \u0445\u043c\u0430\u0440\u043d\u0456 \u0434\u0436\u0435\u0440\u0435\u043b\u0430 [<a rel=\"noreferrer noopener\" aria-label=\" (\u0432\u0456\u0434\u043a\u0440\u0438\u0432\u0430\u0454\u0442\u044c\u0441\u044f \u0443 \u043d\u043e\u0432\u0456\u0439 \u0432\u043a\u043b\u0430\u0434\u0446\u0456)\" href=\"https:\/\/www.tableau.com\/\" target=\"_blank\">Tableau<\/a>].<br><\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0406\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0438 \u0432 \u0446\u0456\u0439 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0456\u0457 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0442\u044c\u0441\u044f \u0434\u043b\u044f \u0432\u0456\u0434\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u043d\u044f \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0456\u0432 \u0430\u043d\u0430\u043b\u0456\u0442\u0438\u043a\u0438 \u0432 \u0456\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u043e\u043c\u0443 \u0440\u0435\u0436\u0438\u043c\u0456, \u0442\u043e\u043c\u0443 \u0432\u043e\u043d\u0438 \u043c\u043e\u0436\u0443\u0442\u044c \u043f\u043e\u043b\u0435\u0433\u0448\u0438\u0442\u0438 \u0440\u043e\u0437\u0443\u043c\u0456\u043d\u043d\u044f \u0441\u043a\u043b\u0430\u0434\u043d\u0438\u0445 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0456\u0439 \u0456 \u043f\u0440\u0438\u0439\u043d\u044f\u0442\u0442\u044f \u0440\u0456\u0448\u0435\u043d\u044c \u0434\u043b\u044f \u0434\u043e\u0441\u043b\u0456\u0434\u043d\u0438\u043a\u0456\u0432 \u0456 \u043d\u0430\u0443\u043a\u043e\u0432\u0446\u0456\u0432. \u0406\u0441\u043d\u0443\u0454 \u0431\u0430\u0433\u0430\u0442\u043e \u043f\u0430\u043a\u0435\u0442\u0456\u0432 \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0434\u0430\u043d\u0438\u0445 \u043d\u0430 \u0440\u0456\u0437\u043d\u0438\u0445 \u0440\u0456\u0432\u043d\u044f\u0445 \u0432 R \u0442\u0430 Python, \u043d\u0430\u043f\u0440\u0438\u043a\u043b\u0430\u0434 Matplotlib, <a href=\"http:\/\/cloud-5.bitp.kiev.ua\/?page_id=645\" class=\"read-more\">Read More &#8230;<\/a><\/p>\n","protected":false},"author":4,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"_links":{"self":[{"href":"http:\/\/cloud-5.bitp.kiev.ua\/index.php?rest_route=\/wp\/v2\/pages\/645"}],"collection":[{"href":"http:\/\/cloud-5.bitp.kiev.ua\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/cloud-5.bitp.kiev.ua\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/cloud-5.bitp.kiev.ua\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"http:\/\/cloud-5.bitp.kiev.ua\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=645"}],"version-history":[{"count":12,"href":"http:\/\/cloud-5.bitp.kiev.ua\/index.php?rest_route=\/wp\/v2\/pages\/645\/revisions"}],"predecessor-version":[{"id":768,"href":"http:\/\/cloud-5.bitp.kiev.ua\/index.php?rest_route=\/wp\/v2\/pages\/645\/revisions\/768"}],"wp:attachment":[{"href":"http:\/\/cloud-5.bitp.kiev.ua\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=645"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}