{"id":3860,"date":"2017-07-24T08:36:32","date_gmt":"2017-07-24T15:36:32","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=3860"},"modified":"2022-07-06T06:31:37","modified_gmt":"2022-07-06T13:31:37","slug":"using-couchbase-r","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/ko\/using-couchbase-r\/","title":{"rendered":"R\uacfc \ud568\uaed8 \uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \uc0ac\uc6a9"},"content":{"rendered":"

\ud604\uc7a5\uc5d0\uc11c Couchbase\uc640 R\uc758 \ud1b5\ud569\uc5d0 \ub300\ud574 \ub9ce\uc740 \uad00\uc2ec\uc744 \ubcf4\uc558\ub294\ub370\uc694, \uc9c0\uae08 \ubc14\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uba87 \uac00\uc9c0 \uc608\uc81c\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n

\uc57d\uac04\uc758 \ubc30\uacbd \uc9c0\uc2dd\uc744 \ub9d0\uc500\ub4dc\ub9ac\uc790\uba74, R\uc740 \ud1b5\uacc4 \ucef4\ud4e8\ud305\uacfc \uadf8\ub798\ud53d\uc744 \uc704\ud55c \uc5b8\uc5b4\uc774\uc790 \ud658\uacbd\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \ubd84\uc11d, \uba38\uc2e0 \ub7ec\ub2dd \ub610\ub294 \ub370\uc774\ud130 \ud06c\ub7f0\uce6d\uc744 \uc704\ud55c \ucd5c\uace0\uc758 \uc5b8\uc5b4 \uc21c\uc704\uc5d0\uc11c 1\uc704\ub97c \ucc28\uc9c0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uacfc\ud559\uc790\ub4e4\uc740 R\uc744 \uac00\uc7a5 \uac15\ub825\ud55c \ub3c4\uad6c \uc911 \ud558\ub098\ub85c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n

\ub370\uc774\ud130 \uc218\uc9d1\uc744 \uc704\ud574 R\uc740 \uac04\ub2e8\ud55c \uba85\ub839\uc904\ub85c csv, \uc5d1\uc140, html, \uc77c\ubc18 \ud14d\uc2a4\ud2b8 \ub4f1\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \ud615\uc2dd\uc758 \ud30c\uc77c\uc744 \ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. R\uc740 \ub610\ud55c HTTP\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc6d0\uaca9 \uc0ac\uc774\ud2b8\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ub85c\ub4dc\ud560 \uc218 \uc788\uc73c\uba70, JSON\uc73c\ub85c \uc27d\uac8c \uc791\uc5c5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\uc774 \ubaa8\ub4e0 \uac83\uc744 \uc5fc\ub450\uc5d0 \ub450\uace0 Couchbase\uc5d0\uc11c R\ub85c \ub370\uc774\ud130\ub97c \ub85c\ub4dc\ud558\ub824\uba74 \uc5b4\ub5bb\uac8c \ud574\uc57c \ud560\uae4c\uc694? \ud2b9\ubcc4\ud55c \uc5b4\ub311\ud130\uac00 \ud544\uc694\ud560\uae4c\uc694? N1QL\uc774 \uc815\ub2f5\uc785\ub2c8\ub2e4. Couchbase \ucffc\ub9ac \uc5d4\uc9c4\uc740 REST \uc694\uccad\uc744 \uc218\ub77d\ud558\uc5ec JSON \ubb38\uc11c\ub97c \ubc18\ud658\ud558\ubbc0\ub85c \ucd94\uac00 \uad6c\uc131 \uc694\uc18c \uc5c6\uc774\ub3c4 \ub370\uc774\ud130\ub97c R\ub85c \uc9c1\uc811 \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\uc5ec\uae30\uc5d0\ub294 \uc608\uc81c \ub370\uc774\ud130 \uc9d1\ud569\uc73c\ub85c Couchbase\uc5d0 \ud3ec\ud568\ub41c \"travel-sample\" \ubc84\ud0b7\uc758 \ub370\uc774\ud130\uac00 \ud3ec\ud568\ub41c \uba87 \uac00\uc9c0 \uc608\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 R 3.4.1 \ubc84\uc804\uacfc Couchbase 4.6.2 \ubc84\uc804\uc744 \uc0ac\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\uccab \ubc88\uc9f8 \uc5f0\uc2b5\uc73c\ub85c \ud56d\uacf5\ud3b8 \uc218\uac00 \ub9ce\uc740 \uc0c1\uc704 20\uac1c \ud56d\uacf5\uc0ac\ub97c \uc2dc\uc2a4\ud15c\uc5d0 \ub85c\ub4dc\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub97c R \ub370\uc774\ud130 \ud504\ub808\uc784\uc5d0 \ub85c\ub4dc\ud558\uace0 \ucf58\uc194\uc5d0 \uacb0\uacfc\ub97c \ud45c\uc2dc\ud558\uace0 \uac04\ub2e8\ud55c \ub9c9\ub300 \uadf8\ub798\ud504\ub97c \ub9cc\ub4e4\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \uce21\uc5d0\uc11c\ub294 \uc774\uac83\uc774 \uc2e4\ud589\ud560 \ucffc\ub9ac\uc785\ub2c8\ub2e4:<\/p>\n

SELECT a.name, count(*) as total_flights\r\n\u00a0 FROM `travel-sample` r JOIN `travel-sample` a ON KEYS r.airlineid\r\n\u00a0 WHERE r.type =\"route\" AND a.type=\"airline\"\r\n\u00a0 GROUP BY a.name\r\n\u00a0 ORDER BY total_flights DESC\r\n\u00a0 LIMIT 20<\/pre>\n
R \uce21\uc5d0\uc11c\ub294 R \ucf58\uc194\uc744 \uc0ac\uc6a9\ud558\uaca0\uc2b5\ub2c8\ub2e4. \uba3c\uc800 \uc774 \uc5f0\uc2b5\uc5d0 \uc0ac\uc6a9\ub41c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uac00\uc838\uc640\uc57c \ud569\ub2c8\ub2e4:<\/p>\n
library(httr)\r\nlibrary(jsonlite)\r\nlibrary(ggplot2)\r\nlibrary(leaflet)<\/pre>\n
\ub2e4\uc74c \ub2e8\uacc4\ub294 Couchbase \ucffc\ub9ac \ub178\ub4dc \uc8fc\uc18c\uc640 \ucffc\ub9ac\ub97c \ud3ec\ud568\ud55c \uba87 \uac00\uc9c0 \ubcc0\uc218\ub97c \ube4c\ub4dc\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\uc2a4\ucf00\uc774\ud504\ub41c \ud070\ub530\uc634\ud45c(\\\")\uc5d0 \uc720\uc758\ud558\uc138\uc694:<\/p>\n
cbServer <- \"https:\/\/cb451box:8093\/query\/service\"\r\nquery <- \"SELECT a.name, count(*) as total_flights FROM `travel-sample` r JOIN `travel-sample` a ON KEYS r.airlineid WHERE r.type =\\\"route\\\" AND a.type=\\\"airline\\\" GROUP BY a.name ORDER BY total_flights DESC LIMIT 20\"<\/pre>\n
\uadf8\ub7f0 \ub2e4\uc74c HTTP \uc694\uccad\uc744 \uad6c\uc131\ud558\uace0 JSON \ud615\uc2dd\uc758 \uc751\ub2f5\uc744 \uc77d\uc5b4\uc57c \ud569\ub2c8\ub2e4:<\/p>\n
req <- httr::POST(cbServer, httr::add_headers(\"Content-Type\" = \"application\/x-www-form-urlencoded;charset=UTF-8\"), body = paste(\"statement=\", query))\r\nres <- fromJSON(httr::content(req, \"text\"))<\/pre>\n
\ucc38\uace0<\/strong>: \ube44\ubc00\ubc88\ud638\ub85c \ubcf4\ud638\ub41c \ubc84\ud0b7\uc744 \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0 \ub2e4\uc74c\uacfc \uac19\uc740 \uc790\uaca9 \uc99d\uba85\uc744 \ud3ec\ud568\ud574\uc57c \ud569\ub2c8\ub2e4:<\/p>\n
creds <- \"[{\\\"user\\\":\\\"local:bucketName\\\", \\\"pass\\\":\\\"password\\\"}]\"\r\nreq <- httr::POST(cbServer, httr::add_headers(\"Content-Type\" = \"application\/x-www-form-urlencoded;charset=UTF-8\"), body =\u00a0paste(\"statement=\", query, \"&creds=\", creds));<\/pre>\n
\uadf8\ub7f0 \ub2e4\uc74c \uacb0\uacfc\ub97c \ubcc0\uc218\uc5d0 \uc800\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
airlineFlights <- res$results<\/pre>\n
\uac12\uc744 \ud655\uc778\ud558\ub824\uba74 \ubcc0\uc218 \uc774\ub984\uc744 \uc785\ub825\ud558\ub294 \uac83\uc73c\ub85c \ucda9\ubd84\ud569\ub2c8\ub2e4:<\/p>\n
\"\"<\/p>\n
ggplot \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub9c9\ub300 \uadf8\ub798\ud504\ub97c \ub9cc\ub4e4 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
ggplot(data=airlineFlights, aes(x=name, y=total_flights)) + theme(axis.text.x=element_text(angle=90,hjust=1)) + geom_bar(stat=\"identity\")<\/pre>\n
\uc774\uac83\uc774 \uacb0\uacfc\uc785\ub2c8\ub2e4:<\/p>\n
\"\"<\/p>\n
\ub450 \ubc88\uc9f8 \uc608\ub85c \ub7f0\ub358\uc5d0\uc11c \ubc18\ub824\ub3d9\ubb3c \ub3d9\ubc18 \uac00\ub2a5 \ud638\ud154\uc744 \uac80\uc0c9\ud558\uc5ec \uc9c0\ub3c4 \uc704\uc5d0 \ud45c\uc2dc\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. N1QL \ucffc\ub9ac\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
SELECT name,geo.lat as lat,geo.lon as long\r\nFROM `travel-sample`\r\nWHERE type=\"hotel\" AND city=\"London\" AND pets_ok=true<\/pre>\n
\ucffc\ub9ac\ub97c \uc2e4\ud589\ud558\uace0 \uacb0\uacfc\ub97c \uc800\uc7a5\ud558\ub294 R \ucf54\ub4dc\uc785\ub2c8\ub2e4:<\/p>\n
query <- \"SELECT name, geo.lat as lat, geo.lon as long FROM `travel-sample` WHERE type=\\\"hotel\\\" AND city=\\\"London\\\" AND pets_ok=true\"\r\nreq <- httr::POST(cbServer, httr::add_headers(\"Content-Type\" = \"application\/x-www-form-urlencoded;charset=UTF-8\"), body = paste(\"statement=\", query))\r\nres <- fromJSON(httr::content(req, \"text\"))\r\npetFriendlyHotelsLondon <- res$results<\/pre>\n
\uacb0\uacfc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\"\"<\/p>\n
\uc774\uc81c \ub9ac\ud50c\ub81b \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc9c0\ub3c4 \uc704\uc5d0 \uacb0\uacfc\ub97c \uadf8\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
leaflet(data = petFriendlyHotelsLondon) %>% addTiles() %>% addMarkers(~long, ~lat, popup = ~as.character(name), label = ~as.character(name)) %>% addProviderTiles(providers$OpenStreetMap)<\/pre>\n
\uc9c0\ub3c4\uac00 \ube0c\ub77c\uc6b0\uc800\uc5d0\uc11c \uc5f4\ub9bd\ub2c8\ub2e4:<\/p>\n
\"\"\uc5ec\uae30\uae4c\uc9c0\uc785\ub2c8\ub2e4. R\uc5d0\uc11c \uce74\uc6b0\uce58\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\ub294 \uccab \ub2e8\uacc4\ub85c \ub3c4\uc6c0\uc774 \ub418\uc5c8\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4. \ud589\ubcf5\ud55c \ub370\uc774\ud130 \ubd84\uc11d\uc774 \ub418\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4!<\/p>\n
\uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uc5ec\uae30\ub97c \ucc38\uc870\ud558\uc138\uc694:
\nN1QL REST API \ucc38\uc870<\/a>
\nR: \ud1b5\uacc4 \ucef4\ud4e8\ud305\uc744 \uc704\ud55c R \ud504\ub85c\uc81d\ud2b8<\/a>
\nR\uc6a9 \ub9ac\ud50c\ub81b<\/a><\/p>","protected":false},"excerpt":{"rendered":"
I have seen a lot of interest in the field about using Couchbase with R. It is an easy integration, so here you have some examples to start using it right now. As a little background, R is a language […]<\/p>","protected":false},"author":69,"featured_media":3865,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[1815,1816,1812],"tags":[2014,2013],"ppma_author":[9041],"class_list":["post-3860","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-best-practices-and-tutorials","category-couchbase-server","category-n1ql-query","tag-data-analysis","tag-r"],"acf":[],"yoast_head":"\nUsing Couchbase with R - The Couchbase Blog<\/title>\n<meta name=\"description\" content=\"Learn by example how to integrate Couchbase and R using N1QL and REST API\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.couchbase.com\/blog\/ko\/using-couchbase-r\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Using Couchbase with R\" \/>\n<meta property=\"og:description\" content=\"Learn by example how to integrate Couchbase and R using N1QL and REST API\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.couchbase.com\/blog\/ko\/using-couchbase-r\/\" \/>\n<meta property=\"og:site_name\" content=\"The Couchbase Blog\" \/>\n<meta property=\"article:published_time\" content=\"2017-07-24T15:36:32+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-07-06T13:31:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2017\/07\/featuredR.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2036\" \/>\n\t<meta property=\"og:image:height\" content=\"1264\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Manuel Hurtado, Solutions Engineer, Couchbase\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Manuel Hurtado, Solutions Engineer, Couchbase\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.couchbase.com\/blog\/using-couchbase-r\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.couchbase.com\/blog\/using-couchbase-r\/\"},\"author\":{\"name\":\"Manuel Hurtado, Solutions Engineer, Couchbase\",\"@id\":\"https:\/\/www.couchbase.com\/blog\/#\/schema\/person\/00c164bc72955b52cd86c966aafb9237\"},\"headline\":\"Using Couchbase with R\",\"datePublished\":\"2017-07-24T15:36:32+00:00\",\"dateModified\":\"2022-07-06T13:31:37+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.couchbase.com\/blog\/using-couchbase-r\/\"},\"wordCount\":455,\"commentCount\":2,\"publisher\":{\"@id\":\"https:\/\/www.couchbase.com\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.couchbase.com\/blog\/using-couchbase-r\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2017\/07\/featuredR.jpg\",\"keywords\":[\"Data Analysis\",\"R\"],\"articleSection\":[\"Best Practices and Tutorials\",\"Couchbase Server\",\"SQL++ \/ N1QL Query\"],\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.couchbase.com\/blog\/using-couchbase-r\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.couchbase.com\/blog\/using-couchbase-r\/\",\"url\":\"https:\/\/www.couchbase.com\/blog\/using-couchbase-r\/\",\"name\":\"Using Couchbase with R - 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