{"id":3791,"date":"2023-07-15T12:57:23","date_gmt":"2023-07-15T12:57:23","guid":{"rendered":"https:\/\/statorials.org\/id\/ggplot-qq-plot\/"},"modified":"2023-07-15T12:57:23","modified_gmt":"2023-07-15T12:57:23","slug":"ggplot-qq-plot","status":"publish","type":"post","link":"https:\/\/statorials.org\/id\/ggplot-qq-plot\/","title":{"rendered":"Cara membuat plot qq di ggplot2 (dengan contoh)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Plot QQ,<\/strong> kependekan dari \u201cquantile-quantile,\u201d digunakan untuk mengevaluasi apakah suatu kumpulan data berpotensi berasal dari distribusi teoretis.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Dalam kebanyakan kasus, jenis plot ini digunakan untuk menentukan apakah suatu kumpulan data mengikuti distribusi normal atau tidak.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Jika data berdistribusi normal, titik-titik pada plot QQ akan terletak pada garis lurus diagonal.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Sebaliknya, jika titik-titik tersebut menyimpang secara signifikan dari garis lurus diagonal, maka kecil kemungkinan data tersebut berdistribusi normal.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Untuk membuat plot QQ di ggplot2, Anda dapat menggunakan fungsi <strong>stat_qq()<\/strong> dan <strong>stat_qq_line()<\/strong> sebagai berikut:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (ggplot2)<\/span>\n\n<\/span>ggplot(df, aes(sample=y)) +\n  stat_qq() + \n  stat_qq_line()\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Contoh berikut menunjukkan cara menggunakan sintaksis ini untuk membuat plot QQ dalam dua skenario berbeda.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Contoh 1: Plot QQ untuk data normal<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Kode berikut menunjukkan cara menghasilkan kumpulan data yang terdistribusi normal dengan 200 <a href=\"https:\/\/statorials.org\/id\/pengamatan-dalam-statistik\/\" target=\"_blank\" rel=\"noopener\">observasi<\/a> dan membuat plot QQ untuk kumpulan data tersebut di R:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (ggplot2)<\/span>\n\n#make this example reproducible\n<\/span>set. <span style=\"color: #3366ff;\">seeds<\/span> (1)\n\n<span style=\"color: #008080;\">#create some fake data that follows a normal distribution\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (y=rnorm(200))\n\n<span style=\"color: #008080;\">#create QQ plot\n<\/span>ggplot(df, aes(sample=y)) +\n  stat_qq() + \n  stat_qq_line()\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-30780\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/qq1.jpg\" alt=\"Plot QQ di ggplot2\" width=\"542\" height=\"414\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">Kita dapat melihat bahwa titik-titik tersebut terutama terletak di sepanjang garis diagonal lurus dengan beberapa penyimpangan kecil di sepanjang masing-masing ekornya.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Berdasarkan grafik ini, kita berasumsi bahwa dataset ini berdistribusi normal.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Perhatikan bahwa kita juga bisa menggunakan argumen warna dan ukuran untuk mengubah warna dan ukuran titik di plot jika kita mau:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (ggplot2)<\/span>\n\n#make this example reproducible\n<\/span>set. <span style=\"color: #3366ff;\">seeds<\/span> (1)\n\n<span style=\"color: #008080;\">#create some fake data that follows a normal distribution\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (y=rnorm(200))\n\n<span style=\"color: #008080;\">#create QQ plot\n<\/span>ggplot(df, aes(sample=y)) +\n  stat_qq(size= <span style=\"color: #008000;\">2.5<\/span> , color=' <span style=\"color: #ff0000;\">red<\/span> ') + \n  stat_qq_line()<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-30781 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/qq2.jpg\" alt=\"\" width=\"549\" height=\"423\" srcset=\"\" sizes=\"\"><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Contoh 2: Plot QQ untuk data tidak normal<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Kode berikut menunjukkan cara membuat plot QQ untuk kumpulan data yang mengikuti distribusi eksponensial dengan 200 observasi:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#make this example reproducible\n<\/span>set. <span style=\"color: #3366ff;\">seeds<\/span> (1)\n\n<span style=\"color: #008080;\">#create some fake data that follows an exponential distribution\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (y=rexp( <span style=\"color: #008000;\">200<\/span> , rate= <span style=\"color: #008000;\">3<\/span> ))\n\n<span style=\"color: #008080;\">#create QQ plot\n<\/span>ggplot(df, aes(sample=y)) +\n  stat_qq() + \n  stat_qq_line()\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-30782 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/qq3.jpg\" alt=\"\" width=\"544\" height=\"416\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">Kita melihat bahwa titik-titiknya sangat menyimpang dari garis diagonal. Hal ini jelas menunjukkan bahwa dataset tidak berdistribusi normal.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Hal ini masuk akal mengingat kami menetapkan bahwa data harus mengikuti distribusi eksponensial.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Sumber daya tambahan<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Tutorial berikut menjelaskan cara melakukan tugas umum lainnya di ggplot2:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/id\/ggplot2-multi-baris\/\" target=\"_blank\" rel=\"noopener\">Cara memplot banyak baris di ggplot2<\/a><br \/> <a href=\"https:\/\/statorials.org\/id\/mean-plot-ggplot2-dan-deviasi-standar\/\" target=\"_blank\" rel=\"noopener\">Cara memplot mean dan deviasi standar di ggplot2<\/a><br \/> <a href=\"https:\/\/statorials.org\/id\/ggplot2-mengubah-warna-garis\/\" target=\"_blank\" rel=\"noopener\">Cara mengubah warna garis di ggplot2<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Plot QQ, kependekan dari \u201cquantile-quantile,\u201d digunakan untuk mengevaluasi apakah suatu kumpulan data berpotensi berasal dari distribusi teoretis. Dalam kebanyakan kasus, jenis plot ini digunakan untuk menentukan apakah suatu kumpulan data mengikuti distribusi normal atau tidak. Jika data berdistribusi normal, titik-titik pada plot QQ akan terletak pada garis lurus diagonal. Sebaliknya, jika titik-titik tersebut menyimpang secara [&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":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Cara Membuat Plot QQ di ggplot2 (dengan Contoh) - Statologi<\/title>\n<meta name=\"description\" content=\"Tutorial ini menjelaskan cara membuat plot QQ di ggplot2, termasuk contoh lengkapnya.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/id\/ggplot-qq-plot\/\" \/>\n<meta property=\"og:locale\" content=\"id_ID\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Cara Membuat Plot QQ di ggplot2 (dengan Contoh) - Statologi\" \/>\n<meta property=\"og:description\" content=\"Tutorial ini menjelaskan cara membuat plot QQ di ggplot2, termasuk contoh lengkapnya.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/id\/ggplot-qq-plot\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-15T12:57:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/qq1.jpg\" \/>\n<meta name=\"author\" content=\"Benjamin anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Ditulis oleh\" \/>\n\t<meta name=\"twitter:data1\" content=\"Benjamin anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimasi waktu membaca\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 menit\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/id\/ggplot-qq-plot\/\",\"url\":\"https:\/\/statorials.org\/id\/ggplot-qq-plot\/\",\"name\":\"Cara Membuat Plot QQ di ggplot2 (dengan Contoh) - Statologi\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/id\/#website\"},\"datePublished\":\"2023-07-15T12:57:23+00:00\",\"dateModified\":\"2023-07-15T12:57:23+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/id\/#\/schema\/person\/3d17a1160dd2d052b7c78e502cb9ec81\"},\"description\":\"Tutorial ini menjelaskan cara membuat plot QQ di ggplot2, termasuk contoh lengkapnya.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/id\/ggplot-qq-plot\/#breadcrumb\"},\"inLanguage\":\"id\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/id\/ggplot-qq-plot\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/id\/ggplot-qq-plot\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/statorials.org\/id\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Cara membuat plot qq di ggplot2 (dengan contoh)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/id\/#website\",\"url\":\"https:\/\/statorials.org\/id\/\",\"name\":\"Statorials\",\"description\":\"Panduan anda untuk kompetensi statistik!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/id\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"id\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/id\/#\/schema\/person\/3d17a1160dd2d052b7c78e502cb9ec81\",\"name\":\"Benjamin anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"id\",\"@id\":\"https:\/\/statorials.org\/id\/#\/schema\/person\/image\/\",\"url\":\"http:\/\/statorials.org\/id\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"http:\/\/statorials.org\/id\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"Benjamin anderson\"},\"description\":\"Halo, saya Benjamin, pensiunan profesor statistika yang menjadi guru Statorial yang berdedikasi. 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