{"id":2510,"date":"2023-07-21T23:16:20","date_gmt":"2023-07-21T23:16:20","guid":{"rendered":"https:\/\/statorials.org\/id\/memusatkan-data-dengan-python\/"},"modified":"2023-07-21T23:16:20","modified_gmt":"2023-07-21T23:16:20","slug":"memusatkan-data-dengan-python","status":"publish","type":"post","link":"https:\/\/statorials.org\/id\/memusatkan-data-dengan-python\/","title":{"rendered":"Cara memusatkan data dengan python: dengan contoh"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Memusatkan<\/strong> kumpulan data berarti mengurangkan <a href=\"https:\/\/statorials.org\/id\/mengukur-tendensi-sentral\/\" target=\"_blank\" rel=\"noopener\">nilai rata-rata<\/a> setiap <a href=\"https:\/\/statorials.org\/id\/pengamatan-dalam-statistik\/\" target=\"_blank\" rel=\"noopener\">observasi<\/a> individu dalam kumpulan data.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Setelah Anda memusatkan kumpulan data, nilai rata-rata kumpulan data tersebut menjadi nol.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Contoh berikut menunjukkan cara memusatkan data dengan Python.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Contoh 1: Pusatkan nilai array NumPy<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Misalkan kita memiliki array NumPy berikut:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n\n<span style=\"color: #008080;\">#create NumPy array<\/span>\ndata = np. <span style=\"color: #3366ff;\">array<\/span> ([4, 6, 9, 13, 14, 17, 18, 19, 19, 21])\n\n<span style=\"color: #008080;\">#display mean of array<\/span>\n<span style=\"color: #008000;\">print<\/span> ( <span style=\"color: #3366ff;\">data.mean<\/span> ())\n\n14.0<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Kita dapat mendefinisikan <a href=\"https:\/\/statorials.org\/id\/kartu-digital\/\" target=\"_blank\" rel=\"noopener\">fungsi<\/a> untuk mengurangi nilai array rata-rata dari setiap observasi:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create function to data center\n<span style=\"color: #000000;\">center_function = <span style=\"color: #008000;\">lambda<\/span> x: x - x. <span style=\"color: #3366ff;\">mean<\/span> ()<\/span>\n\n#apply function to original NumPy array\n<span style=\"color: #000000;\">data_centered = center_function(data)\n<\/span>\n#view updated Array\n<span style=\"color: #000000;\"><span style=\"color: #008000;\">print<\/span> (data_centered)\n\narray([-10., -8., -5., -1., 0., 3., 4., 5., 5., 7.])\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Nilai yang dihasilkan merupakan nilai terpusat dari dataset.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Karena rata-rata tabel asli adalah 14, fungsi ini hanya mengurangkan 14 dari setiap nilai individual dalam tabel asli.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Misalnya:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Nilai pertama array terpusat = 4 \u2013 14 = <strong>-10<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">Nilai ke-2 dari array terpusat = 6 \u2013 14 = <strong>-8<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">Nilai ke-3 dalam array terpusat = 9 \u2013 14 = <strong>-5<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Dan seterusnya.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Kita juga dapat memeriksa bahwa rata-rata tabel di tengah adalah nol:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#display mean of centered array<\/span>\n<span style=\"color: #008000;\">print<\/span> ( <span style=\"color: #3366ff;\">data_centered.mean<\/span> ())\n\n0.0<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Contoh 2: Pusatkan kolom Pandas DataFrame<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Misalkan kita memiliki panda DataFrame berikut:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">x<\/span> ': [1, 4, 5, 6, 6, 8, 9],\n                   ' <span style=\"color: #ff0000;\">y<\/span> ': [7, 7, 8, 8, 8, 9, 12],\n                   ' <span style=\"color: #ff0000;\">z<\/span> ': [3, 3, 4, 4, 6, 7, 7]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n   X Y Z\n0 1 7 3\n1 4 7 3\n2 5 8 4\n3 6 8 4\n4 6 8 6\n5 8 9 7\n6 9 12 7<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Kita dapat menggunakan fungsi pandas <strong>apply()<\/strong> untuk memusatkan nilai setiap kolom di DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#center the values in each column of the DataFrame<\/span>\ndf_centered = df. <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: <span style=\"color: #3366ff;\">xx.mean<\/span> ())\n\n<span style=\"color: #008080;\">#view centered DataFrame<\/span>\n<span style=\"color: #008000;\">print<\/span> (df_centered)\n\n\t        X Y Z\n0 -4.571429 -1.428571 -1.857143\n1 -1.571429 -1.428571 -1.857143\n2 -0.571429 -0.428571 -0.857143\n3 0.428571 -0.428571 -0.857143\n4 0.428571 -0.428571 1.142857\n5 2.428571 0.571429 2.142857\n6 3.428571 3.571429 2.142857 \n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Kami kemudian dapat memverifikasi bahwa nilai rata-rata setiap kolom adalah nol:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#display mean of each column in the DataFrame<\/span>\ndf_centered. <span style=\"color: #3366ff;\">mean<\/span> ()\n\nx 2.537653e-16\ny-2.537653e-16\nz 3.806479e-16\ndtype:float64\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Rata-rata kolom ditampilkan dalam notasi ilmiah, namun setiap nilai pada dasarnya nol.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Sumber daya tambahan<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Tutorial berikut menjelaskan cara melakukan operasi umum lainnya dengan Python:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/id\/ukuran-sedang-dengan-python\/\" target=\"_blank\" rel=\"noopener\">Cara menghitung mean terpangkas dengan Python<\/a><br \/> <a href=\"https:\/\/statorials.org\/id\/berarti-python-kesalahan-persegi\/\" target=\"_blank\" rel=\"noopener\">Cara Menghitung Mean Square Error (MSE) dengan Python<\/a><br \/> <a href=\"https:\/\/statorials.org\/id\/panda-rata-rata-kolom-yang-dipilih\/\" target=\"_blank\" rel=\"noopener\">Cara menghitung rata-rata kolom yang dipilih di Pandas<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Memusatkan kumpulan data berarti mengurangkan nilai rata-rata setiap observasi individu dalam kumpulan data. Setelah Anda memusatkan kumpulan data, nilai rata-rata kumpulan data tersebut menjadi nol. Contoh berikut menunjukkan cara memusatkan data dengan Python. Contoh 1: Pusatkan nilai array NumPy Misalkan kita memiliki array NumPy berikut: import numpy as np #create NumPy array data = np. [&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 Memusatkan Data dengan Python (dengan Contoh) - Statologi<\/title>\n<meta name=\"description\" content=\"Tutorial ini menjelaskan cara memusatkan data dengan Python, dengan beberapa contoh.\" \/>\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\/memusatkan-data-dengan-python\/\" \/>\n<meta property=\"og:locale\" content=\"id_ID\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Cara Memusatkan Data dengan Python (dengan Contoh) - Statologi\" \/>\n<meta property=\"og:description\" content=\"Tutorial ini menjelaskan cara memusatkan data dengan Python, dengan beberapa contoh.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/id\/memusatkan-data-dengan-python\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-21T23:16:20+00:00\" \/>\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\/memusatkan-data-dengan-python\/\",\"url\":\"https:\/\/statorials.org\/id\/memusatkan-data-dengan-python\/\",\"name\":\"Cara Memusatkan Data dengan Python (dengan Contoh) - Statologi\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/id\/#website\"},\"datePublished\":\"2023-07-21T23:16:20+00:00\",\"dateModified\":\"2023-07-21T23:16:20+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/id\/#\/schema\/person\/3d17a1160dd2d052b7c78e502cb9ec81\"},\"description\":\"Tutorial ini menjelaskan cara memusatkan data dengan Python, dengan beberapa contoh.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/id\/memusatkan-data-dengan-python\/#breadcrumb\"},\"inLanguage\":\"id\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/id\/memusatkan-data-dengan-python\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/id\/memusatkan-data-dengan-python\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/statorials.org\/id\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Cara memusatkan data dengan python: 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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