{"id":1064,"date":"2023-07-27T19:26:11","date_gmt":"2023-07-27T19:26:11","guid":{"rendered":"https:\/\/statorials.org\/id\/kesalahan-standar-mean-python\/"},"modified":"2023-07-27T19:26:11","modified_gmt":"2023-07-27T19:26:11","slug":"kesalahan-standar-mean-python","status":"publish","type":"post","link":"https:\/\/statorials.org\/id\/kesalahan-standar-mean-python\/","title":{"rendered":"Cara menghitung kesalahan standar mean dengan python"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Kesalahan standar mean<\/strong> adalah cara mengukur sebaran nilai dalam suatu kumpulan data. Ini dihitung sebagai berikut:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Kesalahan standar mean = s \/ \u221an<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Emas:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>s<\/strong> : deviasi standar sampel<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>n<\/strong> : ukuran sampel<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Tutorial ini menjelaskan dua metode yang dapat Anda gunakan untuk menghitung kesalahan standar rata-rata kumpulan data dengan Python. Perhatikan bahwa kedua metode memberikan hasil yang persis sama.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Metode 1: Gunakan SciPy<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Cara pertama untuk menghitung kesalahan standar mean adalah dengan menggunakan fungsi <a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.sem.html\" target=\"_blank\" rel=\"noopener noreferrer\">sem()<\/a> dari perpustakaan SciPy Stats.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Kode berikut menunjukkan cara menggunakan fungsi ini:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">stats<\/span> <span style=\"color: #008000;\">import<\/span> week\n\n<span style=\"color: #008080;\">#define dataset<\/span> \ndata = [3, 4, 4, 5, 7, 8, 12, 14, 14, 15, 17, 19, 22, 24, 24, 24, 25, 28, 28, 29]\n\n<span style=\"color: #008080;\">#calculate standard error of the mean<\/span> \nsem(data)\n\n2.001447<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Kesalahan standar rata-ratanya adalah <strong>2.001447<\/strong> .<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Metode 2: Gunakan NumPy<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Cara lain untuk menghitung kesalahan standar rata-rata kumpulan data adalah dengan menggunakan fungsi <a href=\"https:\/\/numpy.org\/doc\/stable\/reference\/generated\/numpy.std.html\" target=\"_blank\" rel=\"noopener noreferrer\">std()<\/a> NumPy.<\/span><\/p>\n<p> <em><span style=\"color: #000000;\">Perhatikan bahwa kita perlu menentukan <strong>ddof=1<\/strong> dalam argumen fungsi ini untuk menghitung simpangan baku sampel dan bukan simpangan baku populasi.<\/span><\/em><\/p>\n<p> <span style=\"color: #000000;\">Kode berikut menunjukkan cara melakukan ini:<\/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;\">#define dataset<\/span>\ndata = np.array([3, 4, 4, 5, 7, 8, 12, 14, 14, 15, 17, 19, 22, 24, 24, 24, 25, 28, 28, 29])\n\n<span style=\"color: #008080;\">#calculate standard error of the mean<\/span> \nn.p. <span style=\"color: #3366ff;\">std<\/span> (data, ddof= <span style=\"color: #008000;\">1<\/span> ) \/ np. <span style=\"color: #3366ff;\">sqrt<\/span> ( <span style=\"color: #3366ff;\">np.size<\/span> (data))\n\n2.001447\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Sekali lagi, kesalahan standar rata-ratanya adalah <strong>2.001447<\/strong> .<\/span><\/p>\n<h3> <strong>Bagaimana menafsirkan kesalahan standar dari mean<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">Kesalahan standar mean hanyalah ukuran penyebaran nilai di sekitar mean. Ada dua hal yang perlu diingat ketika menafsirkan kesalahan standar mean:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. Semakin besar kesalahan standar mean, maka nilai-nilai tersebut semakin tersebar di sekitar mean dalam suatu kumpulan data.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Untuk mengilustrasikannya, pertimbangkan jika kita mengubah nilai terakhir dari kumpulan data sebelumnya dengan angka yang jauh lebih besar:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">stats<\/span> <span style=\"color: #008000;\">import<\/span> week\n\n<span style=\"color: #008080;\">#define dataset<\/span> \ndata = [3, 4, 4, 5, 7, 8, 12, 14, 14, 15, 17, 19, 22, 24, 24, 24, 25, 28, 28, <span style=\"color: #800080;\">150<\/span> ]\n\n<span style=\"color: #008080;\">#calculate standard error of the mean<\/span> \nsem(data)\n\n<span style=\"color: #000000;\">6.978265<\/span>\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Perhatikan bagaimana kesalahan standar meningkat dari <strong>2.001447<\/strong> menjadi <strong>6.978265<\/strong> . Hal ini menunjukkan bahwa nilai-nilai pada dataset ini lebih tersebar disekitar mean dibandingkan dengan dataset sebelumnya.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. Dengan bertambahnya ukuran sampel, kesalahan standar mean cenderung menurun.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Untuk mengilustrasikannya, pertimbangkan kesalahan standar dari mean untuk dua kumpulan data berikut:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #008000;\">from<\/span> <span style=\"color: #000000;\">scipy<\/span> . <span style=\"color: #3366ff;\">stats<\/span> <span style=\"color: #008000;\">import<\/span> <span style=\"color: #000000;\">week<\/span> \n\n#define first dataset and find SEM<\/span>\ndata1 = [1, 2, 3, 4, 5]\nsem(data1)\n\n0.7071068\n\n<span style=\"color: #008080;\">#define second dataset and find SEM<\/span>\ndata2 = [1, 2, 3, 4, 5, 1, 2, 3, 4, 5]\nsem(data2)\n\n0.4714045\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Kumpulan data kedua hanyalah kumpulan data pertama yang diulang dua kali. Jadi kedua kumpulan data memiliki mean yang sama tetapi kumpulan data kedua memiliki ukuran sampel yang lebih besar sehingga memiliki kesalahan standar yang lebih kecil.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Sumber daya tambahan<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/id\/kesalahan-standar-rata-rata-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">Cara menghitung kesalahan standar mean di R<\/a><br \/> <a href=\"https:\/\/statorials.org\/id\/kesalahan-standar-excel\/\" target=\"_blank\" rel=\"noopener noreferrer\">Cara Menghitung Standard Error Mean di Excel<\/a><br \/> Cara menghitung standard error mean di Google Sheets<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Kesalahan standar mean adalah cara mengukur sebaran nilai dalam suatu kumpulan data. Ini dihitung sebagai berikut: Kesalahan standar mean = s \/ \u221an Emas: s : deviasi standar sampel n : ukuran sampel Tutorial ini menjelaskan dua metode yang dapat Anda gunakan untuk menghitung kesalahan standar rata-rata kumpulan data dengan Python. Perhatikan bahwa kedua metode [&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 menghitung kesalahan standar mean dengan Python - Statorials<\/title>\n<meta name=\"description\" content=\"Penjelasan sederhana tentang cara menghitung standard error mean dengan Python, beserta sebuah 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\/kesalahan-standar-mean-python\/\" \/>\n<meta property=\"og:locale\" content=\"id_ID\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Cara menghitung kesalahan standar mean dengan Python - Statorials\" \/>\n<meta property=\"og:description\" content=\"Penjelasan sederhana tentang cara menghitung standard error mean dengan Python, beserta sebuah contoh.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/id\/kesalahan-standar-mean-python\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T19:26:11+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\/kesalahan-standar-mean-python\/\",\"url\":\"https:\/\/statorials.org\/id\/kesalahan-standar-mean-python\/\",\"name\":\"Cara menghitung kesalahan standar mean dengan Python - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/id\/#website\"},\"datePublished\":\"2023-07-27T19:26:11+00:00\",\"dateModified\":\"2023-07-27T19:26:11+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/id\/#\/schema\/person\/3d17a1160dd2d052b7c78e502cb9ec81\"},\"description\":\"Penjelasan sederhana tentang cara menghitung standard error mean dengan Python, beserta sebuah contoh.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/id\/kesalahan-standar-mean-python\/#breadcrumb\"},\"inLanguage\":\"id\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/id\/kesalahan-standar-mean-python\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/id\/kesalahan-standar-mean-python\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/statorials.org\/id\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Cara menghitung kesalahan standar mean dengan python\"}]},{\"@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. Dengan pengalaman dan keahlian yang luas di bidang statistika, saya ingin berbagi ilmu untuk memberdayakan mahasiswa melalui Statorials. Baca selengkapnya\",\"sameAs\":[\"http:\/\/statorials.org\/id\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Cara menghitung kesalahan standar mean dengan Python - Statorials","description":"Penjelasan sederhana tentang cara menghitung standard error mean dengan Python, beserta sebuah contoh.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/id\/kesalahan-standar-mean-python\/","og_locale":"id_ID","og_type":"article","og_title":"Cara menghitung kesalahan standar mean dengan Python - Statorials","og_description":"Penjelasan sederhana tentang cara menghitung standard error mean dengan Python, beserta sebuah contoh.","og_url":"https:\/\/statorials.org\/id\/kesalahan-standar-mean-python\/","og_site_name":"Statorials","article_published_time":"2023-07-27T19:26:11+00:00","author":"Benjamin anderson","twitter_card":"summary_large_image","twitter_misc":{"Ditulis oleh":"Benjamin anderson","Estimasi waktu membaca":"2 menit"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/id\/kesalahan-standar-mean-python\/","url":"https:\/\/statorials.org\/id\/kesalahan-standar-mean-python\/","name":"Cara menghitung kesalahan standar mean dengan Python - Statorials","isPartOf":{"@id":"https:\/\/statorials.org\/id\/#website"},"datePublished":"2023-07-27T19:26:11+00:00","dateModified":"2023-07-27T19:26:11+00:00","author":{"@id":"https:\/\/statorials.org\/id\/#\/schema\/person\/3d17a1160dd2d052b7c78e502cb9ec81"},"description":"Penjelasan sederhana tentang cara menghitung standard error mean dengan Python, beserta sebuah contoh.","breadcrumb":{"@id":"https:\/\/statorials.org\/id\/kesalahan-standar-mean-python\/#breadcrumb"},"inLanguage":"id","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/id\/kesalahan-standar-mean-python\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/id\/kesalahan-standar-mean-python\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/statorials.org\/id\/"},{"@type":"ListItem","position":2,"name":"Cara menghitung kesalahan standar mean dengan python"}]},{"@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. Dengan pengalaman dan keahlian yang luas di bidang statistika, saya ingin berbagi ilmu untuk memberdayakan mahasiswa melalui Statorials. Baca selengkapnya","sameAs":["http:\/\/statorials.org\/id"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/id\/wp-json\/wp\/v2\/posts\/1064"}],"collection":[{"href":"https:\/\/statorials.org\/id\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/id\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/id\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/id\/wp-json\/wp\/v2\/comments?post=1064"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/id\/wp-json\/wp\/v2\/posts\/1064\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/id\/wp-json\/wp\/v2\/media?parent=1064"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/id\/wp-json\/wp\/v2\/categories?post=1064"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/id\/wp-json\/wp\/v2\/tags?post=1064"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}