{"id":3765,"date":"2023-07-15T16:32:02","date_gmt":"2023-07-15T16:32:02","guid":{"rendered":"https:\/\/statorials.org\/id\/panda-dikelompokkan-berdasarkan-perbedaan\/"},"modified":"2023-07-15T16:32:02","modified_gmt":"2023-07-15T16:32:02","slug":"panda-dikelompokkan-berdasarkan-perbedaan","status":"publish","type":"post","link":"https:\/\/statorials.org\/id\/panda-dikelompokkan-berdasarkan-perbedaan\/","title":{"rendered":"Pandas: cara menggunakan groupby dengan diff"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Anda dapat menggunakan sintaks dasar berikut untuk menggunakan fungsi <strong>groupby()<\/strong> dengan fungsi <strong>diff()<\/strong> di pandas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df = df. <span style=\"color: #3366ff;\">sort_values<\/span> (by=[' <span style=\"color: #ff0000;\">group_var1<\/span> ', ' <span style=\"color: #ff0000;\">group_var2<\/span> '])\n\ndf[' <span style=\"color: #ff0000;\">diff<\/span> '] = df. <span style=\"color: #3366ff;\">groupby<\/span> ([' <span style=\"color: #ff0000;\">group_var1<\/span> '])[' <span style=\"color: #ff0000;\">values_var<\/span> ']. <span style=\"color: #3366ff;\">diff<\/span> (). <span style=\"color: #3366ff;\">fillna<\/span> ( <span style=\"color: #008000;\">0<\/span> )\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Contoh khusus ini mengurutkan baris DataFrame berdasarkan dua variabel tertentu, lalu mengelompokkannya berdasarkan <strong>group_var1<\/strong> dan menghitung selisih antara baris di kolom <strong>value_var<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Perhatikan bahwa <strong>fillna(0)<\/strong> memberitahu panda untuk memasukkan angka nol setiap kali nilai variabel grup berubah di antara baris yang berurutan di DataFrame.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Contoh berikut menunjukkan cara menggunakan sintaksis ini dalam praktiknya.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Contoh: Cara menggunakan groupby dengan diff di Pandas<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Misalkan kita memiliki pandas DataFrame berikut yang berisi total penjualan yang dilakukan oleh dua toko berbeda pada tanggal berbeda:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <b><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">store<\/span> ': ['A', 'A', 'A', 'A', 'B', 'B', 'B', 'B'],\n                   ' <span style=\"color: #ff0000;\">date<\/span> ': pd. <span style=\"color: #3366ff;\">to_datetime<\/span> (['2022-01-01', '2022-01-02',\n                                           '2022-01-03', '2022-01-04',\n                                           '2022-01-01', '2022-01-02',\n                                           '2022-01-03', '2022-01-04']),\n                   ' <span style=\"color: #ff0000;\">sales<\/span> ': [12, 15, 24, 24, 14, 19, 12, 38]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  blind date sales\n0 A 2022-01-01 12\n1 A 2022-01-02 15\n2 A 2022-01-03 24\n3 A 2022-01-04 24\n4 B 2022-01-01 14\n5 B 2022-01-02 19\n6 B 2022-01-03 12\n7 B 2022-01-04 38<\/b><\/pre>\n<p> <span style=\"color: #000000;\">Sekarang misalkan kita ingin membuat kolom baru bernama <strong>sales_diff<\/strong> yang berisi selisih nilai penjualan antara tanggal berturut-turut, dikelompokkan berdasarkan toko.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Kita dapat menggunakan sintaks berikut untuk melakukan ini:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#sort DataFrame by store and date\n<\/span>df = df. <span style=\"color: #3366ff;\">sort_values<\/span> (by=[' <span style=\"color: #ff0000;\">store<\/span> ', ' <span style=\"color: #ff0000;\">date<\/span> '])\n\n<span style=\"color: #008080;\">#create new column that contains difference between sales grouped by store\n<\/span>df[' <span style=\"color: #ff0000;\">sales_diff<\/span> '] = df. <span style=\"color: #3366ff;\">groupby<\/span> ([' <span style=\"color: #ff0000;\">store<\/span> '])[' <span style=\"color: #ff0000;\">sales<\/span> ']. <span style=\"color: #3366ff;\">diff<\/span> (). <span style=\"color: #3366ff;\">fillna<\/span> ( <span style=\"color: #008000;\">0<\/span> )\n\n<span style=\"color: #008080;\">#view update DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  store date sales sales_diff\n0 A 2022-01-01 12 0.0\n1 A 2022-01-02 15 3.0\n2 A 2022-01-03 24 9.0\n3 A 2022-01-04 24 0.0\n4 B 2022-01-01 14 0.0\n5 B 2022-01-02 19 5.0\n6 B 2022-01-03 12 -7.0\n7 B 2022-01-04 38 26.0\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Kolom <strong>sales_diff<\/strong> baru berisi selisih nilai penjualan antara tanggal berturut-turut, yang dikelompokkan berdasarkan toko.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Misalnya, kita dapat melihat:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Selisih penjualan toko A antara 1\/1\/2022 dan 1\/2\/2022 adalah <strong>3<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">Selisih penjualan toko A antara 01\/02\/2022 dan 01\/03\/2022 adalah <strong>9<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">Selisih penjualan toko A antara 3\/1\/2022 dan 4\/1\/2022 adalah <strong>0<\/strong> .<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Dan seterusnya.<\/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 operasi umum lainnya di panda:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/id\/kelompok-panda-berdasarkan-jumlah\/\" target=\"_blank\" rel=\"noopener\">Cara melakukan penjumlahan GroupBy di Pandas<\/a><br \/><a href=\"https:\/\/statorials.org\/id\/kelompok-panda-berdasarkan-plot\/\" target=\"_blank\" rel=\"noopener\">Cara menggunakan Groupby dan Plot di Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/id\/panda-dikelompokkan-berdasarkan-jumlah-unik\/\" target=\"_blank\" rel=\"noopener\">Cara menghitung nilai unik menggunakan GroupBy di Pandas<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Anda dapat menggunakan sintaks dasar berikut untuk menggunakan fungsi groupby() dengan fungsi diff() di pandas: df = df. sort_values (by=[&#8216; group_var1 &#8216;, &#8216; group_var2 &#8216;]) df[&#8216; diff &#8216;] = df. groupby ([&#8216; group_var1 &#8216;])[&#8216; values_var &#8216;]. diff (). fillna ( 0 ) Contoh khusus ini mengurutkan baris DataFrame berdasarkan dua variabel tertentu, lalu mengelompokkannya berdasarkan [&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>Pandas: Cara menggunakan groupby dengan diff - Statologi<\/title>\n<meta name=\"description\" content=\"Tutorial ini menjelaskan cara menggunakan fungsi groupby dengan fungsi diff di pandas, dengan 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\/panda-dikelompokkan-berdasarkan-perbedaan\/\" \/>\n<meta property=\"og:locale\" content=\"id_ID\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandas: Cara menggunakan groupby dengan diff - Statologi\" \/>\n<meta property=\"og:description\" content=\"Tutorial ini menjelaskan cara menggunakan fungsi groupby dengan fungsi diff di pandas, dengan sebuah contoh.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/id\/panda-dikelompokkan-berdasarkan-perbedaan\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-15T16:32:02+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\/panda-dikelompokkan-berdasarkan-perbedaan\/\",\"url\":\"https:\/\/statorials.org\/id\/panda-dikelompokkan-berdasarkan-perbedaan\/\",\"name\":\"Pandas: Cara menggunakan groupby dengan diff - Statologi\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/id\/#website\"},\"datePublished\":\"2023-07-15T16:32:02+00:00\",\"dateModified\":\"2023-07-15T16:32:02+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/id\/#\/schema\/person\/3d17a1160dd2d052b7c78e502cb9ec81\"},\"description\":\"Tutorial ini menjelaskan cara menggunakan fungsi groupby dengan fungsi diff di pandas, dengan sebuah contoh.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/id\/panda-dikelompokkan-berdasarkan-perbedaan\/#breadcrumb\"},\"inLanguage\":\"id\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/id\/panda-dikelompokkan-berdasarkan-perbedaan\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/id\/panda-dikelompokkan-berdasarkan-perbedaan\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/statorials.org\/id\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pandas: cara menggunakan groupby dengan diff\"}]},{\"@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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