{"id":970,"date":"2023-07-28T03:48:36","date_gmt":"2023-07-28T03:48:36","guid":{"rendered":"https:\/\/statorials.org\/id\/rata-rata-pergerakan-eksponensial-panda\/"},"modified":"2023-07-28T03:48:36","modified_gmt":"2023-07-28T03:48:36","slug":"rata-rata-pergerakan-eksponensial-panda","status":"publish","type":"post","link":"https:\/\/statorials.org\/id\/rata-rata-pergerakan-eksponensial-panda\/","title":{"rendered":"Cara menghitung rata-rata pergerakan eksponensial di pandas"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Dalam analisis deret waktu, <strong>rata-rata pergerakan<\/strong> hanyalah nilai rata-rata dari sejumlah periode sebelumnya.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Rata-rata pergerakan eksponensial<\/strong> adalah jenis rata-rata bergerak yang lebih menekankan pengamatan terkini, yang berarti mampu menangkap tren terkini dengan lebih cepat.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Tutorial ini menjelaskan cara menghitung rata-rata pergerakan eksponensial untuk kolom nilai di pandas DataFrame.<\/span><\/p>\n<h3> <strong>Contoh: rata-rata pergerakan eksponensial pada panda<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">Misalkan kita memiliki panda DataFrame berikut:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> pandas <span style=\"color: #107d3f;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd.DataFrame({'period': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],\n                   'sales': [25, 20, 14, 16, 27, 20, 12, 15, 14, 19]})\n\n<span style=\"color: #008080;\">#view DataFrame<\/span> \ndf\n\n        period sales\n0 1 25\n1 2 20\n2 3 14\n3 4 16\n4 5 27\n5 6 20\n6 7 12\n7 8 15\n8 9 14\n9 10 19\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Kita dapat menggunakan fungsi <a href=\"https:\/\/pandas.pydata.org\/pandas-docs\/stable\/reference\/api\/pandas.DataFrame.ewm.html\" target=\"_blank\" rel=\"noopener noreferrer\">pandas.DataFrame.ewm()<\/a> untuk menghitung rata-rata pergerakan tertimbang secara eksponensial untuk beberapa periode sebelumnya.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Misalnya, berikut cara menghitung rata-rata pergerakan tertimbang secara eksponensial menggunakan empat periode sebelumnya:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create new column to hold 4-day exponentially weighted moving average<\/span>\ndf['4dayEWM'] = df['sales']. <span style=\"color: #3366ff;\">ewm<\/span> (span= <span style=\"color: #008000;\">4<\/span> , adjust= <span style=\"color: #008000;\">False<\/span> ). <span style=\"color: #3366ff;\">mean<\/span> ()\n\n<span style=\"color: #008080;\">#view DataFrame<\/span> \ndf\n\n        period sales 4dayEWM\n0 1 25 25.000000\n1 2 20 23.000000\n2 3 14 19.400000\n3 4 16 18.040000\n4 5 27 21.624000\n5 6 20 20.974400\n6 7 12 17.384640\n7 8 15 16.430784\n8 9 14 15.458470\n9 10 19 16.875082<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Kita juga dapat menggunakan pustaka matplotlib untuk memvisualisasikan penjualan relatif terhadap rata-rata pergerakan tertimbang secara eksponensial 4 hari:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> matplotlib.pyplot <span style=\"color: #107d3f;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#plot sales and 4-day exponentially weighted moving average<\/span>\nplt. <span style=\"color: #3366ff;\">plot<\/span> (df['sales'], label='Sales')\nplt. <span style=\"color: #3366ff;\">plot<\/span> (df['4dayEWM'], label='4-day EWM')\n\n<span style=\"color: #008080;\">#add legend to plot<\/span>\nplt. <span style=\"color: #3366ff;\">legend<\/span> (loc=2)\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-10144 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/ewmpandas1.png\" alt=\"Rata-rata pergerakan tertimbang secara eksponensial pada panda\" width=\"464\" height=\"318\" srcset=\"\" sizes=\"\"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Sumber daya tambahan<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/id\/python-rata-rata-bergerak\/\" target=\"_blank\" rel=\"noopener noreferrer\">Cara Menghitung Rata-Rata Pergerakan dengan Python<\/a><br \/> <a href=\"https:\/\/statorials.org\/id\/kolom-panda-rata-rata\/\" target=\"_blank\" rel=\"noopener noreferrer\">Cara menghitung rata-rata kolom di Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/id\/python-autokorelasi\/\" target=\"_blank\" rel=\"noopener noreferrer\">Cara Menghitung Autokorelasi dengan Python<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Dalam analisis deret waktu, rata-rata pergerakan hanyalah nilai rata-rata dari sejumlah periode sebelumnya. Rata-rata pergerakan eksponensial adalah jenis rata-rata bergerak yang lebih menekankan pengamatan terkini, yang berarti mampu menangkap tren terkini dengan lebih cepat. Tutorial ini menjelaskan cara menghitung rata-rata pergerakan eksponensial untuk kolom nilai di pandas DataFrame. Contoh: rata-rata pergerakan eksponensial pada panda Misalkan [&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 Rata-Rata Pergerakan Eksponensial di Pandas<\/title>\n<meta name=\"description\" content=\"Penjelasan sederhana tentang cara menghitung rata-rata pergerakan eksponensial di panda, beserta contohnya.\" \/>\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\/rata-rata-pergerakan-eksponensial-panda\/\" \/>\n<meta property=\"og:locale\" content=\"id_ID\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Cara Menghitung Rata-Rata Pergerakan Eksponensial di Pandas\" \/>\n<meta property=\"og:description\" content=\"Penjelasan sederhana tentang cara menghitung rata-rata pergerakan eksponensial di panda, beserta contohnya.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/id\/rata-rata-pergerakan-eksponensial-panda\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-28T03:48:36+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/ewmpandas1.png\" \/>\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=\"1 menit\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/id\/rata-rata-pergerakan-eksponensial-panda\/\",\"url\":\"https:\/\/statorials.org\/id\/rata-rata-pergerakan-eksponensial-panda\/\",\"name\":\"Cara Menghitung Rata-Rata Pergerakan Eksponensial di Pandas\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/id\/#website\"},\"datePublished\":\"2023-07-28T03:48:36+00:00\",\"dateModified\":\"2023-07-28T03:48:36+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/id\/#\/schema\/person\/3d17a1160dd2d052b7c78e502cb9ec81\"},\"description\":\"Penjelasan sederhana tentang cara menghitung rata-rata pergerakan eksponensial di panda, beserta contohnya.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/id\/rata-rata-pergerakan-eksponensial-panda\/#breadcrumb\"},\"inLanguage\":\"id\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/id\/rata-rata-pergerakan-eksponensial-panda\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/id\/rata-rata-pergerakan-eksponensial-panda\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/statorials.org\/id\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Cara menghitung rata-rata pergerakan eksponensial di pandas\"}]},{\"@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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