{"id":10437,"date":"2017-08-08T17:14:59","date_gmt":"2017-08-08T11:44:59","guid":{"rendered":"http:\/\/ucanalytics.com\/blogs\/?p=10437"},"modified":"2018-04-18T10:11:40","modified_gmt":"2018-04-18T04:41:40","slug":"python-code-time-series-forecasting-arima-models-manufacturing-case-study-example","status":"publish","type":"post","link":"https:\/\/ucanalytics.com\/blogs\/python-code-time-series-forecasting-arima-models-manufacturing-case-study-example\/","title":{"rendered":"Python Code for Time Series Forecasting &#038; ARIMA Models &#8211; Manufacturing Case Study Example"},"content":{"rendered":"<hr \/>\n<p><strong><a href=\"http:\/\/ucanalytics.com\/blogs\/category\/manufacturing-case-study-example\/\" target=\"_blank\" rel=\"noopener\">Business forecasting case study example<\/a><\/strong>\u00a0is one of the popular case\u00a0studies on YOU CANalytics. Originally, the time series analysis and forecasting for the case study were demonstrated\u00a0on R in a series of articles. One of the readers, Anindya Saha, has replicated this entire analysis in Python. You could read this python notebook at this link:\u00a0<a href=\"http:\/\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/ARIMA-TimeSeries-Analysis-of-Tractor-Sales.html\" target=\"_blank\" rel=\"noopener\"><strong>Python Notebook for Forecasting<\/strong><\/a>. Thanks, Anindya for your effort.<\/p>\n<p><a href=\"http:\/\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/ARIMA-Python.jpg\"><br \/>\n<\/a><a href=\"http:\/\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/ARIMA-TimeSeries-Analysis-of-Tractor-Sales.html\"><img data-attachment-id=\"10440\" data-permalink=\"https:\/\/ucanalytics.com\/blogs\/python-code-time-series-forecasting-arima-models-manufacturing-case-study-example\/arima-python\/\" data-orig-file=\"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/ARIMA-Python.jpg?fit=927%2C736&amp;ssl=1\" data-orig-size=\"927,736\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"ARIMA Python\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/ARIMA-Python.jpg?fit=300%2C238&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/ARIMA-Python.jpg?fit=640%2C508&amp;ssl=1\" decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-10440 size-full\" src=\"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/ARIMA-Python.jpg?resize=640%2C508\" alt=\"\" width=\"640\" height=\"508\" srcset=\"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/ARIMA-Python.jpg?w=927&amp;ssl=1 927w, https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/ARIMA-Python.jpg?resize=250%2C198&amp;ssl=1 250w, https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/ARIMA-Python.jpg?resize=300%2C238&amp;ssl=1 300w, https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/ARIMA-Python.jpg?resize=768%2C610&amp;ssl=1 768w, https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/ARIMA-Python.jpg?resize=30%2C24&amp;ssl=1 30w\" sizes=\"(max-width: 640px) 100vw, 640px\" data-recalc-dims=\"1\" \/><\/a><\/p>\n<table>\n<tbody>\n<tr style=\"height: 97.6px;\">\n<td style=\"border-color: #453f3f; background-color: #cdcfd4; height: 97.6px;\"><img data-attachment-id=\"10445\" data-permalink=\"https:\/\/ucanalytics.com\/blogs\/python-code-time-series-forecasting-arima-models-manufacturing-case-study-example\/anindya-saha\/\" data-orig-file=\"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/Anindya-Saha.jpg?fit=352%2C352&amp;ssl=1\" data-orig-size=\"352,352\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Anindya Saha\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/Anindya-Saha.jpg?fit=300%2C300&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/Anindya-Saha.jpg?fit=352%2C352&amp;ssl=1\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-10445 alignleft\" src=\"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/Anindya-Saha.jpg?resize=132%2C132\" alt=\"\" width=\"132\" height=\"132\" srcset=\"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/Anindya-Saha.jpg?w=352&amp;ssl=1 352w, https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/Anindya-Saha.jpg?resize=250%2C250&amp;ssl=1 250w, https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/Anindya-Saha.jpg?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/08\/Anindya-Saha.jpg?resize=30%2C30&amp;ssl=1 30w\" sizes=\"(max-width: 132px) 100vw, 132px\" data-recalc-dims=\"1\" \/><strong>About Anindya Saha:\u00a0<\/strong><\/p>\n<p>Anindya is\u00a0<span style=\"font-family: inherit; font-size: inherit;\">passionate about machine learning\u00a0&amp; data mining. He has a significant prior software engineering experience. In 2014, he left his\u00a0job to study machine learning and graduated from Texas A&amp;M University. He is currently working with Visa in the\u00a0<\/span>USA<span style=\"font-family: inherit; font-size: inherit;\">. He is always on a lookout for team mates to compete on Kaggle. You could reach out to him at\u00a0<\/span><a style=\"font-family: inherit; font-size: inherit;\" href=\"mailto:anindya_elect@yahoo.com\">anindya_elect@yahoo.com<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>Business forecasting case study example\u00a0is one of the popular case\u00a0studies on YOU CANalytics. Originally, the time series analysis and forecasting for the case study were demonstrated\u00a0on R in a series of articles. One of the readers, Anindya Saha, has replicated this entire analysis in Python. You could read this python notebook at this link:\u00a0Python Notebook<\/p>\n<p><a class=\"excerpt-more blog-excerpt\" href=\"https:\/\/ucanalytics.com\/blogs\/python-code-time-series-forecasting-arima-models-manufacturing-case-study-example\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":1,"featured_media":10440,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_newsletter_tier_id":0,"jetpack_publicize_message":"","jetpack_is_tweetstorm":false,"jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false}}},"categories":[74],"tags":[],"jetpack_publicize_connections":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v17.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python Code for Time Series Forecasting &amp; ARIMA Models - Manufacturing Case Study Example &ndash; YOU CANalytics |<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ucanalytics.com\/blogs\/python-code-time-series-forecasting-arima-models-manufacturing-case-study-example\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python Code for Time Series Forecasting &amp; ARIMA Models - Manufacturing Case Study Example &ndash; YOU CANalytics |\" \/>\n<meta property=\"og:description\" content=\"Business forecasting case study example\u00a0is one of the popular case\u00a0studies on YOU CANalytics. Originally, the time series analysis and forecasting for the case study were demonstrated\u00a0on R in a series of articles. One of the readers, Anindya Saha, has replicated this entire analysis in Python. 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Time Series Analysis &#8211; Manufacturing Case Study Example (Part 1)","author":"Roopam Upadhyay","date":false,"format":false,"excerpt":"Today we are starting a new case study example series on YOU CANalytics involving forecasting and time series analysis. In this case study example, we will learn about\u00a0time series analysis for a manufacturing operation. Time series analysis and modeling have many business and social applications. It is extensively used to\u2026","rel":"","context":"In &quot;Manufacturing Case Study Example&quot;","block_context":{"text":"Manufacturing Case Study Example","link":"https:\/\/ucanalytics.com\/blogs\/category\/manufacturing-case-study-example\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2015\/04\/Time-Series-Analysis-Sine-Curve.jpg?fit=480%2C597&ssl=1&resize=350%2C200","width":350,"height":200},"classes":[]},{"id":5632,"url":"https:\/\/ucanalytics.com\/blogs\/step-by-step-graphic-guide-to-forecasting-through-arima-modeling-in-r-manufacturing-case-study-example\/","url_meta":{"origin":10437,"position":1},"title":"Step-by-Step Graphic Guide to Forecasting through ARIMA Modeling using R &#8211; Manufacturing Case Study Example (Part 4)","author":"Roopam Upadhyay","date":false,"format":false,"excerpt":"This article is a continuation of our manufacturing case study example to\u00a0forecast tractor sales through time series and ARIMA models. You can\u00a0find the previous parts at the following links: Part 1\u00a0: Introduction to time series modeling & forecasting Part 2: Time series decomposition to decipher patterns and trends before forecasting\u2026","rel":"","context":"In &quot;Manufacturing Case Study Example&quot;","block_context":{"text":"Manufacturing Case Study Example","link":"https:\/\/ucanalytics.com\/blogs\/category\/manufacturing-case-study-example\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2015\/06\/photo-1.jpg?fit=412%2C336&ssl=1&resize=350%2C200","width":350,"height":200},"classes":[]},{"id":10404,"url":"https:\/\/ucanalytics.com\/blogs\/video-case-study-example-time-series-age-big-data\/","url_meta":{"origin":10437,"position":2},"title":"Video Case Study Example &#8211; Time Series in the Age of Big Data","author":"Roopam Upadhyay","date":false,"format":false,"excerpt":"Dear readers, watch the first video case study example on YOU CANalytics. This was my first attempt at the video presentation and I must say it is damn hard to speak while staring at your computer. I have come away with a new-found respect for the folks who could effortlessly\u2026","rel":"","context":"In &quot;Video Discussion&quot;","block_context":{"text":"Video Discussion","link":"https:\/\/ucanalytics.com\/blogs\/category\/video-discussion\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/07\/Video-Case-Sudy-Time-Series-in-the-Age-of-Big-Data.jpg?fit=640%2C480&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/07\/Video-Case-Sudy-Time-Series-in-the-Age-of-Big-Data.jpg?fit=640%2C480&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2017\/07\/Video-Case-Sudy-Time-Series-in-the-Age-of-Big-Data.jpg?fit=640%2C480&ssl=1&resize=525%2C300 1.5x"},"classes":[]},{"id":5782,"url":"https:\/\/ucanalytics.com\/blogs\/how-effective-is-my-marketing-budget-regression-with-arima-errors-arimax-case-study-example-part-5\/","url_meta":{"origin":10437,"position":3},"title":"How Effective is My Marketing Budget? &#8211; Regression with ARIMA Errors, Case Study Example (Part 5)","author":"Roopam Upadhyay","date":false,"format":false,"excerpt":"So far we have covered the following topics in this case study example\u00a0on time series forecasting and ARIMA models: Part 1\u00a0: Introduction to time series modeling & forecasting Part 2: Time series decomposition to decipher patterns and trends before forecasting Part 3: Introduction to ARIMA models for forecasting Part 4:\u2026","rel":"","context":"In &quot;Manufacturing Case Study Example&quot;","block_context":{"text":"Manufacturing Case Study Example","link":"https:\/\/ucanalytics.com\/blogs\/category\/manufacturing-case-study-example\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2015\/07\/rope-walk.jpg?fit=480%2C640&ssl=1&resize=350%2C200","width":350,"height":200},"classes":[]},{"id":5213,"url":"https:\/\/ucanalytics.com\/blogs\/time-series-decomposition-manufacturing-case-study-example-part-2\/","url_meta":{"origin":10437,"position":4},"title":"Time Series Decomposition &#8211; Manufacturing Case Study Example (Part 2)","author":"Roopam Upadhyay","date":false,"format":false,"excerpt":"In the previous\u00a0article, we started a new case study on sales forecasting for a tractor and farm\u00a0equipment manufacturing company called PowerHorse. Our final\u00a0goal is\u00a0to forecast tractor sales in the next 36 months. In this article, we will delve deeper into time series decomposition. As discussed earlier, the idea behind time\u2026","rel":"","context":"In &quot;Manufacturing Case Study Example&quot;","block_context":{"text":"Manufacturing Case Study Example","link":"https:\/\/ucanalytics.com\/blogs\/category\/manufacturing-case-study-example\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2015\/05\/Painter1.jpg?fit=630%2C1024&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2015\/05\/Painter1.jpg?fit=630%2C1024&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2015\/05\/Painter1.jpg?fit=630%2C1024&ssl=1&resize=525%2C300 1.5x"},"classes":[]},{"id":2577,"url":"https:\/\/ucanalytics.com\/blogs\/choose-your-data-mining-statistics-software\/","url_meta":{"origin":10437,"position":5},"title":"Choose Your Data Mining &#038; Statistics Software \/ Language","author":"Roopam Upadhyay","date":false,"format":false,"excerpt":"One of the crucial decisions while doing data analysis is an appropriate choice of statistics software and language. In this article, I am going to analyze and help you choose the right data mining and statistics software for your purpose. I have used the following 12 software\u00a0 \/\u00a0 languages (tools)\u2026","rel":"","context":"In &quot;Analytics Tips and Tricks&quot;","block_context":{"text":"Analytics Tips and Tricks","link":"https:\/\/ucanalytics.com\/blogs\/category\/analytics-tips\/"},"img":{"alt_text":"Slide3","src":"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2014\/04\/Slide3.jpg?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2014\/04\/Slide3.jpg?resize=350%2C200 1x, https:\/\/i0.wp.com\/ucanalytics.com\/blogs\/wp-content\/uploads\/2014\/04\/Slide3.jpg?resize=525%2C300 1.5x"},"classes":[]}],"_links":{"self":[{"href":"https:\/\/ucanalytics.com\/blogs\/wp-json\/wp\/v2\/posts\/10437"}],"collection":[{"href":"https:\/\/ucanalytics.com\/blogs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ucanalytics.com\/blogs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ucanalytics.com\/blogs\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ucanalytics.com\/blogs\/wp-json\/wp\/v2\/comments?post=10437"}],"version-history":[{"count":0,"href":"https:\/\/ucanalytics.com\/blogs\/wp-json\/wp\/v2\/posts\/10437\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ucanalytics.com\/blogs\/wp-json\/wp\/v2\/media\/10440"}],"wp:attachment":[{"href":"https:\/\/ucanalytics.com\/blogs\/wp-json\/wp\/v2\/media?parent=10437"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ucanalytics.com\/blogs\/wp-json\/wp\/v2\/categories?post=10437"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ucanalytics.com\/blogs\/wp-json\/wp\/v2\/tags?post=10437"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}