[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-0-en-105":3,"doc-seo-657163-105":59,"doc-detail-657163-en":130},{"code":4,"msg":5,"data":6},0,"success",[7,13,18,23,28,33,38,43,48,51,55],{"id":8,"doc_module":4,"doc_module_name":9,"category_name":10,"show_sort_weight":11,"slug":12},1,"Document","Story & Novel",90,"story-novel",{"id":14,"doc_module":4,"doc_module_name":9,"category_name":15,"show_sort_weight":16,"slug":17},2,"Literature",80,"literature",{"id":19,"doc_module":4,"doc_module_name":9,"category_name":20,"show_sort_weight":21,"slug":22},4,"Exam",70,"exam",{"id":24,"doc_module":4,"doc_module_name":9,"category_name":25,"show_sort_weight":26,"slug":27},5,"Comic",60,"comic",{"id":29,"doc_module":4,"doc_module_name":9,"category_name":30,"show_sort_weight":31,"slug":32},6,"Technology",50,"technology",{"id":34,"doc_module":4,"doc_module_name":9,"category_name":35,"show_sort_weight":36,"slug":37},7,"Healthcare",40,"healthcare",{"id":39,"doc_module":4,"doc_module_name":9,"category_name":40,"show_sort_weight":41,"slug":42},8,"Research & Report",30,"research-report",{"id":44,"doc_module":4,"doc_module_name":9,"category_name":45,"show_sort_weight":46,"slug":47},9,"Religion & Spirituality",20,"religion-spirituality",{"id":46,"doc_module":4,"doc_module_name":9,"category_name":49,"show_sort_weight":46,"slug":50},"World Cup","world-cup",{"id":52,"doc_module":4,"doc_module_name":9,"category_name":53,"show_sort_weight":52,"slug":54},10,"Lifestyle","lifestyle",{"id":56,"doc_module":4,"doc_module_name":9,"category_name":57,"show_sort_weight":24,"slug":58},19,"General","general",{"code":4,"msg":60,"data":61},"ok",{"site_id":62,"language":63,"slug":64,"title":65,"keywords":66,"description":67,"schema_data":68,"social_meta":123,"head_meta":125,"extra_data":127,"updated_unix":129},105,"en","sankey-chart-using-python-chapter-1-introduction","Sankey Chart using Python - CHAPTER 1 - INTRODUCTION","","Sankey diagrams provide a clear way to map manufacturing processes and reveal where losses, inefficiencies, and material or energy movements occur. When datasets and models become more complex, additional visualization methods may be needed to represent multiple flow features rather than only simple output streams. This work combines data-visualization techniques with standard Sankey diagrams, offering an open-source Python approach and a method for generating hybrid diagrams from flow data in a consistent format.",{"@graph":69,"@context":122},[70,84,105],{"@type":71,"itemListElement":72},"BreadcrumbList",[73,77,79,82],{"item":74,"name":75,"@type":76,"position":8},"https://docshare.wps.com","Home","ListItem",{"item":78,"name":9,"@type":76,"position":14},"https://docshare.wps.com/document/",{"item":80,"name":30,"@type":76,"position":81},"https://docshare.wps.com/document/technology/",3,{"item":83,"name":65,"@type":76,"position":19},"https://docshare.wps.com/document/sankey-chart-using-python-chapter-1-introduction/657163/",{"url":83,"name":65,"@type":85,"image":86,"author":91,"headline":65,"publisher":94,"fileFormat":97,"inLanguage":63,"description":67,"dateModified":98,"datePublished":99,"encodingFormat":97,"isAccessibleForFree":100,"interactionStatistic":101},"DigitalDocument",{"url":87,"@type":88,"width":89,"height":90},"https://docshare.wps.com/thumbnails/sankey-chart-using-python-chapter-1-introduction/657163.png","ImageObject",300,407,{"name":92,"@type":93},"Aria","Person",{"url":74,"name":95,"@type":96},"DocShare","Organization","application/pdf","2026-10-30","2026-10-26",true,{"@type":102,"interactionType":103,"userInteractionCount":19},"InteractionCounter",{"@type":104},"ViewAction",{"@type":106,"mainEntity":107},"FAQPage",[108,114,118],{"name":109,"@type":110,"acceptedAnswer":111},"What is the main purpose of a Sankey chart?","Question",{"text":112,"@type":113},"A Sankey chart visualizes how information, energy, or resources move through complex systems. It uses connected routes with widths to represent the magnitude of tracked components or flows.","Answer",{"name":115,"@type":110,"acceptedAnswer":116},"Why are hybrid Sankey diagrams useful?",{"text":117,"@type":113},"Hybrid Sankey diagrams combine standard Sankey visualization with other techniques to represent more features of flows. This helps when relying only on basic stream information is insufficient for identifying key factors and reducing losses.",{"name":119,"@type":110,"acceptedAnswer":120},"How can Sankey charts be created in Python?",{"text":121,"@type":113},"The document provides an open-source Python implementation and a methodical workflow to create various hybrid Sankey diagrams from a dataset. A standard data format for flow data is used to support multiple data sources.","https://schema.org",{"og:url":83,"og:type":124,"og:title":65,"og:site_name":95,"og:description":67},"article",{"robots":126,"canonical":83},"index,follow",{"doc_id":128,"site_id":62},657163,1792974960,{"code":4,"msg":5,"data":131},{"doc_id":128,"user_id":132,"nickname":92,"user_avatar":133,"doc_module":4,"category_id":29,"category_name":30,"doc_title":65,"doc_description":67,"doc_content":134,"file_id":135,"file_url":136,"file_type":137,"file_size":138,"view_count":19,"is_deleted":4,"is_public":8,"is_downloadable":8,"audit_status":8,"page_count":34,"language":139,"language_code":63,"site_id":62,"html_lang":63,"table_of_contents":140,"faqs":141,"seo_title":142,"seo_description":67,"update_tm":129,"read_time":143},2336464648322,"https://ap-avatar.wpscdn.com/avatar/2200025388227c56fec?_k=1778556882303663488","Sankey Chart using Python  \nMrs. Ansu Elsa Koshy  \nKarthick B Sarvesh J.A YugapathyR.K  \nBachelor Of Technology-2nd Year Department Of Artificial Intelligence And Data Science  \nShakthi Institute Of Engineering And Technology (Autonomous) Coimbatore 641062  \nABSTRACT  \nSankey diagrams are a useful tool for mapping out manufacturing processes, helping to identify losses and inefficiencies, visualising material and energy movements, and providing a feeling of scale throughout a system. It can be necessary to use new visualisation techniques when available data and models get more intricate and sophisticated. For instance, it is not sufficient to look at only the flows of steel when searching for chances to reduce steel trash through supply chain integration; the alloy, thickness, coating, and forming history of the metal can all be crucial factors. In order to create a new kind of \"hybrid\" Sankey diagram that is more effective in visualising these many features of flows, this article mixes data-visualization techniques with the standard Sankey diagram.A Sankey diagram can be created in a number of ways, and different approaches are suitable in various contexts. In order to make this easier, an open-source Python implementation and a methodical approach for creating various hybrid Sankey diagrams from a dataset are provided. This method can be applied to construct Sankey diagrams from many data sources, including material flow analysis, life-cycle inventories, or directly measured data, by defining a standard data format for flow data. A number of graphic examples are used to demonstrate the technique, which is then applied to a genuine database of global steel flows.Sankey charts offer a dynamic and understandable depiction of intricate systems, flows, or processes. They are frequently recognised as an effective visualisation technique. These diagrams gracefully illustrate how energy, resources, and information are distributed inside a system, providing a comprehensive perspective that makes in-depth examination easier. Sankey charts are recognisable by their unique flow diagrams, which use different widths of connected routes to represent the amount or size of the objects being tracked. The intricate layout of these diagrams enables interested parties to spot trends, pinpoint obstructions, and maximise productivity, rendering them an indispensable resource for decision-makers in domains spanning from energy administration and manufacturing procedures to monetary dealings and data flow operations. Sankey charts essentially act as a visual bridge, shedding light on the complex relationships within complex systems.  \nGraphical abstract  \nCHAPTER 1  \nINTRODUCTION  \nOVERVIEW  \nA complex data visualisation technique called a \"sankey chart\" is used to show how information, energy, or resources move through complex systems. These maps use a distinct visual language in which the number or size of components being tracked is represented by a network of routes with different widths. Sankey charts are widely used in a variety of industries, including energy management, finance, industrial processes, and information workflows. They provide a thorough and understandable depiction of complex interactions. Their capacity to uncover trends, pinpoint bottlenecks, and maximise efficiencies renders them a priceless tool for decision-makers pursuing a more profound comprehension of intricate systems.  \nThe ability of Sankey charts to give stakeholders a comprehensive understanding of interrelated processes is one of their main advantages. These charts help viewers understand the dynamics at work in a system by graphically representing the paths and relative sizes of various components. By exposing  \nareas of concentration, detecting inefficiencies, and assisting in the optimisation of resource allocation, this holistic approach makes strategic decisionmaking easier. Sankey charts therefore offer as a link between data and practical insights, enabli","cbCailxGuFtAw2s5","https://ap.wps.com/l/cbCailxGuFtAw2s5","pdf",426303,"English","# CHAPTER 1 INTRODUCTION\n## OVERVIEW\n## GENERAL INFORMATION\n## OBJECTIVE","[{\"question\":\"What is the main purpose of a Sankey chart?\",\"answer\":\"A Sankey chart visualizes how information, energy, or resources move through complex systems. It uses connected routes with widths to represent the magnitude of tracked components or flows.\"},{\"question\":\"Why are hybrid Sankey diagrams useful?\",\"answer\":\"Hybrid Sankey diagrams combine standard Sankey visualization with other techniques to represent more features of flows. This helps when relying only on basic stream information is insufficient for identifying key factors and reducing losses.\"},{\"question\":\"How can Sankey charts be created in Python?\",\"answer\":\"The document provides an open-source Python implementation and a methodical workflow to create various hybrid Sankey diagrams from a dataset. A standard data format for flow data is used to support multiple data sources.\"}]","Sankey Chart using Python - CHAPTER 1 - INTRODUCTION | PDF",18]