Prototyping Python Dashboards for Scientists and Engineers: Build and Deploy a Complete Dashboard with Python
暫譯: 為科學家和工程師原型設計 Python 儀表板：使用 Python 建立和部署完整的儀表板
Houlahan, Padraig
相關主題
商品描述
Create interactive and data-driven dashboards using Python. This hands-on guide is a practical resource for those (with modest programming skills) in scientific and engineering fields looking to leverage Python's power for data visualization and analysis in a user-friendly dashboard format.
You'll begin by gaining a fundamental understanding of Python programming, including data types, lists, dictionaries, and data structures. The book then delves into the world of reactive programming with Plotly and Dash, offering a hands-on approach to building interactive web-based dashboards. Next, you'll see how to work with online data, how to scrape and clean datasets, and keep files up-to-date.
The book also guides you through planning a dashboard prototype, outlining project tasks, trends, forecasts, spectra, and other design considerations. It concludes with a discussion of how the dashboard can be used for data visualization of real data, explaining the usefulness of tools such as spectra.
By providing detailed examples for download and customization, Prototyping Python Dashboards for Scientists and Engineers will equip you with the skills needed to jumpstart your own development efforts.What You'll Learn
- Design a dashboard with Python
- Convert and filter Excel formatted files to produce CSV files
- Create browser-served graphics with PLOTLY
- Generate polynomial trend lines for forecasting
- Build a Unix service to share your dashboard
Who This Book Is For
Scientists, engineers, students, programmers, and data enthusiasts who aspire to harness Python's potential for data visualization and analysis through the creation of interactive dashboards. Many will be pragmatic programmers with modest skills and limited resources who mainly want to see a working solution they could emulate.商品描述(中文翻譯)
建立互動式和數據驅動的儀表板，使用 Python。本實用指南是針對那些在科學和工程領域中擁有適度程式設計技能的人，旨在利用 Python 的強大功能進行數據可視化和分析，以用戶友好的儀表板格式呈現。
您將首先獲得 Python 程式設計的基本理解，包括數據類型、列表、字典和數據結構。接著，本書深入探討使用 Plotly 和 Dash 的反應式程式設計世界，提供一種實踐方法來構建互動式的基於網頁的儀表板。然後，您將學習如何處理在線數據，如何抓取和清理數據集，以及如何保持文件的最新狀態。
本書還指導您規劃儀表板原型，概述項目任務、趨勢、預測、光譜和其他設計考量。最後，討論儀表板如何用於真實數據的數據可視化，解釋光譜等工具的實用性。
通過提供詳細的範例供下載和自訂，《Prototyping Python Dashboards for Scientists and Engineers》將使您具備啟動自己開發工作的技能。
您將學到的內容：
- 使用 Python 設計儀表板
- 將 Excel 格式的文件轉換和過濾以生成 CSV 文件
- 使用 PLOTLY 創建瀏覽器服務的圖形
- 生成多項式趨勢線以進行預測
- 建立 Unix 服務以分享您的儀表板
本書適合對象：
科學家、工程師、學生、程式設計師和數據愛好者，渴望通過創建互動式儀表板來利用 Python 的潛力進行數據可視化和分析。許多人將是擁有適度技能和有限資源的務實程式設計師，他們主要希望看到一個可以模仿的工作解決方案。
作者簡介
Padraig Houlahan has a diverse career, spanning research, teaching, and I.T. management. He has worn multiple hats over the years, functioning as a scientist, software developer, college professor, flight instructor, and I.T. director. Throughout his journey, he has maintained an enduring fascination with the art of uncovering patterns within data. His Ph.D. research introduced an innovative pattern recognition approach for dissecting the structure of astronomical nebulae. In parallel, his M.A. endeavor involved the endeavor of identifying gravitational waves within Lunar Laser Ranging data.In recent times, his focus has pivoted toward aviation-centric software projects. These ventures involve real-time tracking and visualization of aircraft to aid in traffic flow analysis. Furthermore, he has played a pivotal role in rendering extensive datasets accessible to both students and faculty, benefiting airline and airport operators alike. Teaching has always held a special place in his heart, driven by the joy of witnessing students derive satisfaction from acquiring new knowledge and insights.
作者簡介(中文翻譯)
Padraig Houlahan 擁有多元的職業生涯，涵蓋研究、教學和資訊科技管理。他多年來擔任過多種角色，包括科學家、軟體開發人員、大學教授、飛行教練和資訊科技主管。在他的旅程中，他始終對從數據中揭示模式的藝術保持著持久的熱情。他的博士研究提出了一種創新的模式識別方法，用於剖析天文星雲的結構。與此同時，他的碩士研究則致力於在月球激光測距數據中識別引力波。最近，他的重心轉向以航空為中心的軟體專案。這些專案涉及實時追蹤和可視化飛機，以協助交通流量分析。此外，他在使大量數據集對學生和教職員可及方面發揮了關鍵作用，惠及航空公司和機場運營商。教學一直在他心中佔有特殊的地位，因為他樂於見證學生從獲取新知識和見解中獲得滿足感。
