Interactive Dashboards And Data Apps With Plotly And Dash

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Interactive Dashboards And Data Apps With Plotly And Dash

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Author : Elias Dabbas
language : en
Publisher: Packt Publishing Ltd
Release Date : 2021-05-21

Interactive Dashboards And Data Apps With Plotly And Dash written by Elias Dabbas and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-05-21 with Computers categories.

Build web-based, mobile-friendly analytic apps and interactive dashboards with Python Key Features Develop data apps and dashboards without any knowledge of JavaScript Map different types of data such as integers, floats, and dates to bar charts, scatter plots, and more Create controls and visual elements with multiple inputs and outputs and add functionality to the app as per your requirements Book DescriptionPlotly's Dash framework is a life-saver for Python developers who want to develop complete data apps and interactive dashboards without JavaScript, but you'll need to have the right guide to make sure you’re getting the most of it. With the help of this book, you'll be able to explore the functionalities of Dash for visualizing data in different ways. Interactive Dashboards and Data Apps with Plotly and Dash will first give you an overview of the Dash ecosystem, its main packages, and the third-party packages crucial for structuring and building different parts of your apps. You'll learn how to create a basic Dash app and add different features to it. Next, you’ll integrate controls such as dropdowns, checkboxes, sliders, date pickers, and more in the app and then link them to charts and other outputs. Depending on the data you are visualizing, you'll also add several types of charts, including scatter plots, line plots, bar charts, histograms, and maps, as well as explore the options available for customizing them. By the end of this book, you'll have developed the skills you need to create and deploy an interactive dashboard, handle complexities and code refactoring, and understand the process of improving your application.What you will learn Find out how to run a fully interactive and easy-to-use app Convert your charts to various formats including images and HTML files Use Plotly Express and the grammar of graphics for easily mapping data to various visual attributes Create different chart types, such as bar charts, scatter plots, histograms, maps, and more Expand your app by creating dynamic pages that generate content based on URLs Implement new callbacks to manage charts based on URLs and vice versa Who this book is for This Plotly Dash book is for data professionals and data analysts who want to gain a better understanding of their data with the help of different visualizations and dashboards – and without having to use JS. Basic knowledge of the Python programming language and HTML will help you to grasp the concepts covered in this book more effectively, but it’s not a prerequisite.

The Book Of Dash

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Author : Adam Schroeder
language : en
Publisher: No Starch Press
Release Date : 2022-10-25

The Book Of Dash written by Adam Schroeder and has been published by No Starch Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-10-25 with Computers categories.

Create stunning interactive dashboard applications in Python with the Dash visualization and data analysis tool. Build interfaces that make sense of your data, and make it pretty. A swift and practical introduction to building interactive data visualization apps in Python, known as dashboards. You’ve seen dashboards before; think election result visualizations you can update in real time, or population maps you can filter by demographic. With the Python Dash library you’ll create analytic dashboards that present data in effective, usable, elegant ways in just a few lines of code. The book is fast-paced and caters to those entirely new to dashboards. It will talk you through the necessary software, then get straight into building the dashboards themselves. You’ll learn the basic format of a Dash app in a Twitter analysis dashboard that tracks numbers of likes over time. You’ll then build up skills through three more sophisticated projects. The first compares world data in three areas: volume of internet usage, percentage of parliament seats held by women, and CO2 emissions; the second is a financial portfolio dashboard that models your investments; and the third is visualizesmachine learning algorithms. The final chapter sets you up with some useful final skills, like debugging your code and applying color themes. In this book you will: Create and run your first Dash apps Use the pandas library to manipulate and analyze social media and API data Create a variety of stunning and effective charts using Plotly Learn to use bar charts, chloropleth maps, contour plots, and more Examine and build on existing apps written by the pros Dash combines several technologies to get you building dashboards quickly and efficiently. This book will do the same.

Data Visualization With Python

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Author : THOMPSON. CARTER
language : en
Publisher: Independently Published
Release Date : 2025-02-10

Data Visualization With Python written by THOMPSON. CARTER and has been published by Independently Published this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-10 with Computers categories.

Data Visualization with Python: Create Stunning Dashboards and Insights Unlock the full potential of your data with Data Visualization with Python, the ultimate guide to transforming raw data into compelling, interactive dashboards and insightful visualizations. Designed for data analysts, scientists, and Python developers, this book provides step-by-step instructions on how to build visually appealing and meaningful visualizations using Python libraries like Matplotlib, Seaborn, and Plotly. Whether you're analyzing trends, making data-driven decisions, or presenting insights to stakeholders, this book will help you design stunning visuals that convey complex information clearly. With real-world examples, best practices, and hands-on projects, you'll learn how to create dynamic dashboards, interactive charts, and effective storytelling visualizations to communicate your findings with ease. What You'll Learn: ✅ Introduction to Data Visualization - Understand the principles of data visualization and the importance of choosing the right charts for your data. ✅ Matplotlib Basics - Learn how to create basic visualizations like line charts, bar charts, scatter plots, and histograms using Matplotlib. ✅ Advanced Visualizations with Seaborn - Dive into advanced techniques with Seaborn for creating heatmaps, violin plots, and pair plots to reveal deeper insights. ✅ Interactive Visualizations with Plotly - Use Plotly to create interactive charts, geospatial maps, and 3D plots for a more dynamic user experience. ✅ Data Preprocessing for Visualization - Prepare and clean data for visualization using Pandas, including missing data handling, aggregation, and grouping. ✅ Customizing Plots - Customize the look and feel of your visualizations with labels, titles, color palettes, and styling to make them more engaging. ✅ Building Dashboards with Dash - Learn how to use Dash to create powerful, interactive dashboards for real-time data updates and seamless user interaction. ✅ Working with Geospatial Data - Visualize location-based data using Plotly maps and GeoPandas to create maps with interactive zoom and tooltips. ✅ Time Series Data Visualization - Master techniques for plotting time series data, including date formatting, resampling, and trend analysis. ✅ Embedding Visualizations into Web Apps - Learn how to embed your visualizations and dashboards into web applications using Flask and Django. ✅ Data Storytelling - Use visualizations to tell a compelling data story, highlighting key trends, patterns, and insights for your audience. ✅ Optimizing Visualization Performance - Implement techniques for handling large datasets and optimizing your visualizations for better performance and scalability. ✅ Real-World Use Cases - Explore practical applications of data visualization in fields such as finance, healthcare, marketing, and sales. With hands-on projects, practical tips, and real-world case studies, Data Visualization with Python will equip you with the skills to turn complex data into stunning visual narratives that engage and inform your audience.

Dashboard Design

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Author : Michael Burch
language : en
Publisher: CRC Press
Release Date : 2024-02-06

Dashboard Design written by Michael Burch and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-02-06 with Computers categories.

Interactive visualization and visual analytics tools have been designed and developed in the past and will be developed in the future as well. In each application domain in which data is measured, generated, and recorded we see a potential candidate for an interactive visualization tool with the goal to find insights and knowledge in the data. This knowledge can be found either visually by humans’ interventions or algorithmically by the machine, in the best case by applying both concepts in combination as in visual analytics. One of the easiest ways to get an interactive visualization tool running is by means of dashboards, typically implemented as webpages that can run in a web browser and are accessible online, creating some kind of web-based solution. This book describes ways to design and implement dashboards based on the programming language Python, the graphics library Plotly, and Dash. The readers can use the provided dashboard codes as a starting point and extend the functionality and features on their desire. Technical topics discussed in the book include: Design in visualization Interaction principles in information visualization User interface design Linking Python, Dash, and Plotly Coding in Python Dashboard examples with Python code.

Learn Grafana 7 0

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Author : Eric Salituro
language : en
Publisher: Packt Publishing Ltd
Release Date : 2020-06-25

Learn Grafana 7 0 written by Eric Salituro and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-06-25 with Computers categories.

A comprehensive introduction to help you get up and running with creating interactive dashboards to visualize and monitor time-series data in no time Key Features Install, set up, and configure Grafana for real-time data analysis and visualization Visualize and monitor data using data sources such as InfluxDB, Prometheus, and Elasticsearch Explore Grafana's multi-cloud support with Microsoft Azure, Amazon CloudWatch, and Google Stackdriver Book DescriptionGrafana is an open-source analytical platform used to analyze and monitoring time-series data. This beginner's guide will help you get to grips with Grafana's new features for querying, visualizing, and exploring metrics and logs no matter where they are stored. The book begins by showing you how to install and set up the Grafana server. You'll explore the working mechanism of various components of the Grafana interface along with its security features, and learn how to visualize and monitor data using, InfluxDB, Prometheus, Logstash, and Elasticsearch. This Grafana book covers the advanced features of the Graph panel and shows you how Stat, Table, Bar Gauge, and Text are used. You'll build dynamic dashboards to perform end-to-end analytics and label and organize dashboards into folders to make them easier to find. As you progress, the book delves into the administrative aspects of Grafana by creating alerts, setting permissions for teams, and implementing user authentication. Along with exploring Grafana's multi-cloud monitoring support, you'll also learn about Grafana Loki, which is a backend logger for users running Prometheus and Kubernetes. By the end of this book, you'll have gained all the knowledge you need to start building interactive dashboards.What you will learn Find out how to visualize data using Grafana Understand how to work with the major components of the Graph panel Explore mixed data sources, query inspector, and time interval settings Discover advanced dashboard features such as annotations, templating with variables, dashboard linking, and dashboard sharing techniques Connect user authentication to Google, GitHub, and a variety of external services Find out how Grafana can provide monitoring support for cloud service infrastructures Who this book is forThis book is for business intelligence developers, business analysts, data analysts, and anyone interested in performing time-series data analysis and monitoring using Grafana. Those looking to create and share interactive dashboards or looking to get up to speed with the latest features of Grafana will also find this book useful. Although no prior knowledge of Grafana is required, basic knowledge of data visualization and some experience in Python programming will help you understand the concepts covered in the book.

Interactive And Dynamic Dashboard

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Author : A. Vadivel
language : en
Publisher: CRC Press
Release Date : 2024-12-31

Interactive And Dynamic Dashboard written by A. Vadivel and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-31 with Computers categories.

The text comprehensively discusses the representation of visual data and design principles of interactive and dynamic dashboards. It further covers the theoretical concept of inference and machine learning algorithms for making the concepts clear to the reader. The book illustrates important topics such as data testing a parametric hypothesis, data testing a non-parametric hypothesis, exploratory data analysis, outlier detection and interpretation. This book: Covers various data analysis tools such as KNIME, RapidMiner, Rstudio, Grafana, and Redash Discusses the theoretical concept of inference and machine learning algorithms for designing dynamic dashboards Presents statistical modelling techniques with an emphasis on pattern mining, and pattern relationships Explains the problem of efficient retrieval of similar time series in large databases to enrich the knowledge of the readers to effectively handle various real-time datasets Illustrates dimensionality reduction techniques such as principal component analysis, linear discriminant analysis, singular value decomposition, and piecewise vector quantized approximation It is primarily written for senior undergraduates, graduate students, and academic researchers in the fields of electrical engineering, electronics and communications engineering, computer science and engineering, and information technology.

Tableau 10 Complete Reference

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Author : Joshua N. Milligan
language : en
Publisher: Packt Publishing Ltd
Release Date : 2018-12-24

Tableau 10 Complete Reference written by Joshua N. Milligan and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-12-24 with Computers categories.

Explore and understand data with the powerful data visualization techniques of Tableau, and then communicate insights in powerful ways Key FeaturesApply best practices in data visualization and chart types explorationExplore the latest version of Tableau Desktop with hands-on examplesUnderstand the fundamentals of Tableau storytellingBook Description Graphical presentation of data enables us to easily understand complex data sets. Tableau 10 Complete Reference provides easy-to-follow recipes with several use cases and real-world business scenarios to get you up and running with Tableau 10. This Learning Path begins with the history of data visualization and its importance in today's businesses. You'll also be introduced to Tableau - how to connect, clean, and analyze data in this visual analytics software. Then, you'll learn how to apply what you've learned by creating some simple calculations in Tableau and using Table Calculations to help drive greater analysis from your data. Next, you'll explore different advanced chart types in Tableau. These chart types require you to have some understanding of the Tableau interface and understand basic calculations. You’ll study in detail all dashboard techniques and best practices. A number of recipes specifically for geospatial visualization, analytics, and data preparation are also covered. Last but not least, you'll learn about the power of storytelling through the creation of interactive dashboards in Tableau. Through this Learning Path, you will gain confidence and competence to analyze and communicate data and insights more efficiently and effectively by creating compelling interactive charts, dashboards, and stories in Tableau. This Learning Path includes content from the following Packt products: Learning Tableau 10 - Second Edition by Joshua N. MilliganGetting Started with Tableau 2018.x by Tristan GuillevinWhat you will learnBuild effective visualizations, dashboards, and story pointsBuild basic to more advanced charts with step-by-step recipesBecome familiar row-level, aggregate, and table calculationsDig deep into data with clustering and distribution modelsPrepare and transform data for analysisLeverage Tableau’s mapping capabilities to visualize dataUse data storytelling techniques to aid decision making strategyWho this book is for Tableau 10 Complete Reference is designed for anyone who wants to understand their data better and represent it in an effective manner. It is also used for BI professionals and data analysts who want to do better at their jobs.

Pro Power Bi Dashboard Creation

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Author : Adam Aspin
language : en
Publisher:
Release Date : 2022

Pro Power Bi Dashboard Creation written by Adam Aspin and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022 with categories.

Produce high-quality, visually attractive analysis quickly and effectively with Microsoft's key BI tool. This book teaches analysts, managers, power users, and developers how to harness the power of Microsoft's self-service business intelligence flagship product to deliver compelling and interactive insight with remarkable ease. It then shows you the essential techniques needed to go from source data to dashboards that seize your audience's attention and provide them with clear and accurate information. As well as producing elegant and visually arresting output, you learn how to enhance the user experience through adding polished interactivity. This book shows you how to make interactive dashboards that allow you to guide users through the meaning of the data that they are exploring. Drill down features are also covered that allow you and your audience to dig deeper and uncover new insights by exploring anomalous and interesting data points. Reading this book builds your skills around creating meaningful and elegant dashboards using a range of compelling visuals. It shows you how to apply simple techniques to convert data into business insight. The book covers tablet and smartphone layouts for delivering business value in today's highly mobile world. You'll learn about formatting for effect to make your data tell its story, and you'll be a master at creating visually arresting output on multiple devices that grabs attention, builds influence, and drives change. What You Will Learn Produce designer output that will astound your bosses and peers Make new insights as you chop and tweak your data as never before Create high-quality analyses in record time Create interdependent charts, maps, and tables Deliver visually stunning information Drill down through data to provide unique understandings Outshine competing products and enhance existing skills Adapt your dashboard delivery to mobile devices.

Tableau For Dummies

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Author : Molly Monsey
language : en
Publisher: John Wiley & Sons
Release Date : 2015-11-02

Tableau For Dummies written by Molly Monsey and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-11-02 with Computers categories.

Make your data work for you! Tableau For Dummies brings order to the chaotic world of data. Understanding your data and organizing it into formats and visualizations that make sense to you are crucial to making a real impact on your business with the information that's already at your fingertips. This easy-to-use reference explores the user interface, and guides you through the process of connecting your data sources to the software. Additionally, this approachable, yet comprehensive text shows you how to use graphs, charts, and other images to bring visual interest to your data, how to create dashboards from multiple data sources, and how to export the visualizations that you have developed into multiple formats that translate into positive change for your business. The mission of Tableau Software is to grant you access to data that, when put into action, will help you build your company. Learning to use the data available to you helps you make informed, grounded business decisions that can spell success for your company. Navigate the user interface to efficiently access the features you need Connect to various spreadsheets, databases, and other data sources to create a multi-dimensional snapshot of your business Develop visualizations with easy to use drag and drop features Start building your data with templates and sample workbooks to spark your creativity and help you organize your information Tableau For Dummies is a step-by-step resource that helps you make sense of the data landscape—and put your data to work in support of your business.

Hands On Dashboard Development With Qlikview

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Author : Abhishek Agarwal
language : en
Publisher: Packt Publishing Ltd
Release Date : 2019-03-19

Hands On Dashboard Development With Qlikview written by Abhishek Agarwal and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-03-19 with Computers categories.

A step-by-step approach to building stunning dashboards with QlikView Key FeaturesPerform effective storytelling through interactive dashboards built with QlikViewCreate different types of visualizations from a variety of data sourcesIncludes tips, tricks, and best practices to perform effective Business Intelligence using QlikViewBook Description QlikView is one of the market leaders when it comes to building effective Business Intelligence solutions. This book will show how you can leverage its power to build your own dashboards to tell your own data story. The book starts with showing you how to connect your data to QlikView and create your own QlikView application. You will learn how to add data from multiple sources, create a data model by joining data, and then review it on the front end. You will work with QlikView components such as charts, list boxes, input boxes, and text objects to create stunning visualizations that help give actionable business insights. You will also learn how to perform analysis on your data in QlikView and master the various types of security measures to be taken in QlikView. By the end of this book, you will have all the essential knowledge required for insightful data storytelling and creating useful BI dashboards using QlikView. What you will learnLearn to use the latest and newest features of QlikViewConnect QlikView to various data sources, such as databases and websitesCreate a fully featured data model without circular referencesDisplay your data in maps, charts, and text across multiple sheetsApply set analysis to your data in QlikView expressionsSecure your data based on the various audience typesWho this book is for This book is best suited for BI professionals, data analysts and budding QlikView developers who wish to build effective dashboards using QlikView. Some basic understanding of the data visualization concepts and Business Intelligence is required.