Course Outline

Introduction

Data Science in Depth for Government

  • What is Plotly? What is Dash?
  • Pandas Overview for Government
  • Numpy Overview for Government

Plotly Basics for Government

  • Creating Plots
  • Generating Heatmaps

Preparing the Development Environment for Government

  • Installing and Configuring Plotly
  • Installing and Configuring Dash

Dash Core Components for Government

  • Utilizing Dropdown and Slider Components
  • Uploading CSV, XLS, and Image Files
  • Designing Dash Layouts
  • Converting Plotly Plots into Dashboards
  • Implementing Callbacks
  • Managing Inputs and Outputs

Dash Dashboards for Government

  • Retrieving Data from APIs
  • Constructing a Binance Dashboard
  • Linking Dash Components
  • Leveraging Alpha Vantage
  • Data Cleaning Techniques
  • Controlling Callbacks for Enhanced Functionality
  • Updating Graphs in Real-Time
  • Managing Layout Updates

Deployment for Government

  • Implementing App Authorization
  • Deploying Applications with Heroku

Summary and Conclusion for Government

Requirements

Prerequisites

  • Experience with Python

Audience

  • Data analysts for government
 14 Hours

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