Python Data Visualization: Dashboards with Plotly & Dash

سرفصل های دوره

Create custom Python visuals, interactive dashboards and web apps using Plotly & Dash, with unique, real-world projects

1 - Getting Started

1 - Course Structure Outline

2 - READ ME Important Notes for New Students.html

3 - DOWNLOAD Course Resources.html

3 - Interactive-Dashboards-with-Plotly-Dash.pdf

3 - Interactive-Dashboards-with-Plotly-Dash.zip

4 - Introducing the Course Project

5 - Setting Expectations

6 - Jupyter Installation Launch

2 - Intro to Plotly Dash

7 - Why Interactive Visuals

8 - Installing Plotly Dash

9 - The Anatomy of a Dash Application

10 - The Worlds Simplest Dash App

11 - Dash Component Deep Dive

12 - Interactive Elements

13 - Callback Functions

14 - DEMO Callback Functions

15 - Options for Running Your Application

16 - ASSIGNMENT Simple Dash Application

17 - SOLUTION Simple Dash Application

18 - Plotly Visuals Dash Graph Components

19 - Tying Interactive Elements to Visuals

20 - ASSIGNMENT A More Realistic Dash App

21 - SOLUTION A More Realistic Dash App

22 - Key Takeaways

3 - Plotly Figures Charts

23 - Intro to Plotly Charts

24 - DEMO Plotly Graph Objects

25 - DEMO Plotly Express

26 - Basic Plotly Charts

27 - DEMO Scatterplots Line Charts

28 - ASSIGNMENT Line Charts

29 - SOLUTION Line Charts

30 - Plotting Multiple Series

31 - DEMO Bar Charts

32 - ASSIGNMENT Bar Charts

33 - SOLUTION Bar Charts

34 - Pro Tip Bubble Charts

35 - Pie Donut Charts

36 - ASSIGNMENT Donut Bubble Charts

37 - SOLUTION Donut Bubble Charts

38 - Histograms

39 - Update Methods

40 - DEMO Updating Layout Traces

41 - DEMO Updating X and Y Axes

42 - Adding Annotations

43 - ASSIGNMENT Chart Formatting

44 - SOLUTION Chart Formatting

45 - Choropleth Maps

46 - DEMO Choropleth Maps

47 - Mapbox Maps

48 - DEMO Density Maps

49 - ASSIGNMENT Maps

50 - SOLUTION Maps

51 - Key Takeaways

4 - Interactive Elements

52 - Intro to Interactive Elements

53 - Interactive Element Overview

54 - Dropdown Menus

55 - DEMO Dropdowns

56 - Checklists

57 - ASSIGNMENT Checklists

58 - SOLUTION Checklists

59 - Radio Buttons

60 - Sliders

61 - Range Sliders

62 - ASSIGNMENT Sliders

63 - SOLUTION Sliders

64 - Date Pickers

65 - DEMO Date Pickers

66 - Multiple Input Callbacks

67 - Multiple Output Callbacks

68 - ASSIGNMENT Multiple Interactive Elements

69 - SOLUTION Multiple Interactive Elements

70 - Key Takeaways

5 - MIDCOURSE PROJECT

71 - MidCourse Project Introduction

72 - MidCourse Project Solution

6 - Dashboard Layouts

73 - Intro to Dashboard Layouts

74 - Visual Elements Layout Options

75 - Revisiting Dash App Layouts

76 - HTML Markdown

77 - ASSIGNMENT HTML Markdown

78 - SOLUTION HTML Markdown

79 - HTML Styles

80 - Styling Interactive Elements

81 - Styling Plotly Figures

82 - ASSIGNMENT App Styling

83 - SOLUTION App Styling

84 - Dash Bootstrap Components

85 - Dash Bootstrap Themes

86 - DEMO Applying a Bootstrap Theme

87 - GridBased Layouts

88 - DEMO GridBased Layouts

89 - Multiple Tabs

90 - DEMO Multiple Tabs

91 - ASSIGNMENT Building a Layout

92 - SOLUTION Building a Layout

93 - Key Takeaways

7 - Advanced Topics

94 - Intro to Advanced Topics

95 - Dash Data Tables

96 - DEMO Data Tables

97 - ASSIGNMENT Data Tables

98 - SOLUTION Data Tables

99 - Conditional Callbacks

100 - Chained Callbacks

101 - Pro Tip Debug Mode

102 - Interactive CrossFiltering

103 - Manually Firing Callbacks

104 - Periodically Firing Callbacks

105 - DEMO RealTime Updates

106 - ASSIGNMENT Advanced Callbacks

107 - SOLUTION Advanced Callbacks

108 - App Deployment Options

109 - DEMO App Deployment

110 - Key Takeaways

8 - FINAL COURSE PROJECT

111 - Final Project Introduction

112 - Final Project Solution

9 - BONUS LESSON

113 - BONUS LESSON.html

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تولید کننده: Udemy-Training