Data science - using python, plotly and leaflet

AulaGEO Academy

Course

Online

£ 100 VAT inc.

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Description

  • Type

    Course

  • Methodology

    Online

This is a course for data visualization lovers.

It has been prepared with practical exercises of the current context for its better understanding and application in a 10 intensive hours.

In a first section, the methodological principles on data viz and graphic display techniques are explained. As an exercise, the extraction and deployment of COVID-19 data using python, Plotly and express submodule is developed.

Additionally, the course includes the geospatial application for the representation of geographic data using Plotly's methods, and as an exercise the data from John Snow's research on cholera is reconstructed.

Finally, scientific and statistical graphics and their display through animation code are explored. As a final project, the Leaflet code is used to explore interactive maps.

About this course

Learn data science - covid-19 and cholera pandemic projects

Developers.
GIS and geospatial users.
Data researchers.
Anyone interested in learning more about python, data science, or data visualizations.
Anyone interested about the rapidly expanding world of data science.

Basic math skills
Basic to Intermediate Python Skills

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Reviews

This centre's achievements

2020

All courses are up to date

The average rating is higher than 3.7

More than 50 reviews in the last 12 months

This centre has featured on Emagister for 3 years

Subjects

  • Cholera Pandemic Projects
  • Data Visualization
  • Geographical
  • Statistical Plots
  • Interactive maps
  • Choropleth Maps

Course programme

Section 1: Module.1 Introduction to Data Visualization

1. Introduction to data visualization
2. Why bother about it
3. Objectives of Data Visualization
4. Theory of Data Vis
5. Practice

Section 2: Module. 2 Data Types and Chart Types

6. Continuos Variables and Histogram
7. Time Series and Line Chart
8. Categorical Data and bar chart
9. Categorical Data Type and pie chart
10. Pair of Continous variables
11. One Continuous and One Categorica
12. Pair of Categorical Variable
13. Practice

Section 3: Module. 3 Data Visaulization in Plotly

14. Fundamentals of Plotly
15. Plotly and Express submodule
16. Updating and Customizing Layout
17. Practice

Section 4: Module. 4 Final Project 1 (COVID Visualization in Plotly)

 18. Project 1 Section 5: Module. 5 Plotting Geographical Data in Plotly
19. Choropleth Maps
20. Line on Maps
21. Filled and Point areas
22. Maps with Bubbles
23. Maps with Heatmap
24. Mini Project

Section 6: Module. 6 Some Advanced Topics in Plotly

25. Financial Charts
26. Three D plots in Ploty
27. Subplots in Ploty
28. Practice

Section 7: Module. 7 Final Project 2 (John's Cholera Graph)

29. Project Cholera Ghost Map Section 8: Module. 8 Scientific and Statistical Plots
30. Contour Plots
31. Image in Plotly
32. Heat Map
33. Ternary Plots
34. Log Plots
35. Statistical Plots

Section 9: Module. 9 Animation in Plotly

36. Animation Using Plotly Express
37. Frames and GraphObjects
38. Line Chart Race Project

Section 10: Module. 10 Final Project 3 ( Exploring Interactive Maps using Leaflet)

39. Final Project on Chipotle

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Data science - using python, plotly and leaflet

£ 100 VAT inc.

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