
What you would learn in Data science - using python, plotly and leaflet course?
The book has been written with exercises that are practical in the current situation for more understanding and its application over 10 hours of intense learning.
The first part of the first section describes the fundamentals of graphic display and data viz methods. For a test, an extraction and implementation of COVID-19 data using Python Plotly, Express submodule, and Plotly is designed.
The course also covers using geospatial technology to represent data from geographic sources using Plotly's method as an exercise. The data collected from John Snow's research on cholera is recreated.
Then, statistical and scientific graphs and their presentation through animation codes are explored. As a final assignment, Leaflet code is used to explore the Leaflet code can be used to study interactive maps.
#AulaGEO
Section 1 Module. 1 . Introduction to Data Visualisation
1. Introduction to visualization of data
2. Why bother?
3. The Objectives behind Data Visualisation
4. Theorie of Data Vis
5. Practice
Section 2: Module. 2 Chart Types and Data Types
6. Histograms and Continuous Variables
7. Line Charts and Time Series
8. Categorical Data and Bar Chart
9. Categorical Data Type as well as Pie Chart
10. A pair of continuous variables
11. The Continuous, One Category
12. Categorical Variable in a Pair
13. Practice
Third Section: Module. Three Data Visualizations in Plotly
14. The fundamentals of Plotly
15. Plotly and Express submodule
16. Modifying Layouts and Updating
17. Practice
Section 4 Module. 4. Final Project 1 (COVID Visualization in Plotly)
18. Project 1
Section 5 Module. 5. Plotting Geographical Data into Plotly
19. Choropleth Maps
20. Line on Maps
21. Areas that are filled and point
22. Maps that include Bubbles
23. Maps that include Heatmap
24. Mini Project
Section 6 Module. 6 Some advanced topics in Plotly
25. Financial Charts
26. Three D plots within Ploty
27. Subplots within 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. Statistics Plots
Section 9 Module. 9. Animations in Plotly
36. Animation using Plotly Express
37. Frames and Graph objects
38. Line Chart Race Project
Section 10 Module. 10, Final Project 3 ( Exploring Interactive Maps with the help of Leaflet)
39. Last Project for Chipotle
Course Content:
- An Introduction to Data Visualisation
- Chart Types and Data Types
- Information Visualization within Plotly
- The COVID visualization is in Plotly
- Plotting Geographical Data into Plotly
- John's Cholera The graph
- Scientific and Statistical Plots as well as animation
- Interactive Maps using Leaflet
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