Data Science - Using Python, Plotly And Leaflet

Learn data science - covid-19 and cholera pandemic projects

What you'll learn
Introduction to Data Visualisation
Data Types and Chart Types
Data Visaulization in Plotly
COVID Visualization in Plotly
Plotting Geographical Data in Plotly
John's Cholera Graph
Scientific and Statistical Plots and animation
Interactive Maps using Leaflet
Requirements
Basic math skills
Basic to Intermediate Python Skills
Description
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.#AulaGEOSection 1: Module. 1 Introduction to Data Visualisation1. Introduction to data visualization2. Why bother about it3. Objectives of Data Visualisation4. Theory of Data Vis5. PracticeSection 2: Module. 2 Data Types and Chart Types6. Continuos Variables and Histogram7. Time Series and Line Chart8. Categorical Data and bar chart9. Categorical Data Type and pie chart10. Pair of Continous variables11. One Continuous and One Categorica12. Pair of Categorical Variable13. PracticeSection 3: Module. 3 Data Visaulization in Plotly14. Fundamentals of Plotly15. Plotly and Express submodule16. Updating and Customizing Layout17. PracticeSection 4: Module. 4 Final Project 1 (COVID Visualization in Plotly)18. Project 1Section 5: Module. 5 Plotting Geographical Data in Plotly19. Choropleth Maps20. Line on Maps21. Filled and Point areas22. Maps with Bubbles23. Maps with Heatmap24. Mini ProjectSection 6: Module. 6 Some Advanced Topics in Plotly25. Financial Charts26. Three D plots in Ploty27. Subplots in Ploty28. PracticeSection 7: Module. 7 Final Project 2 (John's Cholera Graph)29. Project Cholera Ghost MapSection 8: Module. 8 Scientific and Statistical Plots30. Contour Plots31. Image in Plotly32. Heat Map33. Ternary Plots34. Log Plots35. Statistical PlotsSection 9: Module. 9 Animation in Plotly36. Animation Using Plotly Express37. Frames and Graph Objects38. Line Chart Race ProjectSection 10: Module. 10 Final Project 3 ( Exploring Interactive Maps using Leaflet)39. Final Project on Chipotle

Overview

Section 1: Module. 1 Introduction to Data Visualisation

Lecture 1 Introduction to data visualization

Lecture 2 Why bother about it

Lecture 3 Objectives of Data Visualisation

Lecture 4 Theory of Data Vis

Lecture 5 Practice

Section 2: Module. 2 Data Types and Chart Types

Lecture 6 Continuos Variables and Histogram

Lecture 7 Time Series and Line Chart

Lecture 8 Categorical Data and bar chart

Lecture 9 Categorical Data Type and pie chart

Lecture 10 Pair of Continous variables

Lecture 11 One Continuous and One Categorica

Lecture 12 Pair of Categorical Variable

Lecture 13 Practice

Section 3: Module. 3 Data Visaulization in Plotly

Lecture 14 Fundamentals of Plotly

Lecture 15 Plotly and Express submodule

Lecture 16 Updating and Customizing Layout

Lecture 17 Practice

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

Lecture 18 Project 1

Section 5: Module. 5 Plotting Geographical Data in Plotly

Lecture 19 Choropleth Maps

Lecture 20 Line on Maps

Lecture 21 Filled and Point areas

Lecture 22 Maps with Bubbles

Lecture 23 Maps with Heatmap

Lecture 24 Mini Project

Section 6: Module. 6 Some Advanced Topics in Plotly

Lecture 25 Financial Charts

Lecture 26 Three D plots in Ploty

Lecture 27 Subplots in Ploty

Lecture 28 Practice

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

Lecture 29 Project Cholera Ghost Map

Section 8: Module. 8 Scientific and Statistical Plots

Lecture 30 Contour Plots

Lecture 31 Image in Plotly

Lecture 32 Heat Map

Lecture 33 Ternary Plots

Lecture 34 Log Plots

Lecture 35 Statistical Plots

Section 9: Module. 9 Animation in Plotly

Lecture 36 Animation Using Plotly Express

Lecture 37 Frames and Graph Objects

Lecture 38 Line Chart Race Project

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

Lecture 39 Final Project on Chipotle

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