Data science - using python, plotly and leaflet - AulaGEO
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.
#AulaGEO
Section 1: Module. 1 Introduction to Data Visualisation
1. Introduction to data visualization
2. Why bother about it
3. Objectives of Data Visualisation
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 Graph Objects
38. Line Chart Race Project
Section 10: Module. 10 Final Project 3 ( Exploring Interactive Maps using Leaflet)
39. Final Project on Chipotle
Who this course is for:
- 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
Instructors
- 4.0 Instructor Rating
- 4,999 Reviews
- 74,015 Students
- 135 Courses
Welcome to our Academy platform, your ultimate destination for online courses covering a wide range of subjects, including GIS, CAD, BIM and Digital Twins applied to the land development environment. We are committed to providing comprehensive education and empowering individuals to excel in various domains related to infrastructures. Whether you are a student, a professional seeking to expand your knowledge, or an enthusiast passionate about these subjects, our platform offers a diverse selection of courses tailored to meet your specific needs.
At our Academy, we recognize the significance of these disciplines in the infrastructures life cycle, from initial design to project completion. To ensure the highest quality of education, we have collaborated with renowned industry expert Golgi Alvarez and assembled a team of AulaGEO Academy experts to create, adapt to English and/or Spanish languages and curate cutting-edge courses.
Architecture – Engineering – Construction – Operation (AECO) is a harmonious blend of creativity and technical expertise. Our AECO courses encompass a broad range of topics, from Civil design principles to sustainable construction practices. You will gain proficiency in conceptualizing and developing designs that fulfill aesthetic, functional, structural and regulatory requirements. Our instructors, including renowned expert Golgi Alvarez, will guide you through the design process, helping you refine your visualization and communication skills. Furthermore, you will acquire a solid foundation in structural analysis and design, ensuring the safety and stability of your land development creations.
Geographic Information Systems (GIS) have revolutionized the way we collect, analyze, and visualize spatial data. Our GIS courses explore the power of GIS technology for mapping, spatial analysis, and data management. Using software like ArcGIS Pro and QGIS you will gain insights into interpreting and manipulating geospatial data, designing interactive maps, conducting spatial queries, and leveraging GIS for various applications, including land management, environmental analysis, and urban planning. Our GIS courses provide a competitive advantage in fields that rely on spatial data analysis and informed decision-making.
Civil Engineering plays a pivotal role in the design and construction of infrastructure. Our engineering courses cover a broad spectrum of topics, including structural engineering, transportation systems, and urban design. Using software like AutoDesk Civil3D and Bentley OpenRoads you will learn the principles and techniques required to design, construct, and maintain buildings, bridges, roads, and more. Our experienced instructors bring their industry expertise to the virtual classroom, providing valuable insights
Computer-Aided Design (CAD) is the backbone of modern design processes, enabling precise and efficient creation of 2D and 3D models. Our CAD courses cover a wide array of software applications, including AutoCAD, Microstation, and CREO Parametric. From fundamental concepts to advanced techniques, you will acquire the skills necessary to create, modify, and analyze complex designs, ensuring accuracy and optimizing workflows. Our courses cater to beginners seeking a solid foundation as well as experienced professionals aiming to enhance their expertise.
Building Information Modeling (BIM) has transformed the architecture, engineering, and construction industries by facilitating collaborative and data-driven project management. Our BIM courses delve into the principles, workflows, and software tools utilized in BIM, such as Revit and SYNCHRO. You will learn to create intelligent 3D models that encompass architectural, structural, and MEP (mechanical, electrical, and plumbing) systems. Additionally, you will discover techniques for accurate quantity extraction, clash detection, and generating construction documents. Mastery of BIM equips you to contribute effectively to multidisciplinary project teams and streamline project delivery.
ARTS & DEVELOPMENT
Additionally, as part of our social responsibility, some of our courses have been made available to development projects in certain countries. This has allowed us to benefit communities and replicate our methodology, leading to the creation of new courses in response to demand in areas such as graphic design, art, and social disciplines.
Copyright:
For copyright management and DMCA purposes, all the content of AulaGEO Academy is managed by Golgi Alvarez.
- 4.0 Instructor Rating
- 1,892 Reviews
- 71,463 Students
- 42 Courses
Researcher, writer and rich content creator.
More than 25 years working int the Geospatial and AEC industries:
-Infrastructure and civil work projects management
-CAD / GIS / Surveying & Construction training
-Land and Cadastre projects
-Land Administration and development projects
Golgi Alvarez is the founder of the Geofumadas website, with more than 1.900 articles about CAD, GIS, Surveying, Cadastre, BIM, Digital Twin and other trend topics. The website is over 170.000 visitors per month and 21.000 followers in twitter.
Golgi Alvarez is the founder of the TwinGeo magazine, attending on site conferences in USA, UK, Netherlands, Singapore, India, Spain, Mexico, Colombia, Chile, Guatemala and other countries.
Golgi Alvarez is the founder of the AulaGEO Academy, with more than 150 courses focused in geospatial, engineering and operation of land and infrastructure projects.
Copyright:
All the content of the AulaGEO Academy it´s owned and managed by Golgi Alvarez.